diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..580d310 --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +*.safetensors filter=lfs diff=lfs merge=lfs -text diff --git a/.idea/.name b/.idea/.name new file mode 100644 index 0000000..309073a --- /dev/null +++ b/.idea/.name @@ -0,0 +1 @@ +alert.py \ No newline at end of file diff --git a/.idea/RDAS.iml b/.idea/RDAS.iml new file mode 100644 index 0000000..ec63674 --- /dev/null +++ b/.idea/RDAS.iml @@ -0,0 +1,7 @@ + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..536c25a --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,19 @@ + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ 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+ + + { + "keyToString": { + "RunOnceActivity.OpenProjectViewOnStart": "true", + "RunOnceActivity.ShowReadmeOnStart": "true", + "git-widget-placeholder": "minghui__development", + "last_opened_file_path": "H:/Documents/GitHub/RDAS" + } +} + + + + + 1715279327601 + + + + \ No newline at end of file diff --git a/NaturalHistory_Binary_ML_model_notebook_codes/.ipynb_checkpoints/BinaryTransformerModel_minghui_rerun_04162024-checkpoint.ipynb b/NaturalHistory_Binary_ML_model_notebook_codes/.ipynb_checkpoints/BinaryTransformerModel_minghui_rerun_04162024-checkpoint.ipynb new file mode 100644 index 0000000..716fda1 --- /dev/null +++ b/NaturalHistory_Binary_ML_model_notebook_codes/.ipynb_checkpoints/BinaryTransformerModel_minghui_rerun_04162024-checkpoint.ipynb @@ -0,0 +1,3950 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "645a6e7a", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4TFnYL9KFYhJ", + "outputId": "b1c87416-60e6-40c2-cbab-7a6bb6ccfe61" + }, + "outputs": [], + "source": [ + "# !pip install transformers[torch]\n", + "# !pip install accelerate==0.23.0\n", + "# !pip install datasets\n", + "# !pip install wandb\n", + "# !pip install sacremoses\n", + "# !pip install optuna\n", + "# !pip install \"ray[tune]\"\n", + "# !pip install ipywidgets==7.1.1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "334ecf6a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from transformers import AutoTokenizer, DataCollatorWithPadding, AutoModelForSequenceClassification, TrainingArguments, Trainer, AutoConfig\n", + "from sklearn.metrics import precision_recall_fscore_support\n", + "from sklearn.metrics import precision_score\n", + "from datasets import Dataset, DatasetDict\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "429752ca", + "metadata": {}, + "outputs": [], + "source": [ + "import wandb" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9f88da6b", + "metadata": { + "id": "3aa2e4f6" + }, + "outputs": [], + "source": [ + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d91e2b27", + "metadata": {}, + "outputs": [], + "source": [ + "# import os\n", + "# os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "66ee05b5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 162, + "referenced_widgets": [ + "6ea57dfdf7454597ad5ce9a656239568", + "64756c90c0a447ee83695bbf1f4ebd03", + "85de598bc6274298a1ded4ed1a9b86fa", + "ee3cc179bcd64f2a99368b62189b1f3c", + "66d16ce1e4ee4c8aba04b714b0ea3c46", + "f0f1672aa38e4ab3b15a4f6df6cdc775", + "4dc392e4c8de4217bb97887c59e548dd", + "413ec124e5db42f2b2267a369d48e1af", + "24cac7db1baa47cd875fd24e83275e15", + 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"application/vnd.jupyter.widget-view+json": { + "model_id": "090e4029e5df4fbe83be6ad1b135b312", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(HTML(value='
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Tracking run with wandb version 0.16.4" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Run data is saved locally in C:\\projects\\SVC_PRIDICTING_ARTICLE\\wandb\\run-20240416_151113-nfxbzu9o" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Syncing run wobbly-wave-10 to Weights & Biases (docs)
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View project at https://wandb.ai/binary_transformer/nhs-classification" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View run at https://wandb.ai/binary_transformer/nhs-classification/runs/nfxbzu9o" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wandb.init(\n", + " # set the wandb project where this run will be logged\n", + " project=\"nhs-classification\",\n", + "\n", + " # track hyperparameters and run metadata\n", + " config={\n", + " \"learning_rate\": 6.926e-6,\n", + " \"architecture\": \"transformer\",\n", + " \"dataset\": \"binary2-nhs-abstract-only\",\n", + " \"epochs\": 6,\n", + " \"weight_decay\": 1,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9f24e75c", + "metadata": { + "id": "00984d21" + }, + "outputs": [], + "source": [ + "df = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "# df = pd.read_excel(\"/kaggle/input/testing/final_trainset.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "619935be", + "metadata": {}, + "outputs": [], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "32fc7037", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81, + "referenced_widgets": [ + "b02056a334714e6297f83e5dcbef72e5", + "25de0bbbb6e045a1847ceabc07ca5630", + "edb93b6c817342b782f7b1e2b2453b35", + "cf53e9d68d6d425d963bbb0fddc587e5", + "1595b043d92d41cc83cd14cd951fd5f8", + "91ace427cf7847ceb0ce24ae6cf99b6a", + "5d42c04486b4418bad895dbacc8462a8", + 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AutoTokenizer.from_pretrained('dmis-lab/biobert-base-cased-v1.1')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-24_H-1024_A-16')\n", + "# tokenizer = AutoTokenizer.from_pretrained('microsoft/biogpt')\n", + "\n", + "# General models\n", + "# tokenizer = AutoTokenizer.from_pretrained('distilbert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-base')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-large')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "083ed7a5", + "metadata": { + "id": "ce079752" + }, + "outputs": [], + "source": [ + "# for random train test split\n", + "abs_labels = df[[\"ABSTRACT\", \"binary2_label\"]].rename(columns={\"ABSTRACT\": \"text\", \"binary2_label\": \"label\"}).copy()\n", + "ds = Dataset.from_pandas(abs_labels)\n", + "ds = ds.train_test_split(test_size=0.2, shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0e96aba5", + "metadata": { + "id": "9e906949" + }, + "outputs": [], + "source": [ + "def preprocess(e):\n", + " return tokenizer(e[\"text\"], max_length=256, truncation=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f20286a5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "277e96b7", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 322, + "referenced_widgets": [ + "7f8788f4a2cb4fafa88c2b5b445471bc", + "99048b0e09b24e2693df054effecc382", + "96d12bcd58364781be7c08d7667e1c95", + "7200f22ce0ef4887880d65b1fe74ace1", + "b7f7f4b507b44dbd89e604bc05477dee", + "0e0cbeb9b5f7476c9066c552d8c3ef4b", + "66cd455be2ce427ca3b13745ee06b8ab", + "ac8bfc9252c84708b93a616536e8341b", + 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EpochTraining LossValidation LossAccuracyPrecisionRecallF1
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Run summary:


acc0.81577
eval/accuracy0.81577
eval/f10.81567
eval/loss0.47779
eval/precision0.8156
eval/recall0.81577
eval/runtime1480.1148
eval/samples_per_second1.071
eval/steps_per_second0.068
f10.81567
precision0.8156
recall0.81577
train/epoch3.0
train/global_step1191
train/grad_norm15.0049
train/learning_rate2e-05
train/loss0.2024
train/total_flos2501002136724480.0
train/train_loss0.37554
train/train_runtime59439.9727
train/train_samples_per_second0.64
train/train_steps_per_second0.04

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Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Find logs at: .\\wandb\\run-20240411_102202-wj8savnb\\logs" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trainer.train()\n", + "wandb.finish()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "e57225db", + "metadata": { + "id": "ae89d746" + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c0388e3065c446159ce28de326111f2b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "model.safetensors: 0%| | 0.00/433M [00:00\n", + " \n", + " \n", + " [26/26 05:27]\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Results: {'eval_loss': 0.4118824005126953, 'eval_accuracy': 0.8173076923076923, 'eval_precision': 0.8188430938430938, 'eval_recall': 0.8173076923076923, 'eval_f1': 0.8177715636896312, 'eval_runtime': 336.0728, 'eval_samples_per_second': 1.238, 'eval_steps_per_second': 0.077, 'epoch': 3.0}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Label(value='0.001 MB of 0.001 MB uploaded\\r'), FloatProgress(value=1.0, max=1.0)))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "

Run history:


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Run summary:


acc0.81731
epoch3.0
eval/accuracy0.81731
eval/f10.81777
eval/loss0.41188
eval/precision0.81884
eval/recall0.81731
eval/runtime336.0728
eval/samples_per_second1.238
eval/steps_per_second0.077
eval_accuracy0.81731
eval_f10.81777
eval_loss0.41188
eval_precision0.81884
eval_recall0.81731
eval_runtime336.0728
eval_samples_per_second1.238
eval_steps_per_second0.077
f10.81777
precision0.81884
recall0.81731
train/epoch3.0
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"execution_count": 1, + "id": "645a6e7a", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4TFnYL9KFYhJ", + "outputId": "b1c87416-60e6-40c2-cbab-7a6bb6ccfe61" + }, + "outputs": [], + "source": [ + "# !pip install transformers[torch]\n", + "# !pip install accelerate==0.23.0\n", + "# !pip install datasets\n", + "# !pip install wandb\n", + "# !pip install sacremoses\n", + "# !pip install optuna\n", + "# !pip install \"ray[tune]\"\n", + "# !pip install ipywidgets==7.1.1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "334ecf6a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from transformers import AutoTokenizer, DataCollatorWithPadding, AutoModelForSequenceClassification, TrainingArguments, Trainer, AutoConfig\n", + "from sklearn.metrics import precision_recall_fscore_support\n", + "from sklearn.metrics import precision_score\n", + "from datasets import Dataset, DatasetDict\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "429752ca", + "metadata": {}, + "outputs": [], + "source": [ + "import wandb" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9f88da6b", + "metadata": { + "id": "3aa2e4f6" + }, + "outputs": [], + "source": [ + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d91e2b27", + "metadata": {}, + "outputs": [], + "source": [ + "# import os\n", + "# os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "66ee05b5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 162, + "referenced_widgets": [ + "6ea57dfdf7454597ad5ce9a656239568", + "64756c90c0a447ee83695bbf1f4ebd03", + "85de598bc6274298a1ded4ed1a9b86fa", + "ee3cc179bcd64f2a99368b62189b1f3c", + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Tracking run with wandb version 0.16.4" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Run data is saved locally in C:\\projects\\SVC_PRIDICTING_ARTICLE\\wandb\\run-20240430_092913-qclh0gty" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Syncing run fragrant-water-21 to Weights & Biases (docs)
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View project at https://wandb.ai/binary_transformer/nhs-classification" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View run at https://wandb.ai/binary_transformer/nhs-classification/runs/qclh0gty" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wandb.init(\n", + " # set the wandb project where this run will be logged\n", + " project=\"nhs-classification\",\n", + "\n", + " # track hyperparameters and run metadata\n", + " config={\n", + " \"learning_rate\": 6.926e-6,\n", + " \"architecture\": \"transformer\",\n", + " \"dataset\": \"binary2-nhs-abstract-only\",\n", + " \"epochs\": 6,\n", + " \"weight_decay\": 1,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9f24e75c", + "metadata": { + "id": "00984d21" + }, + "outputs": [], + "source": [ + "df = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "# df = pd.read_excel(\"/kaggle/input/testing/final_trainset.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "32fc7037", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81, + "referenced_widgets": [ + "b02056a334714e6297f83e5dcbef72e5", + "25de0bbbb6e045a1847ceabc07ca5630", + "edb93b6c817342b782f7b1e2b2453b35", + "cf53e9d68d6d425d963bbb0fddc587e5", + "1595b043d92d41cc83cd14cd951fd5f8", + "91ace427cf7847ceb0ce24ae6cf99b6a", + "5d42c04486b4418bad895dbacc8462a8", + "07c882ea014f443ea78723b8bf14dcd4", + "ac3f7c215a1147929b444884356e2dfe", + "2b089fd1c16f42df9204d39295fdedde", + "b511e1d04d4b4ed6af6cdd85c5293105", + 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AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-24_H-1024_A-16')\n", + "# tokenizer = AutoTokenizer.from_pretrained('microsoft/biogpt')\n", + "\n", + "# General models\n", + "# tokenizer = AutoTokenizer.from_pretrained('distilbert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-base')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-large')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "083ed7a5", + "metadata": { + "id": "ce079752" + }, + "outputs": [], + "source": [ + "# for random train test split\n", + "abs_labels = df[[\"ABSTRACT\", \"binary2_label\"]].rename(columns={\"ABSTRACT\": \"text\", \"binary2_label\": \"label\"}).copy()\n", + "ds = Dataset.from_pandas(abs_labels)\n", + "ds = ds.train_test_split(test_size=0.2, shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "0e96aba5", + "metadata": { + "id": "9e906949" + }, + "outputs": [], + "source": [ + "def preprocess(e):\n", + " return tokenizer(e[\"text\"], max_length=512, truncation=True,padding=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "277e96b7", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 322, + "referenced_widgets": [ + "7f8788f4a2cb4fafa88c2b5b445471bc", + "99048b0e09b24e2693df054effecc382", + "96d12bcd58364781be7c08d7667e1c95", + "7200f22ce0ef4887880d65b1fe74ace1", + "b7f7f4b507b44dbd89e604bc05477dee", + "0e0cbeb9b5f7476c9066c552d8c3ef4b", + "66cd455be2ce427ca3b13745ee06b8ab", + "ac8bfc9252c84708b93a616536e8341b", + "92f6063d1ca144518b6fa916eec3fcf6", + "41cb95eba35f4088ab89fde088214d9f", + "bdd4344f38e14c56910978a247825918", + "666604c335d2453f9e77db37e430e55c", + "a873b036e92e436c8d24b5a24bbb4cf3", + "d680061db759443486089247e47dfd27", + 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Run summary:


acc0.81199
eval/accuracy0.81199
eval/f10.80589
eval/loss0.53904
eval/precision0.81186
eval/recall0.80276
eval/runtime4494.2597
eval/samples_per_second0.353
eval/steps_per_second0.022
f10.80589
precision0.81186
recall0.80276
train/epoch3.0
train/global_step1191
train/grad_norm32.90907
train/learning_rate2e-05
train/loss0.1105
train/total_flos5002004273448960.0
train/train_loss0.33888
train/train_runtime138447.9861
train/train_samples_per_second0.275
train/train_steps_per_second0.017

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Run history:


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Run summary:


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precision0.82281
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train/epoch3.0
train/global_step1191

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"cell_type": "code", + "execution_count": 1, + "id": "645a6e7a", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4TFnYL9KFYhJ", + "outputId": "b1c87416-60e6-40c2-cbab-7a6bb6ccfe61" + }, + "outputs": [], + "source": [ + "# !pip install transformers[torch]\n", + "# !pip install accelerate==0.23.0\n", + "# !pip install datasets\n", + "# !pip install wandb\n", + "# !pip install sacremoses\n", + "# !pip install optuna\n", + "# !pip install \"ray[tune]\"\n", + "# !pip install ipywidgets==7.1.1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "334ecf6a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from transformers import AutoTokenizer, DataCollatorWithPadding, AutoModelForSequenceClassification, TrainingArguments, Trainer, AutoConfig\n", + "from sklearn.metrics import precision_recall_fscore_support\n", + "from sklearn.metrics import precision_score\n", + "from datasets import Dataset, DatasetDict\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "429752ca", + "metadata": {}, + "outputs": [], + "source": [ + "import wandb" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9f88da6b", + "metadata": { + "id": "3aa2e4f6" + }, + "outputs": [], + "source": [ + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d91e2b27", + "metadata": {}, + "outputs": [], + "source": [ + "# import os\n", + "# os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "66ee05b5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 162, + "referenced_widgets": [ + "6ea57dfdf7454597ad5ce9a656239568", + "64756c90c0a447ee83695bbf1f4ebd03", + "85de598bc6274298a1ded4ed1a9b86fa", + "ee3cc179bcd64f2a99368b62189b1f3c", + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Tracking run with wandb version 0.16.4" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Run data is saved locally in C:\\projects\\SVC_PRIDICTING_ARTICLE\\wandb\\run-20240426_171503-615k9ltk" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Syncing run eager-gorge-14 to Weights & Biases (docs)
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View project at https://wandb.ai/binary_transformer/nhs-classification" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View run at https://wandb.ai/binary_transformer/nhs-classification/runs/615k9ltk" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wandb.init(\n", + " # set the wandb project where this run will be logged\n", + " project=\"nhs-classification\",\n", + "\n", + " # track hyperparameters and run metadata\n", + " config={\n", + " \"learning_rate\": 6.926e-6,\n", + " \"architecture\": \"transformer\",\n", + " \"dataset\": \"binary2-nhs-abstract-only\",\n", + " \"epochs\": 6,\n", + " \"weight_decay\": 1,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9f24e75c", + "metadata": { + "id": "00984d21" + }, + "outputs": [], + "source": [ + "df = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "# df = pd.read_excel(\"/kaggle/input/testing/final_trainset.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "32fc7037", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81, + "referenced_widgets": [ + "b02056a334714e6297f83e5dcbef72e5", + "25de0bbbb6e045a1847ceabc07ca5630", + "edb93b6c817342b782f7b1e2b2453b35", + "cf53e9d68d6d425d963bbb0fddc587e5", + "1595b043d92d41cc83cd14cd951fd5f8", + "91ace427cf7847ceb0ce24ae6cf99b6a", + "5d42c04486b4418bad895dbacc8462a8", + "07c882ea014f443ea78723b8bf14dcd4", + "ac3f7c215a1147929b444884356e2dfe", + "2b089fd1c16f42df9204d39295fdedde", + "b511e1d04d4b4ed6af6cdd85c5293105", + "7497514ef28c4d0285d3ba2f764ec422", + "cbddfc3681fc489995a1469725f626ad", + "7c91713b84e243789b02a00bce21922b", + "c7d6a87cda0a4f66b6cd221d977a24ad", + "985a4d78be774592b97ab31306314f03", + "b56d2c9a98c74886850e798a4d97328c", + "e48b448f8ee54ce880f3723c37035fac", + "6365bf0d16b84ebaba2a453033738e53", + "9a278b83d4a543c090d0e7918ced69a4", + "324ab8f4262d449caf204223774b4fdc", + "1a2472a901874083b79a371acc3c4dfe" + ] + }, + "id": "dfba48cc", + "outputId": "3053556c-6240-421e-d983-5a5b0321ace5" + }, + "outputs": [], + "source": [ + "# Medical/biology oriented models\n", + "# tokenizer = AutoTokenizer.from_pretrained('microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract')\n", + "# tokenizer = AutoTokenizer.from_pretrained('dmis-lab/biobert-base-cased-v1.2')\n", + "tokenizer = AutoTokenizer.from_pretrained('microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract')\n", + "# tokenizer = AutoTokenizer.from_pretrained('dmis-lab/biobert-base-cased-v1.1')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-24_H-1024_A-16')\n", + "# tokenizer = AutoTokenizer.from_pretrained('microsoft/biogpt')\n", + "\n", + "# General models\n", + "# tokenizer = AutoTokenizer.from_pretrained('distilbert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-base')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-large')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "083ed7a5", + "metadata": { + "id": "ce079752" + }, + "outputs": [], + "source": [ + "# for random train test split\n", + "abs_labels = df[[\"ABSTRACT\", \"binary2_label\"]].rename(columns={\"ABSTRACT\": \"text\", \"binary2_label\": \"label\"}).copy()\n", + "ds = Dataset.from_pandas(abs_labels)\n", + "ds = ds.train_test_split(test_size=0.2, shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "0e96aba5", + "metadata": { + "id": "9e906949" + }, + "outputs": [], + "source": [ + "def preprocess(e):\n", + " return tokenizer(e[\"text\"], max_length=256, truncation=True,padding=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f20286a5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "277e96b7", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 322, + "referenced_widgets": [ + "7f8788f4a2cb4fafa88c2b5b445471bc", + "99048b0e09b24e2693df054effecc382", + "96d12bcd58364781be7c08d7667e1c95", + "7200f22ce0ef4887880d65b1fe74ace1", + "b7f7f4b507b44dbd89e604bc05477dee", + "0e0cbeb9b5f7476c9066c552d8c3ef4b", + "66cd455be2ce427ca3b13745ee06b8ab", + "ac8bfc9252c84708b93a616536e8341b", + "92f6063d1ca144518b6fa916eec3fcf6", + "41cb95eba35f4088ab89fde088214d9f", + "bdd4344f38e14c56910978a247825918", + 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EpochTraining LossValidation LossAccuracyPrecisionRecallF1
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eval/f10.79895
eval/loss0.67014
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eval/recall0.79567
eval/runtime1094.6181
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f10.79895
precision0.80675
recall0.79567
train/epoch3.0
train/global_step1191
train/grad_norm200.9565
train/learning_rate2e-05
train/loss3.0689
train/total_flos2501002136724480.0
train/train_loss0.31922
train/train_runtime47890.046
train/train_samples_per_second0.794
train/train_steps_per_second0.05

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Run history:


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Run summary:


acc0.82933
epoch3.0
eval/accuracy0.82933
eval/f10.82849
eval/loss0.42769
eval/precision0.83007
eval/recall0.83754
eval/runtime307.342
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eval_precision0.83007
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eval_steps_per_second0.085
f10.82849
precision0.83007
recall0.83754
train/epoch3.0
train/global_step1191

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{ + "base_uri": "https://localhost:8080/" + }, + "id": "4TFnYL9KFYhJ", + "outputId": "b1c87416-60e6-40c2-cbab-7a6bb6ccfe61" + }, + "outputs": [], + "source": [ + "# !pip install transformers[torch]\n", + "# !pip install accelerate==0.23.0\n", + "# !pip install datasets\n", + "# !pip install wandb\n", + "# !pip install sacremoses\n", + "# !pip install optuna\n", + "# !pip install \"ray[tune]\"\n", + "# !pip install ipywidgets==7.1.1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "334ecf6a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from transformers import AutoTokenizer, DataCollatorWithPadding, AutoModelForSequenceClassification, TrainingArguments, Trainer, AutoConfig\n", + "from sklearn.metrics import precision_recall_fscore_support\n", + "from sklearn.metrics import precision_score\n", + "from datasets import Dataset, DatasetDict\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "429752ca", + "metadata": {}, + "outputs": [], + "source": [ + "import wandb" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9f88da6b", + "metadata": { + "id": "3aa2e4f6" + }, + "outputs": [], + "source": [ + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d91e2b27", + "metadata": {}, + "outputs": [], + "source": [ + "# import os\n", + "# os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "66ee05b5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 162, + "referenced_widgets": [ + "6ea57dfdf7454597ad5ce9a656239568", + "64756c90c0a447ee83695bbf1f4ebd03", + "85de598bc6274298a1ded4ed1a9b86fa", + "ee3cc179bcd64f2a99368b62189b1f3c", + "66d16ce1e4ee4c8aba04b714b0ea3c46", + "f0f1672aa38e4ab3b15a4f6df6cdc775", + 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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View project at https://wandb.ai/binary_transformer/nhs-classification" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " View run at https://wandb.ai/binary_transformer/nhs-classification/runs/nfxbzu9o" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wandb.init(\n", + " # set the wandb project where this run will be logged\n", + " project=\"nhs-classification\",\n", + "\n", + " # track hyperparameters and run metadata\n", + " config={\n", + " \"learning_rate\": 6.926e-6,\n", + " \"architecture\": \"transformer\",\n", + " \"dataset\": \"binary2-nhs-abstract-only\",\n", + " \"epochs\": 6,\n", + " \"weight_decay\": 1,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9f24e75c", + "metadata": { + "id": "00984d21" + }, + "outputs": [], + "source": [ + "df = pd.read_excel(\"../content/final_trainset.xlsx\")\n", + "# df = pd.read_excel(\"/kaggle/input/testing/final_trainset.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "be0b7602", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PMIDLabeling_StateCorrect_Labelbinary_labelbinary2_labelAgreementExplanationTITLEABSTRACTvectorcuratedy
027504812Gold Standard2110.900NaNThe Natural History of Primary Sclerosing Chol...Data regarding pediatric primary sclerosing ch...[0.0, 0.35, 0.78, 12.03]22
133564419Labeled-1000.545NaNRecurrent acute interstitial nephritis: what l...Acute interstitial nephritis (AIN) is an emerg...[2.95, 0.0, 2.03, 0.54]-1-1
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" + ], + "text/plain": [ + " PMID Labeling_State Correct_Label binary_label binary2_label \\\n", + "0 27504812 Gold Standard 2 1 1 \n", + "1 33564419 Labeled -1 0 0 \n", + "\n", + " Agreement Explanation TITLE \\\n", + "0 0.900 NaN The Natural History of Primary Sclerosing Chol... \n", + "1 0.545 NaN Recurrent acute interstitial nephritis: what l... \n", + "\n", + " ABSTRACT \\\n", + "0 Data regarding pediatric primary sclerosing ch... \n", + "1 Acute interstitial nephritis (AIN) is an emerg... \n", + "\n", + " vector curated y \n", + "0 [0.0, 0.35, 0.78, 12.03] 2 2 \n", + "1 [2.95, 0.0, 2.03, 0.54] -1 -1 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "32fc7037", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81, + "referenced_widgets": [ + "b02056a334714e6297f83e5dcbef72e5", + 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AutoTokenizer.from_pretrained('microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract')\n", + "tokenizer = AutoTokenizer.from_pretrained('dmis-lab/biobert-base-cased-v1.2')\n", + "# tokenizer = AutoTokenizer.from_pretrained('dmis-lab/biobert-base-cased-v1.1')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bionlp/bluebert_pubmed_uncased_L-24_H-1024_A-16')\n", + "# tokenizer = AutoTokenizer.from_pretrained('microsoft/biogpt')\n", + "\n", + "# General models\n", + "# tokenizer = AutoTokenizer.from_pretrained('distilbert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('bert-base-uncased')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-base')\n", + "# tokenizer = AutoTokenizer.from_pretrained('roberta-large')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "083ed7a5", + "metadata": { + "id": "ce079752" + }, + "outputs": [], + "source": [ + "# for random train test split\n", + "abs_labels = df[[\"ABSTRACT\", \"binary2_label\"]].rename(columns={\"ABSTRACT\": \"text\", \"binary2_label\": \"label\"}).copy()\n", + "ds = Dataset.from_pandas(abs_labels)\n", + "ds = ds.train_test_split(test_size=0.2, shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0e96aba5", + "metadata": { + "id": "9e906949" + }, + "outputs": [], + "source": [ + "def preprocess(e):\n", + " return tokenizer(e[\"text\"], max_length=256, truncation=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f20286a5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "277e96b7", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 322, + "referenced_widgets": [ + "7f8788f4a2cb4fafa88c2b5b445471bc", + "99048b0e09b24e2693df054effecc382", + "96d12bcd58364781be7c08d7667e1c95", + "7200f22ce0ef4887880d65b1fe74ace1", + 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EpochTraining LossValidation LossAccuracyPrecisionRecallF1
10.0999000.4071630.8258680.8271720.8258680.826183
20.0280000.4154900.8252370.8255670.8252370.825362
30.2024000.4777890.8157730.8156000.8157730.815665

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Run summary:


acc0.81577
eval/accuracy0.81577
eval/f10.81567
eval/loss0.47779
eval/precision0.8156
eval/recall0.81577
eval/runtime1480.1148
eval/samples_per_second1.071
eval/steps_per_second0.068
f10.81567
precision0.8156
recall0.81577
train/epoch3.0
train/global_step1191
train/grad_norm15.0049
train/learning_rate2e-05
train/loss0.2024
train/total_flos2501002136724480.0
train/train_loss0.37554
train/train_runtime59439.9727
train/train_samples_per_second0.64
train/train_steps_per_second0.04

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Run summary:


acc0.81731
epoch3.0
eval/accuracy0.81731
eval/f10.81777
eval/loss0.41188
eval/precision0.81884
eval/recall0.81731
eval/runtime336.0728
eval/samples_per_second1.238
eval/steps_per_second0.077
eval_accuracy0.81731
eval_f10.81777
eval_loss0.41188
eval_precision0.81884
eval_recall0.81731
eval_runtime336.0728
eval_samples_per_second1.238
eval_steps_per_second0.077
f10.81777
precision0.81884
recall0.81731
train/epoch3.0
train/global_step1191

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"execution_count": 1, + "id": "IUkvcptnLWx5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IUkvcptnLWx5", + "outputId": "85ad9fe5-91bf-4246-af45-214496a012e6" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\aom2\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import nltk\n", + "import os\n", + "nltk.download('stopwords')\n", + "from nltk.corpus import stopwords\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn import svm\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, classification_report, f1_score, recall_score, precision_score\n", + "import matplotlib.pyplot as plt\n", + "import scikitplot as skplt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "24442834", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BinMLResultsada_tfidf_binmat.png\n", + "BinMLResultsgb_tfidf_binmat.png\n", + "BinMLResultsknn_tfidf_binmat.png\n", + "BinMLResultslr_tfidf_binmat.png\n", + "BinMLResultsnb_tfidf_binmat.png\n", + "BinMLResultsrf_tfidf_binmat.png\n", + "BinMLResultssvm_countvec_binmat.png\n", + "BinMLResultssvm_tfidf_binmat.png\n", + "final_testset.xlsx\n", + "final_trainset.xlsx\n" + ] + } + ], + "source": [ + "for f in os.listdir(\"content\"):\n", + " print(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3f3a63a4", + "metadata": { + "id": "3f3a63a4" + }, + "outputs": [], + "source": [ + "df_bin = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "df_bin['binary2_label'].value_counts()\n", + "df_test = pd.read_excel(\"content/final_testset.xlsx\")\n", + "df_bin['ABSTRACT'] = df_bin['ABSTRACT'].apply(str.lower)\n", + "df_test['ABSTRACT'] = df_test['ABSTRACT'].apply(str.lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dfcdc10c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['all descriptions of the lambert-eaton syndrome are based on symptomatic patients. we incidentally encountered electromyographic evidence of this syndrome in a patient being studied for another reason. the patient had controlled hypothyroidism and smoked for 9 pack-years but never had symptoms of weakness or had evidence of cancer. detailed electrophysiological and serological evaluations were undertaken in this study. neuromuscular transmission tests were consistent with a presynaptic disorder. autoantibodies specific for p/q-type voltage-gated calcium channels (vgcc) were detected in the serum and persisted throughout 7 years of follow-up. multiple igg markers of thyrogastric autoimmunity also were detected. this demonstration of asymptomatic lambert-eaton syndrome persisting for 8 years provided novel insight into the natural history of the disorder. it is plausible that patients with a subclinical syndrome would have abrupt neuromuscular decompensation when challenged with medications that compromise the safety factor for synaptic transmission.',\n", + " 'during the final weeks of a 6-month epidemic of ebola hemorrhagic fever in kikwit, democratic republic of the congo, an extensive collection of arthropods was made in an attempt to learn more of the natural history of the disease. a reconstruction of the activities of the likely primary case, a 42-year-old man who lived in the city, indicated that he probably acquired his infection in a partly forested area 15 km from his home. collections were made throughout this area, along the route he followed from the city, and at various sites in the city itself. no ebola virus was isolated, but a description of the collections and the ecotopes involved is given for comparison with future studies of other outbreaks.',\n", + " 'neurofibromatosis type 1 (nf1) is a genetic disease caused by mutations in neurofibromin 1 (nf1). nf1 patients present with a variety of clinical manifestations and are predisposed to cancer development. many nf1 animal models have been developed, yet none display the spectrum of disease seen in patients and the translational impact of these models has been limited. we describe a minipig model that exhibits clinical hallmarks of nf1, including caf√© au lait macules, neurofibromas, and optic pathway glioma. spontaneous loss of heterozygosity is observed in this model, a phenomenon also described in nf1 patients. oral administration of a mitogen-activated protein kinase/extracellular signal-regulated kinase inhibitor suppresses ras signaling. to our knowledge, this model provides an unprecedented opportunity to study the complex biology and natural history of nf1 and could prove indispensable for development of imaging methods, biomarkers, and evaluation of safety and efficacy of nf1-targeted therapies.',\n", + " 'primary biliary cirrhosis is a chronic cholestatic liver disease with an autoimmune pathogenesis, that generally develops in adult life, often in perimenopausal age. the clinical features are heterogeneous, ranging from an asymptomatic presentation to end-stage liver disease. primary biliary cirrhosis is unknown in children and its natural history has yet to be elucidated. following a canadian report of primary biliary cirrhosis in two girls (16 and 15 years old), we describe a clinical case developing at 17 years of age. a temporal association between borrelia burgdorferi infection and diagnosis of primary biliary cirrhosis was observed.',\n", + " 'the rising tide of non-alcoholic fatty liver disease (nafld) associated with the obesity epidemic is a major international health concern. nafld is the leading global cause of liver disease with an estimated prevalence of 25% and is the fastest growing indication for liver transplantation (lt). the presence and severity of liver fibrosis is the only histologic predictor of clinical outcomes in this group. nafld poses several challenges in the peri-transplant setting including the management of multiple metabolic co-morbidities, post-transplant obesity and cardiovascular risk. however, post-lt outcomes in well-selected nafld patients appear similar to non-nafld indications, including in the setting of hepatocellular carcinoma (hcc). the rising prevalence of nafld may impact potential liver graft donors, which may in-turn adversely affect post-lt outcomes. this review outlines the current epidemiology, natural history and outcomes of nafld with a focus on pre- and post-liver transplant settings.',\n", + " \"the natural history and treatment of scaphoid fractures and subsequent nonunions have occupied a substantial portion of the orthopaedic literature. the authors examine the role of modern diagnostic tools in making an earlier diagnosis of scaphoid nonunion, in more accurately determining the displacement and angulation of the fragments, and in identifying the presence of avascular necrosis. they also consider the various available treatment modalities, including immobilization, electrical stimulation, both conventional and vascularized bone grafting, and internal fixation. finally, a brief review of salvage procedures and the authors' preferred treatment are presented.\",\n", + " 'long-term management of patients with kawasaki disease should be tailored to the degree of coronary arterial involvement. this committee has made recommendations for each risk level about antiplatelet and anticoagulant therapy, physical activity, follow-up assessment by a pediatric cardiologist or primary care physician, and the appropriate diagnostic procedures that may be performed to evaluate cardiac disease. the risk level for a given patient with coronary arterial involvement may change over time because of changes in coronary artery morphology. the recommendations for management presented here are intended as practical interim guidelines until additional prospective or retrospective data are compiled to define more clearly the natural history of kawasaki disease.',\n", + " 'arrhythmogenic right ventricular cardiomyopathy (arvc) is an inherited heart-muscle disease primarily affecting the right ventricle (rv) and potentially causing sudden death in young people. the natural history of the disease is firstly characterized by a concealed form progressing over a biventricular involvement. three different cases coming from the same family are presented together with a review of the literature. multi-parameter analysis including imaging and electrocardiographic analysis is presented since the first medical referral with follow-up ranging from 11 to 38years. case 1 presented a typical rv involvement in agreement with the ecg pattern. case 2 presented a prevalent left ventricular involvement leading from the beginning to a pattern of dilated cardiomyopathy in agreement with his ecg evolution over the years. on the other side, case 3 came to observation with a typical rv involvement (similar to case 1) but with ecg evolution of typical left ventricle involvement (similar to case 2). the genetic analysis showed a mutation in desmoglein-2 (dsg2) gene: p. arg49his. comparison between size and localization of ventricular dyskinesia at cardiovascular imaging and the surface 12 lead electrocardiography are proposed. arvc may lead to an extreme phenotypic variability in clinical manifestations even within patients coming from the same family in which arvc is caused by the same genetic mutation. ecg progression over time reflects disease evolution and in particular cases may anticipate wall motion abnormalities by years.',\n", + " 'pulmonary artery aneurysms constitute <1% of aneurysms occurring in the thoracic cavity. congenital cardiac defects are responsible for the majority (>50%) of cases, however, pulmonary artery aneurysm is a rare sequelae of pulmonary tuberculosis reported in about 5% of patients with chronic cavitary tuberculosis on autopsy. the natural history of this potentially fatal condition remains poorly understood and guidelines for optimal management are controversial. a 24-year-old man, a nursing student of african descent, was referred to us from an up-country regional hospital with a 4-week history of recurrent episodes of breathlessness, awareness of heartbeats and coughing blood 3 weeks after completing a 6-month course of anti-tuberculosis drugs. a physical examination revealed conjuctival and palmar pallor but there were no stigmata of connective tissue disorders, systemic vasculitides or congenital heart disease. an examination of the cardiovascular system revealed accentuated second heart sound (s2) with early diastolic (grade 1/6) and holosystolic (grade 2/6) murmurs at the pulmonic and tricuspid areas respectively. blood tests showed iron deficiency anemia, prolonged bleeding time, and mild hyponatremia. a chest radiograph revealed bilateral ovoid-shaped perihilar opacities while a computed tomography scan showed bilateral multiple pulmonary artery pseudoaneurysms with surrounding hematoma together with adjacent cystic changes, consolidations, and tree-in-bud appearance. our patient refused to undergo surgery and died of aneurismal rupture after 9 days of hospitalization. the presence of intractable hemoptysis among patients with tuberculosis even after completion of anti-tuberculosis course should raise an index of suspicion for pulmonary artery aneurysm. furthermore, despite of its rarity, early recognition and timely surgical intervention of pulmonary artery aneurysm is crucial to reducing morbidity and preventing the attributed mortality.',\n", + " \"idiopathic non-cirrhotic portal hypertension (incph) is a rare disease characterized of intrahepatic portal hypertension in the absence of cirrhosis or other causes of liver disease and splanchnic venous thrombosis. the etiology of incph can be classified in five categories: 1) immunological disorders (i.e. association with common variable immunodeficiency syndrome, connective tissue diseases, crohn's disease, etc.), 2) chronic infections, 3) exposure to medications or toxins (e.g. azathioprine, 6- thioguanine, arsenic), 4) genetic predisposition (i.e. familial aggregation and association with adams-oliver syndrome and turner disease) and 5) prothrombotic conditions (e.g. inherited thrombophilias myeloproliferative neoplasm antiphospholipid syndrome). roughly, incph diagnosis is based on clinical criteria and the formal exclusion of any other causes of portal hypertension. a formal diagnosis is based on the following criteria: 1) presence of unequivocal signs of portal hypertension, 2) absence of cirrhosis, advanced fibrosis or other causes of chronic liver diseases, and 3) absence of thrombosis of the hepatic veins or of the portal vein at imaging. patients with incph usually present with signs or symptoms of portal hypertension such as gastro-esophageal varices, variceal bleeding or splenomegaly. ascites and/or liver failure can occur in the context of precipitating factors. the development of portal vein thrombosis is common. survival is manly limited by concomitant disorders. currently, treatment of incph relies on the prevention of complications related to portal hypertension, following current guidelines of cirrhotic portal hypertension. no treatment has been studied aimed to modify the natural history of the disease. anticoagulation therapy can be considered in patients who develop portal vein thrombosis.\",\n", + " 'over the last decade surgical treatments for migraine involving proposed trigger sites have been described and popularized by plastic surgeons in particular. various related techniques aim to free up \"trigger sites\" by removal of small facial muscles or \"decompressing\" small facial nerves. the basis for migraine trigger site surgery is without merit. there is one positive placebo controlled study with many limitations. natural history and placebo mechanisms explain the outcomes from migraine surgery. the american headache society recommends that the migraine surgery not be performed outside of a clinical trial. migraine trigger site surgery should not be performed.',\n", + " 'abstract the natural history of familial pulmonary arterial hypertension (pah) typically involves mutations in and/or haploinsuffciency of bmpr2 (gene for bone morphogenetic protein receptor type 2) but with low penetrance (10%-15%), delayed onset (in the third or fourth decade), and a gender bias (two- to fourfold more prevalent in postpubertal women). thus, investigators have sought an understanding of \"second-hit\" modalities that might affect bmpr2 anterograde trafficking and/or function. indeed, vascular lung lesions in pah have been reported to contain enlarged \"vacuolated\" endothelial and smooth muscle cells with dilated endoplasmic reticulum (er) cisternae, increased er structural protein reticulon 4 (also called nogo-b), and enlarged and fragmented golgi apparatus. we recently replicated this cellular phenotype in primary human pulmonary arterial endothelial cells and human pulmonary arterial smooth muscle cells in culture by acute knockdown of the estradiol 17œ≤ (e2)-responsive proteins signal transducer and activator of transcription 5a (stat5a) and stat5b using small interfering rnas (sirnas). we have now investigated whether functional haploinsufficiences of these molecules, alone or in combination with other modalities, might interfere with anterograde membrane trafficking using (a) the quantitative tso45vsv-g-gfp trafficking assay and (b) assays for cell-surface localization of flag-tagged bmpr2 molecules. the g glycoprotein of the vesicular stomatitis virus (vsv-g) trafficking assay was validated in ea.hy926 endothelial cells by showing that cells exposed to monocrotaline pyrrole displayed reduced anterograde trafficking. thereafter, the combinatorial knockdowns of stat5a, stat5b, bmpr2, and/or endothelial nitric oxide synthase as well as exposure to e2 or 2-methoxyestradiol were observed to significantly inhibit vsv-g trafficking. these combinations also led to intracellular trapping of wild-type flag-tagged bmpr2. overexpression of the pah disease-derived f14 and kdf mutants of bmpr2, which were trapped in the er/golgi, also inhibited vsv-g trafficking in trans. moreover, probenecid, a chemical chaperone in clinical use today, partially restored cell-surface localization of the kdf but not the f14 mutant. these data identify several combinatorial modalities that inhibit vsv-g anterograde trafficking and cause mislocalization of bmpr2. these modalities merit consideration in defining aspects of the late-developing and gender-biased natural history of human pah.',\n", + " 'hepatocellular carcinoma is one of the most serious complications of chronic liver disease and is the third most lethal cancer worldwide. symptoms emerge very late in the course of its natural history with an attendant poor outcome. screening is of paramount importance in a successful strategy to treat hepatocellular carcinoma. a successful screening program rests the availability of an at-risk population, reliable diagnostics tests that are able to diagnose a condition at a stage where effective, and relatively simple and acceptable treatments are available. in hepatocellular carcinoma, all patients with liver cirrhosis or chronic hepatitis b virus infection are at risk. six monthly ultrasound and alpha-foetoprotein determination form the backbone of the screening program. newer modalities and tests show promise but have not supplanted the standard tests.',\n", + " 'there remains a dire need for therapies that impact the clinical course of patients with idiopathic pulmonary fibrosis (ipf). indeed, there is a surge of interest in ipf therapeutics, with many candidate agents in various stages of development. optimal design and implementation of the appropriate prospective clinical trials are essential to demonstrate clinical efficacy of promising drugs for the treatment of ipf. a key element in the success of such clinical trials is the choice of the best endpoint(s) to match the design of the study. although the results of many ipf clinical trials have been disappointing, these trials have provided valuable insights into the epidemiology and natural history of the disease and have sparked debate into the best clinical trial designs and endpoints. this review will discuss the various clinical trial endpoints that have been used or proposed with a focus on their potential utility, as well as possible pitfalls that investigators should consider in the design of such studies. http://links.lww.com/copm/a13.',\n", + " \"the management of renal cell carcinoma (rcc) has undergone significant changes during the past 10 years, with the treatment of metastatic rcc undergoing the most radical changes. these developments reflect an enhanced understanding of this tumor's underlying biology, which was then translated into the development of a new treatment paradigm. current therapeutic approaches for the management of patients with metastatic rcc utilize knowledge of histology, molecular abnormalities, clinical prognostic factors, the natural history of this malignancy, and the treatment efficacy and toxicity of available agents. the treatment options available for patients with metastatic rcc have changed dramatically over the past 6 years. interferon-œ± and interleukin-2 were the previous mainstays of therapy, but since december 2005, six new agents have been approved in the us for the treatment of advanced rcc. three are multi-targeted tyrosine kinase inhibitors (tki) including sunitinib, sorafenib, and pazopanib, two target the mammalian target of rapamycin (temsirolimus and everolimus), and one is a humanized monoclonal antibody (bevacizumab in combination with interferon-œ±). the current review focuses on the newest tki available to treat patients with metastatic rcc, pazopanib. the development of this agent both preclinically and clinically is reviewed. the efficacy and safety data from the pivotal clinical trials are discussed, and the potential role of pazopanib in the treatment of patients with metastatic rcc in comparison to other treatment alternatives is critically appraised. this agent has a favorable overall risk benefit, and the available data demonstrate efficacy in patients with metastatic rcc who are either treatment-na√øve or cytokine refractory. it therefore represents another alternative for treatment of metastatic rcc patients.\",\n", + " \"eosinophilic lung diseases represent a heterogeneous group of disorders with prominent infiltrate of eosinophils in lung interstitium and alveolar spaces. peripheral blood eosinophilia is often present. infections, drugs, allergens, toxic agents have to be evaluated as possible causes of eosinophilic lung infiltrates. the category of myeloid/lymphoid neoplasms with eosinophilia and rearrangement of pdgfra, pdgfrb, fgfr1 and pcm1-jak2 represents an uncommon cause of eosinophilic lung infiltrate. we report the case of a 70-year old man complaining of dry cough and dyspnea. ground glass-opacities were seen on imaging studies and peripheral blood eosinophilia was present. a thorough step-wise patient's evaluation led to identify the clonal nature of eosinophilia and the diagnosis of myeloid/lymphoid neoplasm with eosinophilia and rearrangement of pdgfra was made. correlation with clinical history, laboratory tests and imaging studies is essential to achieve the correct diagnosis when facing with eosinophilic lung infiltrates. a prolonged eosinophilia can cause life-threatening organ damage. identification of pdgfra rearrangement, as in the present case, is particularly critical given the sensitivity and excellent response to imatinib, which has completely changed the natural history of this neoplasm.\",\n", + " 'the diptera names listed by theodorus van swinderen in his list of animals and minerals in the groningen natural history museum are itemized and annotated. most of the names listed, including those newly proposed, are synonymous with previously published names. one (sarcophaga swinderen, 1822) is a senior synonym of the well-known sarcophaga meigen, 1824. it has been dealt with in a previous paper, and sarcophaga swinderen, 1822 is now declared a nomen oblitum. the following new synonymies are proposed herein: acolasta swinderen, 1822 = sepedon latreille, 1804, n. syn. [sciomyzidae]; cleona swinderen, 1822 = callomyia meigen, 1804, n. syn. [platypezidae]; cleona acuminata swinderen, 1822 = callomyia elegans meigen, 1804, n. syn. [platypezidae]; driope swinderen, 1822 = dorycera meigen, 1830, n. syn. [ulidiidae]; macrostoma swinderen, 1822 = volucella geoffroy, 1762, n. syn. [syrphidae]; marsupium swinderen, 1822 = sphegina meigen, 1822, n. syn. [syrphidae]; nycteria swinderen, 1822 = pipiza fall√©n, 1810, n. syn. [syrphidae]; pacystoma swinderen, 1822 = medetera fischer von waldheim, 1819, n. syn. [dolichopodidae]; penthesilia swinderen, 1822 = merodon meigen, 1803, n. syn. [syrphidae]; tromera swinderen, 1822 = madiza fall√©n, 1810, n. syn. [milichiidae]. titania swinderen, 1822 (preoccupied by titania meigen, 1800) and its type species titania albipennis swinderen, 1822 are available names, but are considered here as nomina dubia and unplaced within diptera. thericas swinderen, 1822 is considered unavailable as it is not accompanied by a description or a definition and is based on an unavailable name. dorycera meigen, 1830 is declared a nomen protectum and driope swinderen, 1822 is declared a nomen oblitum; medetera muralis meigen, 1824 is declared a nomen protectum and pacystoma muralis swinderen, 1822 a nomen oblitum.',\n", + " 'the impact of hepatitis c virus (hcv) infection on mortality of patients receiving regular dialysis remains unclear. the assessment of the natural history of hcv in dialysis population is difficult because of the low progression of hcv-related liver disease over time and the reduced life expectancy in patients with end-stage renal disease. the aim of the study was to conduct a systematic review of the published medical literature concerning the impact of hcv infection on the survival of patients undergoing maintenance dialysis. the relative risk of mortality was regarded as the most reliable outcome end-point. study-specific relative risks were weighted by the inverse of their variance to obtain fixed- and random-effects pooled estimates for mortality with hcv across the published studies. we identified seven studies involving 11 589 unique patients on maintenance dialysis; two (29%) were case-control studies. pooling of study results demonstrated that presence of anti-hcv antibody was an independent and significant risk factor for death in patients on maintenance dialysis. the summary estimate for adjusted relative risk (arr) (all-cause mortality) was 1.34 with a 95% confidence interval (ci) of 1.13-1.59. heterogeneity statistics, r(i) = 0.48 (p-value by q-test = 0.13). in a sensitivity analysis including only (n = 5) cohort studies, the pooled arr was 1.38 (95% ci, 1.20-1.59); heterogeneity statistics r(i) = 0.46. as a cause of death, hepatocellular carcinoma and liver cirrhosis were significantly more frequent among anti-hcv-positive than -negative dialysis patients. our meta-analysis indicates that anti-hcv-positive patients on dialysis have an increased risk of mortality compared with hcv-negative patients. the excess risk of death in hcv-positive patients may be at least partially attributed to chronic liver disease with its attendant complications.',\n", + " \"renal cell carcinoma (rcc) is the most common neoplasm in adult kidneys. one of the most important unmet medical needs in rcc is a prognostic biomarker to enable identification of patients at high risk of relapse after nephrectomy. new biomarkers can help improve diagnosis and hence the management of patients with renal cancer. thus, this systematic review aims to clarify the prognostic and diagnostic accuracy of mir-21 in patients with rcc. we will include observational studies evaluating the diagnostic and prognostic roles of mir-21 in patients with renal cancer. the index test and reference standards should ideally be performed on all patients. we will search pubmed, scopus and isi web of science with no restriction of language. the outcome will be survival measures in adult patients with rcc. study selection and data extraction will be performed by two independent reviewers. quadas-1 will be used to assess study quality. publication bias and data synthesis will be assessed by funnel plots and begg's and egger's tests using stata software v.11.1. no ethical issues are predicted. these findings will be published in a peer-reviewed journal and presented at national and international conferences. this systematic review protocol is registered in the prospero international prospective register of systematic reviews, registration number crd42015025001.\",\n", + " 'the relationship between parasite virulence and transmission is a pillar of evolutionary theory that has implications for public health. part of this canon involves the idea that virulence and free-living survival (a key component of transmission) may have different relationships in different host-parasite systems. most examinations of the evolution of virulence-transmission relationships-theoretical or empirical in nature-tend to focus on the evolution of virulence, with transmission being a secondary consideration. even within transmission studies, the focus on free-living survival is a smaller subset, though recent studies have examined its importance in the ecology of infectious diseases. few studies have examined the epidemic-scale consequences of variation in survival across different virulence-survival relationships. in this study, we utilize a mathematical model motivated by aspects of severe acute respiratory syndrome coronavirus 2 (sars-cov-2) natural history to investigate how evolutionary changes in survival may influence several aspects of disease dynamics at the epidemiological scale. across virulence-survival relationships (where these traits are either positively or negatively correlated), we found that small changes (5% above and below the nominal value) in survival can have a meaningful effect on certain outbreak features, including r0, and on the size of the infectious peak in the population. these results highlight the importance of properly understanding the mechanistic relationship between virulence and parasite survival, as the evolution of increased survival across different relationships with virulence may have considerably different epidemiological signatures.',\n", + " 'pathologic myopia is a major cause of visual impairment and blindness. we report a case of an immediate post partum macular subretinal bleeding observed in a highly myopic patient. a 30-years-old woman presented two days after childbirth for sudden loss of vision in her right eye. multimodal imaging showed macular hemorrhage masking a subtle yellowish linear lesion corresponding to lacker crack. due to the lack of evidence for choroidal neovascularization, a simple clinical and imaging monitoring was recommended. six weeks later, we noted an improvement in her best-corrected visual acuity and a decreased in size of the macular hemorrhage. this is the first case reporting a macular subretinal bleeding on macular lacquer cracks in a highly myopic patient in immediate post partum. valsalva maneuver associated with vaginal delivery could explain the occurrence of the hemorrhage associated with lacquer crack. however, natural history of pathological myopia could not be excluded.',\n", + " 'mutations in the gene encoding type ii collagen (col2a1) give rise to a spectrum of phenotypes predominantly affecting cartilage and bone. these chondrodysplasias are typically characterized by disproportionately short stature, eye abnormalities, cleft palate, and hearing loss. it is less recognized that mutations in col2a1 can also present as degenerative joint disease in the absence of any other phenotypic clues. we report 2 australian families presenting with an isolated arthritis phenotype, segregating as a dominant trait affecting both large and small joints, prior to age 30 years. sequencing of col2a1 in the propositi revealed 2 sequence changes resulting in glycine substitutions in the triple-helical domain of type ii collagen. we review the increasing evidence implicating col2a1 mutations in individuals presenting with isolated degenerative joint disease, aiming to alert physicians who assess these patients to this possibility. the importance of finding a col2a1 mutation in such patients lies in the subsequent ability to accurately assess recurrence risks, offer early (including prenatal) diagnosis, and provide information regarding the natural history of the condition. most importantly, it enables at-risk individuals to be identified for implementation of preventative strategies (i.e., weight loss, joint-friendly exercise programs) and early ameliorative management of their condition.',\n", + " 'acute renal failure in multiple myeloma is most frequently caused by cast nephropathy, when excess monoclonal free light chains co-precipitate with tamm-horsfall protein in the distal nephron, causing tubular obstruction. the natural history of cast nephropathy after diagnosis is unknown. this report provides supporting histological evidence that, as serum free light chain concentrations fall, intratubular casts may resolve within weeks. we report the case of a 61-year-old caucasian woman who presented with multiple myeloma and dialysis-dependent acute renal failure, with serum kappa free light chain concentrations of 15,700 mg/litre (normal range 3.3 to 19.4 mg/litre). renal biopsy demonstrated cast nephropathy with waxy casts in distal tubules and collecting ducts. there was an interstitial inflammatory cell infiltrate with diffuse fibrosis and tubular atrophy. following rehydration, chemotherapy and free light chain removal using high cut-off haemodialysis, free light chain concentrations fell to less than 5% of the starting level (500 mg/litre). a repeat renal biopsy 6 weeks after the first showed resolution of cast nephropathy. these observations indicate that cast nephropathy can quickly resolve on rapid reduction of monoclonal serum free light chains. this has important implications for the development of treatment strategies aimed at improving renal recovery rates for patients in this setting.',\n", + " \"the foundation fighting blindness, rdh12 family organizations, and the rdh12 fund for sight convened a jointly organized workshop in columbia, maryland, on november 19, 2019. the purpose of the workshop was to share perspectives on what is known about the rdh12-associated retinal dystrophies (rds) and discuss the advancement of therapies, primarily gene therapy, for people with mutations in the rdh12 gene which cause leber congenital amaurosis 13 (lca13). the workshop began with presentations on the rdh12 landscape, patient perspectives, the use of statistical modeling for clinical trial design, and the foundation's my retina tracker registry. an afternoon roundtable discussion focused on four key areas essential to advance research toward gene therapy clinical trials: trial design, dose projection from nonclinical to clinical studies, natural history, and regulatory considerations. in their comments, the 27 participants from academic centers, affected families, biotechnology and pharmaceutical companies, and the regulatory community highlighted a number of research priorities, including the following: systematic inventory of retrospective natural history studies and planning for a multicenter prospective study, development of large animal models, and evaluation of novel tests of functional vision in young children. despite these research opportunities, the workshop participants agreed that the field could be ready now for a clinical trial aimed initially at testing the safety and, possibly, efficacy of rdh12 gene therapy. advancements in this field are being fostered by the emergence of an innovative multi-stakeholder research endeavor that relies on the effective engagement of the patients. this initiative serves as a model for how affected individuals and their families can be research partners on the path to treatments and cures.\",\n", + " '3d imaging has become an essential tool in the field of biological anthropology, notably for human evolution purposes. high resolution virtual 3d reconstructions of original specimens contribute to their preservation and broaden the ability for research, teaching and exchanges. paleopathology can get substantial benefit from these methods, among others for reconstructing infectious pathological processes on ancient bones. tuberculosis is frequently diagnosed on ancient human remains; however, some osseous expressions are difficult to interpret using classical methods. we illustrate here the interest of 3d methods for reconstructing processes involved in pathological bone changes due to mycobacterium tuberculosis infection. four paleopathological specimens attributed to this infection, dating from different time periods and concerning diverse parts of the skeleton have been analyzed using a specific 3d digital chain we have previously developed. these 3d analyses allow to virtually reconstruct the initial location and aspect of the infectious process, its extension as well as its possible diffusion to the surrounding soft tissues. this possible virtual follow-up of the disease leads to the concept of processual paleopathology that we would like to introduce in the field. the 3d methodology can help to improve our knowledge of natural history and evolution of ancient human infections such as tuberculosis.',\n", + " 'infantile myofibromatosis is the most common fibrous disorder of infancy and childhood. it may occur in two distinct forms: multicentric and solitary. in both cases involvement of the central nervous system (cns) is unusual: brain myofibromas are usually intracranial in proximity of the dura mater, with infiltration of the calvarial bones and secondary brain compression. spine myofibromas are exceptional and most of the cases reported in the literature represent secondary locations of visceral lesions. the natural history of myofibromas of the cns in infantile myofibromatosis is characterized by a period of rapid growth, subsequent stabilization, and spontaneous regression in many cases. on these grounds surgical treatment is reserved for lesions that compress the brain or spinal cord and show an obvious progression. small lesions or tumor residuals in asymptomatic children without visceral involvement should be closely observed as first choice. we report the case of a 10-month-old child with a solitary intramedullary myofibroma, extended from c7 to the conus. the patient underwent partial surgical removal of this lesion. control mri has shown the spontaneous slow reduction of the tumor residual and a progressive improvement of preoperative neurological conditions has been observed. to our knowledge this is the first case in which a solitary myofibroma was localized within the spinal cord.',\n", + " 'kleine-levin syndrome is characterized by periodic hypersomnia, hyperphagia, sexual disinhibitions and behavioral disturbances. the prognosis is generally benign, with normal cognitive and social functions after the episodes. we describe a typical case of kleine-levin syndrome associated with apparent academic decline, neuropsychological sequelae and personality alterations after the second episode of the illness. further research in the natural history of kleine-levin syndrome is needed, for example, to determine whether early intervention would improve long-term prognosis.',\n", + " 'to plan an appropriate public health response to the hepatitis c virus (hcv) epidemic requires that estimates of hcv incidence and prevalence, and projections of the long-term sequelae of infection, are as accurate as possible. in this paper, mathematical models are used to synthesize data on the epidemiology and natural history of hcv in australia to estimate hcv incidence and prevalence in australia to end 2001, and project future trends in the long-term sequelae of hcv infection. mathematical models of the hcv epidemic in australia were developed based on estimates of the pattern of injecting drug use. estimates of hcv infections due to injecting drug use were then adjusted to allow for hcv infections resulting from other transmission routes. projections of the long-term sequelae of hcv infection were obtained by combining modelled hcv incidence with estimates of the progression rates to these outcomes. it was estimated that there were 210 000 (lower and upper limits of 157 000 and 252 000) people in australia living with hcv antibodies at the end of 2001, with hcv incidence in 2001 estimated to be 16 000 (11 000-19 000). it was estimated that 6500 (5000-8000) people were living with hcv-related cirrhosis in 2001, that 175 (130-210) people developed hcv-associated liver failure, and that there were 50 (40-60) incident cases of hcv-related hepatocellular carcinoma (hcc). it was estimated that in 2001 22 500 quality adjusted life years were lost to chronic hcv infection, the majority (77%) in people with early (stage 0/1) liver disease. model-based estimates were broadly consistent with other sources of information on the hcv epidemic in australia. these models suggest that the prevalence of hcv-related cirrhosis and the incidence of hcv-related liver failure and hcc will more than triple in australia by 2020.',\n", + " 'lymphangiomatosis is a rare disease characterized by diffuse infiltration of lymphangiomas in the lung, bone, and other tissues. due to its rarity, the spectrum of lymphangiomatosis is beginning to be elucidated based on case reports. the limited pathological, radiological, and clinical studies have shed light on this disease. treatments have been tested in unblinded manner with promising results; however, further understanding of the pathogenesis of disease, as well as its natural history, is needed to facilitate drug development.',\n", + " 'phelan-mcdermid syndrome (pms) is a rare neurodevelopmental disorder characterized by global developmental delay, autism spectrum disorder, and numerous systemic complications including seizures, gastrointestinal dysfunction, and renal anomalies. the phelan-mcdermid syndrome foundation (pmsf) was created to improve the quality of life of people affected by pms worldwide by supporting families, accelerating research, and raising awareness. to further this mission, the pmsf initiated the phelan-mcposium in 2016 to bring families affected by pms, clinicians, and researchers together to design patient-centered rigorous clinical and translational research. here, we present findings from the 2018 phelan-mcposium. the 2018 phelan-mcposium was attended by 183 families and 35 researchers and clinicians. overall, the early childhood parents raised the fewest number of concerns, families of late-childhood patients raised more concerns around epilepsy and behavioral problems, and teen and adult families were primarily concerned about implications of genetic testing, gastrointestinal dysfunction, and regression. all families were concerned with feasibility, safety and importance of clinical trials for pms. the concerns raised by families across the sessions varied by age in a manner which may overlap with the emergence of various signs and symptoms through the natural history of pms. the design of the phelan-mcposium session has successfully generated thoughtful research questions that led to innovative investigations and clinical trials that are shaping the standard of care for pms. this is an approach which could be employed by any rare disease group to align translational research efforts with a patient-centered focus.',\n", + " 'advances in surgical sperm retrieval have greatly increased the chances of men with klinefelter syndrome achieving biological paternity. despite this, the vast majority of attempts to achieve fertility by using extracted gametes to fertilize eggs in vitro do not result in viable pregnancies. a powerful obstacle to success lies with the natural history of seminiferous tubule and germ cell function in klinefelter syndrome, which typically peak (and thereafter steeply decline) up to a decade before most individuals would be contemplating paternity. herein we discuss, in relation to a real clinical case, both the exciting technical advances surgical sperm retrieval and the logistic and ethical factors that, in practice, may act to limit their successful application.',\n", + " 'background case reports of subacute sclerosing panencephalitis (sspe) in individuals with human immunodeficiency virus (hiv) infection are scarce, and the natural history is unclear. to our knowledge, a fulminant presentation has not yet been described. objective to describe a case of fulminant sspe in an individual with a perinatally acquired hiv infection. design case report and literature review. setting christian medical college hospital, vellore, india. patient a 17-year-old boy with a perinatally acquired hiv infection. results the patient presented with subacute-onset cognitive decline and myoclonic jerks with rapid deterioration of health (the patient died within 12 weeks of onset). the findings from magnetic resonance imaging and electroencephalography and the cerebrospinal fluid and serum measles antibody titers were suggestive of sspe. the fulminant presentation in this case needs to be noted. conclusions along with the better life expectancy of hiv-infected individuals, there may be an increase in the incidence of sspe in this population. fulminant sspe may be added to the spectrum of measles-associated neurological disorders in hiv.',\n", + " 'profile 1014 compared crizotinib to up to six cycles of standard platinum-pemetrexed chemotherapy as the first line treatment of advanced anaplastic lymphoma kinase positive (alk+) non-small cell lung cancer (nsclc). overall, profile 1014 has taught us many valuable lessons about the natural history of alk+ nsclc, the effectiveness of key therapies and the positive ways in which clinical research in oncogene addicted subtypes of cancer continue to evolve. these lessons include (i) confirming the benefit of using personalized medicine approaches compared to chemotherapy that had already been established in egfr mutant disease and in alk+ disease in later lines of therapy; (ii) demonstrating that molecular preselection can also affect outcomes from standard chemotherapy in addition to from targeted therapy. specifically, the benefit of the control arm (platinum-pemetrexed), although inferior to that of crizotinib, was remarkable and expands the dataset on the increased sensitivity of alk+ nsclc to pemetrexed; (iii) identifying the central nervous system (cns) as a key battleground for metastatic nsclc, especially for alk+ disease. in profile 1014 cns time to progression (ttp) was included as a prominent secondary endpoint, which showed no difference between crizotinib and chemotherapy but all cns lesions at baseline had to be both stable and treated, so any apparent stabilizing effect of the drug may be confounded. ongoing studies with other alk inhibitors vs. crizotinib that include untreated cns diseases will provide greater clarity on the true effect of these drugs in the brain.',\n", + " 'pain is the most common problem encountered by patients with sickle cell disease (scd). we report the results of a survey sent to hematologists and emergency department (ed) physicians regarding their perceptions and practices concerning pain and its management. hematologists and ed physicians differed considerably in their perceptions about the natural history of the pain, and about the percentage of patients who are addicted to analgesics. fifty-three percent of the ed physicians and 23% of the hematologists thought that more than 20% of patients are addicted. these beliefs and perceptions about scd-related pain and the prevalence of addiction must be addressed if clinical care is to be changed substantively.',\n", + " \"we report a 24-year-old woman with minor facial anomalies, mental retardation, seizures, and partial agenesis of the corpus callosum. cytogenetic analysis showed a de novo terminal chromosome 1 long arm deletion. fish with a panel of chromosome 1q42-qter bands-specific bac and yac clones located the breakpoint at the 1q42-q43 junction, with monosomy restricted to the 1q43 and 1q44 bands. the changing craniofacial phenotype of this patient with age is described as part of the del(1)(q) syndrome natural history. the patient's features are compared with those of other patients with similar deletions, and variable phenotypic findings due to different deleted chromosomal segments are discussed.\",\n", + " 'a large multiplex family presumably affected with autosomal recessive cone-rod dystrophy (crd) was ascertained from israel. in this family of christian arab ancestry with six consanguineous loops, linkage analysis failed to identify homozygosity in all six nuclear families at any of the three arcord loci hitherto reported. however, homozygosity was found at the cord3 locus for two nuclear families and the segregation of three distinct haplotypes at this locus in the whole pedigree suggested the alteration of the abca4 gene. this hypothesis was confirmed by the identification of three distinct mutations. subsequently, with regard to the wide spectrum of autosomal recessive retinal dystrophies related to abca4 mutations, the natural history of the disease was revisited in all patients. although the diagnosis of crd was confirmed in 8/9 patients, the last one, aged of 34, displayed typical signs of stargardt disease without extension to the peripheral retina. the results of this study emphasize the pitfalls of homozygosity mapping in highly inbred families when the heterozygote carrier frequency is particularly high in the general population.',\n", + " 'we created global rating scoring rules for the cdr¬æ plus nacc ftld to detect and track early frontotemporal lobar degeneration (ftld) and to conduct clinical trials in ftld. the cdr plus nacc ftld rating was applied to 970 sporadic and familial participants from the baseline visit of advancing research and treatment in frontotemporal lobar degeneration (artfl)/longitudinal evaluation of familial frontotemporal dementia subjects (lefftds). each of the eight domains of the cdr plus nacc ftld was equally weighed in determining the global score. an interrater reliability study was completed for 40 participants. the cdr plus nacc ftld showed very good interrater reliability. it was especially useful in detecting clinical features of mild non-fluent/agrammatic variant primary progressive aphasia participants. the global cdr plus nacc ftld score could be an attractive outcome measure for clinical trials in symptomatic ftld, and may be useful in natural history studies and clinical trials in ftld spectrum disorders.',\n", + " 'the natural history of osteonecrosis of the femoral head is generally thought to be one of progressive deterioration if no intervention is undertaken. however, it is unknown whether surgical intervention is beneficial for patients with a small region of osteonecrosis. we observed rapid improvement of mri findings after rotational acetabular osteotomy (rao) was performed in a young patient with osteonecrosis of the femoral head. the band-like low signal area on t2-weighted images almost resolved by six months after surgery. he returned to work as an electrician by six months after surgery. early surgical intervention such as rao that alters the mechanical force acting on the necrotic region of the femoral head may accelerate the recovery of osteonecrosis and the improvement of symptoms.',\n", + " 'relatively little is known regarding hiv disease natural history and response to antiretroviral treatments among asian people infected with hiv. the therapeutics research, education, and aids training in asia (treat asia) hiv observational database (tahod) is a recently established collaborative observational cohort study that aims to assess hiv disease natural history in treated and untreated patients in the asia-pacific region. observational data are collected on hiv-infected patients from 11 sites in the asia-pacific region. data are centrally aggregated for analyses, with the first baseline and retrospective data transferred in september 2003. retrospective data were analyzed to assess the response to highly active antiretroviral treatment (haart) over a 6-month period in terms of changes in cd4 count and proportions of patients achieving an undetectable hiv viral load (<400 copies/ml). by the end of may 2004, 1887 patients had been recruited to the tahod. seventy-two percent of patients were male, with median age 36 years. seventy-eight percent of patients reported hiv infection through heterosexual contact. forty-three percent of patients had a previous aids diagnosis, of whom 55% had tuberculosis. the mean 6-month cd4 count increase was 115 cells/mul (sd=127) after starting triple-combination therapy. smaller cd4 count increases were associated with a higher cd4 count before starting treatment, prior treatment with monotherapy or double therapy, and treatment with a haart regimen containing a nucleoside reverse transcriptase inhibitor (nrti) and/or protease inhibitor (pi) but without a nonnucleoside reverse transcriptase inhibitor (nnrti). five hundred and ninety-eight patients started haart and had a viral load assessment at 6 months, with 69% attaining an undetectable viral load. older patients, patients not exposed to hiv through heterosexual contact, and patients treated with haart containing nrtis and nnrtis but without pis were found to be more likely to achieve an undetectable level. analyses of retrospective data in the tahod suggest that the overall response to haart in asian populations is similar to that seen in western countries.',\n", + " 'pulmonary hypertension (ph) is common in most forms of connective tissue disease (ctd); the prevalent type of ph depends on the particular ctd. thus, pulmonary arterial hypertension (pah) is dominantly associated with scleroderma, while postcapillary ph is most common in rheumatoid arthritis and lung disease-associated ph is typically found in myositis and sarcoidosis.considerable expertise is required to identify, diagnose, and manage ctd-ph, as the primary physicians providing the majority of care for this population, rheumatologists, need a good working knowledge of ctd-ph, its rather subtle presentation, and how to access the necessary investigations to screen for and identify patients with ph. the role of the rheumatologist does not stop at diagnosis; in some conditions such as lupus, optimizing immunosuppression is key to the management of ph, and unlike simple idiopathic pah, the natural history of ctd-ph is often punctuated by complications of the ctd rather than just events due to progression of ph or therapy-related adverse events.the aim of this article is to provide an overview of all forms of ctd-ph, and to provide an easy reference source on current best practice.',\n", + " 'left ventricular diverticula are congenital anomalies and are not as rare as previously thought. in adults, cardiac diverticula are generally accidental findings during imaging modalities, but concomitant disorders might frequently coexist. the pathophysiology, management, prognosis, and natural history of cardiac diverticula remain poorly understood and controversial. definite diagnosis is often challenging due to similarities in appearance to other more common anomalies such as aneurysms, pseudoaneurysms, endocarditis, cysts, and hypertrophied trabeculations. we herein report a rare case of an adolescent presenting with sinus venosus atrial septal defect, partial anomalous venous connection, and left ventricular diverticula.',\n", + " 'multicystic renal dysplasia (mcdk) is a common anomaly well described in the literature, but less well described when involving only a portion of a kidney. to present the imaging spectrum, natural history and associated anomalies of six kidneys with segmental mcdk. five children with segmental mcdk (one with bilateral segmental mcdk) referred to our hospital between 1989 and 1996 were reviewed. all had at least one ultrasound examination. four had a voiding cystogram and three had renal scintigraphy. four children had antenatal diagnosis of cystic renal abnormality. in two, with obvious duplex kidneys and associated ureteroceles, the diagnosis of upper moiety mcdk was obvious either antenatally or immediately postnatally. in the other three there were diagnostic difficulties. one patient had bilateral widespread cysts obscuring the functioning renal portions. another presented in utero with a large ureterocele and a cystic upper pole that had involuted by birth. the fifth had a nephrectomy at 3 years for a multiloculated cystic mass. varying degrees of involution occurred in the five kidneys seen early. reflux was demonstrated into the ipsilateral functioning lower moiety and midpole. in these children as in other studies, the commonest presentation of segmental mcdk is in the upper pole of a duplex kidney associated with a ureterocele at the end of the atretic ureter. atypical segmental mcdk may present a diagnostic dilemma and should be included in the differential diagnosis of multiloculated cystic masses and cystic kidneys.',\n", + " 'hepatitis b virus (hbv) is a well known agent of acute and chronic hepatitis, liver cirrhosis and hepatocellular carcinoma. around 400 million people worldwide carrier of hbv of which more than 250 million reside in asia, and 1-2¬†million people have died from it. it has a partially double-stranded dna, having 3.2-kb genome size and replicate via reverse transcription of rna intermediate. in the natural history or during the antiviral therapy of chronic hbv infection, seroconversion from hbeag to anti-hbeag is usually accompanied by a decrease in viral replication and remission of liver disease. based on genomic sequence data hbv is classified into eight genotypes a-h and four major serotypes ayw, ayr, adw and adr on the basis of complete genome and s gene sequence analysis. genotypes and serotypes are useful tools in understanding the epidemiology of hbv infection. hbv genotypes have distinct geographical distributions. the hbv variants appear during hbeag seroconversion and they bring mutations in the precore region (pc) that prevent hbeag synthesis. another common hbeag variant is the basal core promoter mutant (bcp) characterized by point mutation in the promoter of both hbeag mrna and core protein mrna. the most frequent core promoter mutation is the double a1762t and g1764a nucleotide exchange, which results in a substantial decrease in hbeag expression but enhanced viral genome replication. the approved antiviral drugs such as interferon, lamivudine, adefovir dipivoxil, entecavir and telbivudine for purpose of treating chronic hbv infection is to prevent or stop the progression of liver injury by suppressing viral replication or eliminating infection. sustained losses of viral markers of active viral replication (hbeag and hbv dna) are the standard end point of the therapies.',\n", + " 'the transplantation of malignant cells during allogeneic transplant is a rare occurrence. 27 months after donating progenitor cells, a diagnosis of multiple myeloma was made in a 6/6 hla-phenotypically matched unrelated donor. the 42-year-old recipient transplanted for chronic phase chronic myeloid leukemia developed iga myeloma 40 months after transplantation. serum electrophoresis and bone marrow investigations established the diagnosis of iga k multiple myeloma in both. this case illustrates the natural history and biology of multiple myeloma.',\n", + " 'atypical hemolytic uremic syndrome (ahus) is a rare, genetically-mediated systemic disease most often caused by chronic, uncontrolled complement activation that leads to systemic thrombotic microangiopathy (tma) and renal and other end-organ damage. the global ahus registry, initiated in april 2012, is an observational, noninterventional, multicenter registry designed to collect demographic characteristics, medical and disease history, treatment effectiveness and safety outcomes data for ahus patients. the global ahus registry will operate for a minimum of 5¬†years of follow-up. enrollment is open to all patients with a clinical diagnosis of ahus, with no requirement for identified complement gene mutations, polymorphisms or autoantibodies or particular type of therapy/management. as of september 30, 2014, 516 patients from 16 countries were enrolled. at enrollment, 315 (61.0¬†%) were adults (‚â•18¬†years) and 201 (39.0¬†%) were <18¬†years of age. mean (standard deviation [sd]) age at diagnosis was 22.7 (20.5) years. nineteen percent of patients had a family history of ahus, 60.3¬†% had received plasma exchange/plasma infusion, 59.5¬†% had a history of dialysis, and 19.6¬†% had received ‚â•1 kidney transplant. overall, 305 patients (59.1¬†%) have received eculizumab. as enrollment and follow-up proceed, the global ahus registry is expected to yield valuable baseline, natural history, medical outcomes, treatment effectiveness and safety data from a diverse population of patients with ahus. us national institutes of health www.clinicaltrials.gov identifier nct01522183 . registered january 18, 2012.',\n", + " 'alveolar echinococceal disease of the liver is rare. echinococcus multilocularis is responsible for the development of the related clinical conditions. advanced disease may result with serious complications such as end stage liver disease and budd-chiari syndrome. in this presentation, a 28 years-old woman who was a case with advanced alveolar echinococcosis complicated with a budd-chiari syndrome and was performed successful living donor liver transplantation, has been demonstrated with clinical and radiological images. initially there may be no clinical evidence of the disease in humans for years. severity and fatality are the significant characteristics of the natural history. extension to the surrounding tissues and metastasis of the parasitic mass may be observed. prevention is essential in disease control. serologic assay may identify the parasite. however, early diagnosis is rare. staging is based on radiologic imaging. some patients with advanced disease may require surgery. hepatic resection and liver transplantation are accepted procedures in selected patients. the importance of early diagnosis to prevent advanced complications such as development of budd-chiari syndrome and metastasis has been underlined.',\n", + " 'isomerism or heterotaxy syndromes are rare multifaceted congenital anomalies with multi-system involvement. grouped under the broad category of situs ambiguous defects, these often pose diagnostic difficulties due to their varied and confusing anatomy. since patients rarely survive into adulthood due to cardiovascular complications, the etiology and natural history of such conditions are not fully understood. imaging provides the most accurate non invasive method for diagnosis and thereby, prognosis in such cases. we present a case of right sided isomerism with complex cardiac anomalies in a 17 year old adolescent, who presented with dysphagia as one of the main complaints. multi modality imaging demonstrated the intricate abnormalities in vital systems.',\n", + " 'one of the greatest remaining challenges facing nephrology research is obtaining data with detail and precision for the three large, yet \"forgotten,\" populations that span the spectrum of kidney disease: patients with chronic renal insufficiency (cri), peritoneal dialysis patients, and kidney transplant patients. studies of these populations, particularly the cri group, are hampered by the relative mobility of these patients, the lack of stringent epidemiologic or clinical definitions, and the tendency to extrapolate data from hemodialysis populations into other clinical settings. this article suggests a two-pronged approach to a research agenda: first, by recognizing the need for better data regarding the natural history of these kidney failure subsets and their comorbidities; and second, by directing greater effort at identifying rational, efficacious, and cost-effective interventions to influence their natural history positively. specific efforts are suggested in all three populations. for patients with cri, studies should be directed at (1) identifying high-risk patients; (2) determining methods for making optimal referrals to the nephrologist; (3) identifying and managing cri, its complications, and its comorbid conditions; and (4) establishing processes for the smooth transition to dialysis. the peritoneal dialysis population will benefit from studies addressing the treatment of anemia and its ability to modify cardiovascular illness and quality of life. kidney transplant studies should also focus on the identification and management of comorbid conditions, as well as the effects of various interventions on quality of life. rational evidence-based care of these conditions, which are critically important to patients, their families, and the health care system in general, must await the conduct of well-designed prospective observational and interventional trials.',\n", + " 'familial clustering of disparate kidney diseases including clinically diagnosed hypertensive and diabetic nephropathy, idiopathic focal segmental glomerulosclerosis, and hiv-associated nephropathy are often observed in african americans. admixture mapping recently identified the nonmuscle myosin heavy chain 9 gene (myh9) as a susceptibility factor strongly associated with several nondiabetic etiologies of end-stage renal disease in african americans, less strongly with diabetes-associated end-stage renal disease. myh9-associated nephropathies reside in the spectrum of focal segmental glomerulosclerosis/focal global glomerulosclerosis. the renal histology in proteinuric african americans homozygous for myh9 risk variants with longstanding type 2 diabetes mellitus is unknown. we report a case of coincident idiopathic focal segmental glomerulosclerosis collapsing variant and diabetic nephropathy in an african american homozygous for the myh9 e1 risk haplotype. this case demonstrates that diabetic african americans with overt proteinuria can have mixed renal lesions, including those in the spectrum of myh9-associated nephropathy. careful interpretation of kidney biopsies in proteinuric african americans with diabetes is necessary to exclude coincident nondiabetic forms of nephropathy, precisely define etiologies of kidney disease, and determine the natural history and treatment response in mixed lesions of diabetes-associated and myh9-associated kidney disease.',\n", + " 'purpose. ifosfamide is a drug commonly used in the management of sarcomas and other solid tumours. one potential toxicity of its use is renal tubular damage, which can lead to skeletal abnormalities; rickets in children and osteomalacia in adults. we aimed to characterise this rare complication in adults. patients. three illustrative patient cases treated in our institution are presented. all were treated for sarcoma, and received varying doses of ifosfamide during their therapy. methods. we performed a review of the literature on the renal tubular and skeletal complications of ifosfamide in adults. papers were identified by searches of pubmed using the terms \"osteomalacia,\" \"nephrotoxicity,\" \"fanconi syndrome,\" \"ifosfamide,\" and \"chemotherapy\" for articles published between 1970 and 2006. additional papers were identified from review of references of relevant articles. results. there are only four case reports of skeletal toxicity secondary to ifosfamide in adults; the majority of data refer to children. risk factors for development of renal tubular dysfunction and osteodystrophy include platinum chemotherapy, increasing cumulative ifosfamide dose, and reduced nephron mass. the natural history of ifosfamide-induced renal damage is variable, dysfunction may not become apparent until some months after treatment, and may improve or worsen with time. discussion. ifosfamide-induced osteomalacia is seldom described in adults. clinicians should be vigilant for its development, as timely intervention may minimise complications.',\n", + " 'henoch-schonlein purpura (hsp) is a systemic iga-mediated vasculitis of small vessels common in children. the natural history of hsp is generally self-limiting, however, one third of patients experience recurrence of symptoms showing refractory courses. our objective was to generate a systematic review of the use of dapsone in refractory hsp. a literature search of pubmed and medline databases was performed and 13 articles were finally identified published until june 14, 2018. the most common clinical feature was a palpable rash which was seen in all patients (100%) and joint pain was the following (69.2%). treatment response within 1-2 days was observed in 6 of the 26 (23.1%) patients and 17 (65.4%) patients responded within 3 to 7 days. relapse after discontinuation of treatment was reported in 17 patients (65.4%), whereas 3 patients (11.5%) reported no relapse of symptoms. four of the 26 (15.4%) patients reported adverse effects of dapsone. the adverse effects included arthralgia (7.7%), rash (7.7%) and dapsone hypersensitivity syndrome (3.8%). this systematic study suggests that dapsone has an effect on refractory hsp. to determine the standard dosage of dapsone at initial treatment or tapering of treatment in hsp patients and evaluate whether dapsone has a significant benefit compared with steroids or other medication, multicenter, randomized placebo controlled clinical trials are necessary.',\n", + " \"systemic amyloidoses are rare, complex diseases caused by misfolding of autologous protein. the presence of heart involvement is the most important prognostic determinant. the diagnosis of amyloid cardiac involvement relies on echocardiography and magnetic resonance imaging, while scintigraphy with bone tracers is helpful in differentiating light chain amyloidosis from other types of amyloidosis involving the heart. although these diseases are fatal, effective treatments exist that can alter their natural history, provided that they are started before irreversible cardiac damage has occurred. refined diagnostic techniques, accurate patients' stratification based on biomarkers of cardiac dysfunction, the availability of novel, more powerful drugs, and ultimately, the unveiling of the cellular mechanisms of cardiac damage created a favorable environment for a dramatic improvement in the treatment of this disease that we expect in the next few years.\",\n", + " 'an american cocker spaniel with low plasma taurine concentration (< 2 nmol/ml) was presented with dyspnoea associated with pulmonary oedema and a left ventricular shortening fraction of 9%. emergency therapy with furosemide, dobutamine, nitroglycerine and oxygen supplementation led to a good response. chronic therapy was started with enalapril, furosemide, digoxin and taurine. improvement in all echocardiographic indices were noted over a 22 week follow-up, most notably an increase in left ventricular shortening fraction to 20%, a decrease of e-point septal separation from 14 mm to 7 mm and marked left ventricular remodelling. this degree of improvement in myocardial function may represent a direct link between dilated cardiomyopathy in the american cocker spaniel and plasma taurine deficiency. alternatively, this response may reflect a breed-related cardiomyopathy with a natural history and therapeutic response not commonly seen in the more common large breed cardiomyopathy presentations.',\n", + " 'congenital hemangiomas (chs) are rare benign vascular tumors that differ from common infantile hemangiomas in that they grow in utero and are fully developed at birth. while ulceration is a common, predominantly benign complication in infantile hemangioma, little is known about the prognosis of ulcerated ch. however, it has been observed that ulcerated ch may be complicated by life-threatening bleeding episodes. we report 2 cases of ulcerated rapidly involuting congenital hemangiomas (rich) that were complicated by life-threatening bleeding episodes in the neonatal period. in both cases, the chs were fed by high-flow vessels and the ensuing massive bleeding was due to superficial vessel wall erosion induced by the ulceration. both patients were successfully treated with intravascular embolization; one patient underwent additional hemostatic surgery. these 2 cases highlight the importance of closely monitoring children with ulcerated ch because of the risk of severe bleeding. embolization is the treatment of choice in the case of severe bleeding, as the natural history of rich is to spontaneously regress.',\n", + " 'significant challenges exist in creating surveillance recommendations for soft tissue sarcomas (sts) given the vast heterogeneity of recurrence patterns between histologic subtypes. using the most recent evidence on the natural history of sts, this review will propose surveillance strategies based on tumor location and histologic subtype.',\n", + " 'intimal angiosarcoma is a rare malignant vascular tumor with an aggressive natural history. presenting symptoms vary according to the location of the lesion, but symptoms are typically due to intravascular obstruction or embolization. we present a case of an intimal angiosarcoma presenting with a common femoral artery aneurysm.',\n", + " 'parvovirus b19 infection has been associated with fetal anaemia, hydrops, and in some cases demise. most of the reported cases of fetal hydrops were detected in second-trimester fetuses. we report a series of three cases in which human parvovirus infection was associated with hydropic changes at an earlier gestational age. spontaneous resolution of hydrops occurred in all fetuses. a greater understanding of the natural history of human parvovirus infection is needed prior to deciding on the mode of therapy (conservative management versus in utero fetal therapy).',\n", + " 'dural sinus malformation (dsm) is a term used to describe congenital vascular malformations characterized by massive dilation of one or more dural sinuses: these dilatations are typically associated with arteriovenous shunts. such malformations can present antenatally but their early natural history and anatomy is poorly defined. we reviewed five years of autopsy experience and retrieved three primary vascular malformations of the fetal dural sinuses with ultrasound, magnetic resonance imaging (mri) and post-mortem correlation. fetal ultrasound and mri obtained between 19 and 23 weeks gestational age demonstrated in all cases dilation of the dural sinuses. in two cases vascular thromboses were present in either the dilated dural sinus (one of three) or the associated arteriovenous fistula (one of three). all cases were autopsied at 22-23 weeks gestational age. in one there was imaging and autopsy evidence of remodeling of the dural sinuses associated with a pial arteriovenous fistula. in two cases, no arteriovenous malformation was identified on initial imaging, but only became evident at autopsy. one case showed morphological overlap with vein of galen aneurysmal malformation, with a midline arteriovenous shunt and vein of galen ectasia. the other demonstrated a perisylvian dural arteriovenous fistula. in utero thrombosis of feeding vascular malformations or of the dural sinus malformation may be prominent. the early in utero developmental trajectory of dural sinus malformation (dsm) is poorly defined and deserves further study.',\n", + " 'malignant triton tumour (mtt) is a very rare soft tissue tumour. to report nine patients diagnosed with malignant triton tumour of the thigh between january 1996 and january 2005 to determine the natural history and factors that may affect survival in this aggressive tumour. due to the association of neurofibromatosis (nf type i) with malignant triton tumour, two groups of patients were identified: those with nf type i (group i cases); and those without (group ii). group i patients accounted for four cases and arose predominantly in young males, all tumours being high grade, >10 cm in size and all four patients died within two years of diagnosis. by contrast, the five patients of group ii were older, had smaller size and lower grade tumours and three patients are long-term survivors. although the number of cases is small, our data supports the views that the natural history of mtt is more aggressive in patients with nf type i. this poor outlook could be attributed to the high frequency of grade iii histology in this disease and the large tumour size.',\n", + " 'although squamous cell carcinoma of the head and neck (scchn) is closely linked to tobacco and alcohol use, there is an increasing incidence hpv16-related scchn arising in the oropharynx. the mechanisms of viral transmission, carcinogenesis and natural history are not well understood. here, we report a couple-husband and wife diagnosed synchronously with squamous cell carcinoma of the head and neck wherein the tumors were positive for hpv16 by pcr diagnosis. both viral genomes were genetically identical and closely related to the revised european prototype, hpv16r. an uncommon signal variant nucleotide was identified in both genomes that is not present in the hpv16r. these tumors likely represent transmission between the couple.',\n", + " \"it is agreed that conventional magnetic resonance imaging (mri) of the brain and spine is one of the core elements in the differential diagnostic work up of patients with clinical signs of motor neuron diseases (mnds), for example amyotrophic lateral sclerosis (als), to exclude mnd mimics. however, the sensitivity and specificity of mri signs in these disorders are moderate to low and do not have an evidence level higher than class iv (good clinical practice point). currently computerized mri analyses in als and other mnds are not techniques used for individual diagnosis. however, they have improved the anatomical understanding of pathomorphological alterations in gray and white matter in various mnds and the changes in functional networks by quantitative comparisons between patients with mnd and controls at group level. for multiparametric mri protocols, including t1-weighted three-dimensional datasets, diffusion-weighted imaging and functional mri, the potential as a 'dry' surrogate marker is a subject of investigation in natural history studies with well defined patients. the additional value of mri with respect to early diagnosis at an individual level and for future disease-modifying multicentre trials remains to be defined. there is still the need for more longitudinal studies in the very early stages of disease or when there is clinical uncertainty and for better standardization in the acquisition and postprocessing of computer-based mri data. these requirements are to be addressed by establishing quality-controlled multicentre neuroimaging databases.\",\n", + " 'chronic obstructive pulmonary disease (copd) represents one of the most common indications for lung transplantation, accounting for approximately one third of all procedures performed worldwide to date. despite this extensive experience, questions remain about the appropriate timing of transplantation in the natural history of copd, the optimal procedure to perform, and the survival benefit achieved. less commonly encountered obstructive lung disorders for which transplantation is occasionally performed include emphysema due to œ±-1-antitrypsin deficiency, lymphangioleiomyomatosis, and langerhans cell histiocytosis. like copd, the application of transplantation to these rare disorders also poses several questions. this article explores issues that arise when lung transplantation is utilized for treatment of both common and uncommon obstructive lung disorders.',\n", + " 'adequate functioning of the blood-brain barrier (bbb) is important for brain homoeostasis and normal neuronal function. disruption of the bbb has been described in several neurological diseases. recent reports suggest that an increased permeability of the bbb also contributes to increased seizure susceptibility in patients with epilepsy. the endothelial glycocalyx is coating the luminal side of the endothelium and can be considered as the first barrier of the bbb. we hypothesise that an altered glycocalyx thickness plays a role in the aetiology of temporal lobe epilepsy (tle), the most common type of epilepsy. here, we propose a protocol that allows intraoperative assessment of the cerebrovascular glycocalyx thickness in patients with tle and assess whether its thickness is decreased in patients with tle when compared with controls. this protocol is designed as a prospective observational case-control study in patients who undergo resective brain surgery as treatment for tle. control subjects are patients without a history of epileptic seizures, who undergo a craniotomy or burr hole surgery for other indications. intraoperative glycocalyx thickness measurements of sublingual, cortical and hippocampal microcirculation are performed by video microscopy using sidestream dark-field imaging. demographic details, seizure characteristics, epilepsy risk factors, intraoperative haemodynamic parameters and histopathological evaluation are additionally recorded. this protocol has been ethically approved by the local medical ethical committee (id: nl51594.068.14) and complies with the declaration of helsinki and principles of good clinical practice. informed consent is obtained before study enrolment and only coded data will be stored in a secured database, enabling an audit trail. results will be submitted to international peer-reviewed journals and presented at international conferences. ntr5568.',\n", + " 'hypertrophic cardiomyopathy (hcm) has historically been linked with sudden cardiac death (scd). currently, it is well established that only a subset of patients is at the highest risk stratum for such a catastrophic event. detection of patients belonging to this high-risk category can allow for timely defibrillator implantation, changing the natural history of hcm. inversely, device implantation in patients deemed at low risk leads to an unnecessary burden of device complications with no apparent protective benefit. previous studies have identified a series of markers, now considered established risk factors, with genetic testing and newer imaging allowing for the detection of novel, highly promising indices of increased risk for scd. despite the identification of a number of risk factors, there is noticeable discrepancy in the utility of such factors for risk stratification between the current american and european guidelines. we sought to systematically review the data available on these two approaches, presenting their rationale and respective predictive capacity, also discussing the potential of novel markers to augment the precision of currently used risk stratification models for scd in hcm.',\n", + " 'sclerosing sweat duct carcinoma (ssdc) is a rare, slow-growing, locally invasive skin tumor of eccrine and pilar origin. it is usually located on the face, particularly the upper lip, cheek, and forehead. it has been infrequently reported on the eyelid, secondarily involved from adjacent cheek and brow tumors. only four previous cases have reported primary eyelid tumors. the authors present four cases of primary eyelid margin involvement, which show the variability in clinical presentations. retrospective case series. the authors present four case studies of lower eyelid margin tumors diagnosed as ssdc. the history of this recently recognized neoplasm is discussed in relation to the cases presented and the role of the ophthalmologist and pathologist in such cases. primary ssdc of the eyelid margin is a reportedly rare entity. this particular presentation can occur in all age groups; can mimic benign, acanthotic, or basal cell-like tumors; and is usually misdiagnosed initially. this can lead to a delay in definitive treatment for a tumor that classically presents late in its natural history to health professionals. all eight cases of primary eyelid ssdc now reported in the literature have occurred in the lower lid. this rare but aggressive tumor is difficult to diagnose from a simple biopsy and may be more common than previously believed. initial or early diagnosis is important because of unusually invasive characteristics. recurrence is common and usually leads to extensive tissue loss via direct invasion or subsequent wide resection. correct histologic diagnosis at the time of initial tumor removal will likely aid in achieving complete excision with fewer recurrences.',\n", + " 'trigeminal neuralgia (tn) secondary to a dolichoectatic basilar artery (dba) is an extremely rare phenomenon. the kawase approach for macrovascular decompression of this rare pathology been used rarely. this report describes macrovascular decompression and basilar artery transposition in a 69-yr-old male presenting with progressively worsening left-sided typical tn secondary to a dba compression. the dba was successfully decompressed off of the trigeminal nerve via a pterional craniotomy and anterior petrosectomy. the patient had immediate improvement in tn symptoms postoperatively. the patient remained symptom free with nonbothersome facial numbness in the v3 segment at 8-mo postoperative follow-up in clinic. the patient suffered a sixth nerve palsy following surgery, which was later corrected by strabismus surgery. the natural history and epidemiology of tn, results of macrovascular decompression secondary to dba compression via a traditional suboccipital retrosigmoid approach, and potential advantages of the kawase approach are also discussed. the macrovascular decompression strategy succeeded because the compressive force was applied by the dba to the nerve in a superolateral direction, and the decompressive sling pulled the dba away from the nerve in an inferomedial direction. the working space and access to the clival dura through the kawase approach allowed proper corrective pull with a sling.',\n", + " 'during the last two decades, important progress has been made in the understanding of the biology, natural history, and prognosis of chronic lymphocytic leukemia (cll). in addition, new and more effective treatment modalities are changing the objectives of treatment in patients with cll. in this regard, the purine analogues offer great promise and fludarabine is already considered the treatment of choice for patients failing standard therapies. the role of purine analogues either alone or combined with other agents as front-line therapy is being actively investigated. certain situations (e.g, autoimmune cytopenias, hypersplenism) require special treatment approaches (e.g., corticosteroids, splenectomy). transplants of hemopoietic progenitor cells are also increasingly performed. as a result of these advances, treatment of subjects with cll can be decided on the basis of the individual risk of each patient and the possibility of curing some of them may become a realistic objective.',\n", + " 'renal cell carcinoma accounts for 3% of all solid tumors and currently causes about 3,500 deaths/year in the uk. once an orphan disease, it has undergone an impressive change in its natural history with an improvement in overall survival, thanks to the development of new target agents. in its management, renal cell carcinoma has been treated with both surgical and medical approaches. nowadays, many more drugs are available, especially in the metastatic setting, so that we should reconsider the peculiar role of surgery and its interaction with target agents. cytoreductive nephrectomy still plays a major role in the management of the disease, though no really solid data have been still obtained. adjuvant and neoadjuvant settings, instead, are still under evaluation, especially new adjuvant therapies involving the numerous target agents we have. finally, metastasectomy has a controversial role, with some evidence of more efficacy than the medical treatment, though it shows too many biases to be considered certain. the picture that comes out suggests a complex frame, in which we have great power to act, but in which we need to better comprehend the interactions that could be created between surgery and medical therapies, to achieve an optimal multimodal treatment for renal cell carcinoma.',\n", + " 'type 3 gaucher disease (gd) manifests with hematologic, neurological and skeletal involvement including erlenmeyer flask bone deformities, osteopenia, painful bone crises and fractures. we describe bilateral symmetric osteolytic lesions in a 22 year old with type 3 gd, chronically treated with enzyme replacement therapy. these atypical bone findings, previously reported in two similar patients with type 3 gd, expand our understanding of the evolving natural history of gd in the post-treatment era.',\n", + " 'constrictive pericarditis is a rare, but increasingly recognized long-term postoperative complication of lung transplantation. heightened clinical suspicion, improved diagnostic imaging, and effective surgical treatment of the disease have led to progressive awareness of the pathology. we present our institutional experience with constrictive pericarditis after lung transplant in an effort to investigate the cause and natural history of the disease. from october 2005 to october 2018, 1234 patients underwent orthotopic lung transplantation at duke university hospital. an institutional database was queried to identify incident patients and determine baseline clinical data. at a median of 11.2 months (interquartile range = 4.6-28.6 mo), 10 patients (0.8%) developed constrictive pericarditis. simple descriptive statistics were used to describe cohort characteristics and identify variables associated with constrictive pericarditis after lung transplantation. the indication for transplantation at index operation was idiopathic pulmonary fibrosis in 8 of 10 patients (1.2% of the 760 restrictive lung disease patients transplanted in the same time period). all 10 patients presented with worsening dyspnea and pleural effusions. right heart catheterization confirmed constrictive physiology in all cases. eight patients underwent pericardiectomy with improvement in cardiovascular hemodynamics and resolution of symptoms with no 30-day mortality. diagnosis of constrictive pericarditis should be considered in patients with new-onset heart failure symptoms or recurrent pleural effusions within 2 years of lung transplantation. idiopathic pulmonary fibrosis may be associated with increased risk for constrictive pericarditis. pericardiectomy is a safe and effective treatment for posttransplant constrictive pericarditis.',\n", + " 'renal disease is common in sickle cell anemia. in this exploratory work, we used data from a longitudinal study of the natural history of sickle cell disease to examine the hypothesis that polymorphisms (snps) in selected candidate genes are associated with glomerular filtration rate (gfr). dna samples and clinical and laboratory data were available for 1,140 patients with sickle cell anemia. gfr was estimated using the cockcroft-gault and schwartz formulas for adults and children, respectively. we examined approximately 175 haplotype tagging (ht) snps in about 70 genes of the tgfbeta/bmp pathway for their association with gfr using linear regression. four snps in bmpr1b, a bone morphogenetic protein (bmp) receptor gene, yielded statistically significant associations (p values ranging from 0.015 to 0.046). three haplotypes in this gene were also associated with gfr. the tgf-beta/bmp pathway has been associated with the development of diabetic nephropathy, which has some features in common with sickle cell nephropathy. our results suggest that, as with other subphenotypes of sickle cell disease, renal function may be genetically modulated.',\n", + " \"ebstein's anomaly is an uncommon congenital heart defect with an extremely variable natural history due to a wide spectrum of pathological features. we report on the anesthetic management of a 24-year-old primigravida woman with ebstein's anomaly with recurrent supraventricular tachycardia for emergency cesarean section.\",\n", + " 'in this issue of blood, shanafelt and colleagues provide the first evidence that vitamin d deficiency is a risk factor for disease progression in chronic lymphocytic leukemia (cll). their findings imply that dietary vitamin d supplementation could potentially modify the natural history of this incurable disease.',\n", + " 'a series of nine consecutive patients with unguarded tricuspid valve orifice as a result of partial or complete agenesis of the valvar tissue and patent right ventricular outflow tract is reported. clinical manifestations were cyanosis, severe right ventricular failure and incidental echocardiographic detection in a young patient with dilated cardiomyopathy. this series contains the oldest reported patient with this malady, who was misdiagnosed as portal hypertension for 10 years. this study, with possibly the largest number of patients reported so far, sheds some light on the natural history of a rare entity.',\n", + " \"zika virus (zikv), a typical example of a re-emerging pathogen, recently caused large outbreaks in pacific islands and the americas, associated with congenital diseases and neurological complications. deciphering the natural history, ecology and pathophysiology of this mosquito-borne pathogen requires effective reverse genetics tools. in the current study, using the bacterium-free 'infectious subgenomic amplicons' (isa) method, we generated and made available to the scientific community via the non-profit european virus archive collection, two simple and performing reverse genetics systems for zikv. one is based on an asian zikv strain belonging to the outbreak lineage (french polynesia 2013). the second was designed from the sequence of a low-passaged zikv african strain (dakar 1984). using the isa procedure, we derived wild-type and a variety of specifically engineered zikvs in days (intra- and inter-lineage chimeras). since they are based on low-passaged zikv strains, these engineered viruses provide ideal tools to study the effect of genetic changes observed in different evolutionary time-scales of zikv as well as pathophysiology of zikv infections.\",\n", + " 'mowat-wilson syndrome (mws) is a rare intellectual disability/multiple congenital anomalies syndrome caused by heterozygous mutation of the zeb2 gene. it is generally underestimated because its rarity and phenotypic variability sometimes make it difficult to recognize. here, we aimed to better delineate the phenotype, natural history, and genotype-phenotype correlations of mws. in a collaborative study, we analyzed clinical data for 87 patients with molecularly confirmed diagnosis. we described the prevalence of all clinical aspects, including attainment of neurodevelopmental milestones, and compared the data with the various types of underlying zeb2 pathogenic variations. all anthropometric, somatic, and behavioral features reported here outline a variable but highly consistent phenotype. by presenting the most comprehensive evaluation of mws to date, we define its clinical evolution occurring with age and derive suggestions for patient management. furthermore, we observe that its severity correlates with the kind of zeb2 variation involved, ranging from zeb2 locus deletions, associated with severe phenotypes, to rare nonmissense intragenic mutations predicted to preserve some zeb2 protein functionality, accompanying milder clinical presentations. knowledge of the phenotypic spectrum of mws and its correlation with the genotype will improve its detection rate and the prediction of its features, thus improving patient care.',\n", + " 'ethylmalonic encephalopathy (ee) is a rare metabolic disorder with an autosomal recessive mode of inheritance that is clinically characterized by neuromotor delay, hyperlactic acidemia, recurrent petechiae, orthostatic acrocyanosis, and chronic diarrhea. increased urinary levels of ethylmalonic acid and methylsuccinic acid are the main biochemical features of the disorder. we report on two patients affected by ee who showed different clinical and neuroradiological patterns. patient 1 presented with a chronic clinical course characterized by very slow neuromotor deterioration, ataxia, and dysarthria. in contrast, patient 2 had an acute neonatal onset with severe neuromotor retardation, severe generalized hypotonia, and intractable seizures. neuroradiological follow-up of patient 1 detected a diffuse hyperintensity on the t2 images at the basal ganglia which remained stable during a period of four years. patient 2, in contrast, showed a rapid process of cerebral, and in part, cerebellar atrophy. on the basis of our observations, we reviewed the data published in the literature and tried to delineate the natural history of ee, which appears to be characterized by a wide spectrum of severity in the clinical course. no reports on neuroradiological follow-up of ee patients are available in the literature with which to compare our data. finally, both patients showed a muscle cox deficiency. the pathogenetic implications of such a biochemical finding will be also discussed.',\n", + " 'cysticercosis is a common disease in developing countries. labial lesions produced by this parasitic infestation are rare. the most frequently involved oral locations are the tongue, labial or buccal mucosa, and mouth floor. we present here a case report of a 33-year-old-female patient from maharashtra, who reported to our department with a swelling in the left lower lip, which was diagnosed as cysticercosis on histpathological examination.',\n", + " 'leptomeningeal carcinomatosis (lm) is an infrequent yet morbid and often fatal complication of non-small cell lung cancer (nsclc). management of lm is multimodal, often involving systemic chemotherapy, radiotherapy, and a variety of symptom management maneuvers to address elevated intracranial pressure, pain, and mood changes that can accompany the disease. it is increasingly recognized that tumors with actionable mutations in nsclc, including epidermal growth factor receptor (egfr) mutations and anaplastic lymphoma kinase (alk) translocations, respond well to systemic therapy with tyrosine kinase inhibitors yet often progress in the central nervous system. more information is needed regarding the natural history and optimal management of lm in specific molecular subtypes of nsclc. this case report summarizes the management of a patient with alk-positive nsclc who developed lm while on targeted treatment with crizotinib within the context of current nccn clinical practice guidelines in oncology and recently published studies.',\n", + " 'overproduction of a vascular endothelial growth factor secreted by neoplastic cells in some plasma cell neoplasms is postulated to be responsible for the syndrome of polyneuropathy, organomegaly, endocrinopathy, monoclonal protein, and skin changes and the rarer syndrome of adenopathy and extensive skin patch overlying a plasmacytoma. the authors present a case of a 57-year-old man who presented with an erythematous left flank skin patch and subsequent discovery of an underlying 10th rib plasmacytoma with lambda light chain restriction. the tumor was strongly positive for cd31, a marker known to be involved in angiogenesis and cell adhesion. immunohistochemical studies were initially confounding and later shown to be due to the effects of decalcification procedures. the authors discuss the natural history of this unusual entity and the diagnostic challenges in evaluating this lesion. the authors finally postulate whether strong cd31 expression could be related to paraneoplastic phenomena associated with some plasma cell lesions.',\n", + " 'the diagnosis of acromegaly is suspected based on the typical clinical presentation and is subsequently confirmed biochemically by elevated gh and igf-i concentrations. we report three female patients with pituitary tumors who presented without any signs or symptoms of acromegaly but with elevated igf-i levels. plasma gh was measured every 10 min for 24 h, and an oral glucose tolerance test was performed. all patients had abnormally elevated mean and trough plasma gh levels as well as post-glucose nadir gh concentrations. all patients had magnetic resonance imaging scans revealing pituitary tumors and underwent transsphenoidal surgery. histologically, they had gh-producing pituitary tumors. plasma igf-i levels returned to normal in two patients after surgery. some pituitary adenomas are true gh-secreting tumors despite not being accompanied by obvious clinical stigmata of acromegaly. natural history of this disease is unknown because of the small number of reported patients and inconsistent results of biochemical testing. based on the results of this and previous reports, we propose that all patients with known pituitary tumors, especially younger women with normal or mildly elevated prolactin level, be evaluated for gh excess.',\n", + " 'mycobacterium tuberculosis contributed to the discovery of delayed-type hypersensitivity and cell-mediated immunity. however, the biochemical basis for the immunogenicity of the mycobacterial cell wall has until recently remained unknown. nucleotide-binding oligomerization domain-containing protein 2 (nod2) responds to bacterial peptidolycan-derived muramyl dipeptide (mdp). whereas most bacteria produce n-acetyl mdp, mycobacteria produce an unusual modified form of mdp, called n-glycolyl mdp. disruption of n-glycolyl mdp synthesis in mycobacteria greatly diminishes the contribution of nod2 to mycobacterial sensing. additionally, n-glycolyl mdp is more potent and efficacious than n-acetyl mdp at inducing innate responses and t cell-mediated immunity. the sensitivity of nod2 to the mycobacterial peptidoglycan may link the natural history of both innate and adaptive immunity to mycobacterial infection.',\n", + " 'temporal arteritis, also known more accurately as giant cell arteritis (gca), is a multisystem vasculitis of elderly people that involves large and medium-sized blood vessels with a particular predilection to the craniofacial branches of the carotid arteries, especially the temporal artery. symptoms include visual loss, headaches, fever, audiovestibular symptoms, and jaw claudication. otolaryngologists are consulted to care for these patients to confirm the diagnosis, to rule out other causes of face pain and headaches, to care for patients with audiovestibular manifestations of gca, and to perform temporal artery biopsies. consequently, it is important for consultants to understand the signs and symptoms and natural history of gca and the indications, technique, and complications of temporal artery biopsy. gca can appear with protean head and neck manifestations. otolaryngologists should be aware of these and understand the issues concerning maximizing the yield from temporal artery biopsies.',\n", + " \"cell-free dna for perinatal screening is a growing industry. non-invasive prenatal testing (nipt) is based on the premise that foetal dna is able to cross the placental barrier and enter the mother's circulation, where it can be examined for chromosomal abnormalities, such as trisomy 13, 18 or 21. such tests are expected to be widely used by pregnant women, with the annual market expected to surpass $1 billion. recently, a number of case reports have emerged in the haematology-oncology literature. the routine use of nipt has led to the discovery of maternal neoplasms. most writers have concluded that this is yet another benefit of the test; however, a closer examination of the cases reveals that this incidental detection may not improve patient outcomes. in some cases, early detection provides lead time bias, but does not change the ultimate clinical outcome, and in other cases, detection constitutes earlier knowledge of a cancer whose natural history cannot be altered. here, we explore in detail cases where cancer was incidentally discovered among women undergoing routine non-invasive pregnancy testing, and investigate whether or not these women were benefitted by the discovery.\",\n", + " 'in the past year, there has been at least one important clinical paper that sheds light on the character and natural history of painful chronic pancreatitis, which has important clinical implications. in addition, several novel mutations have been described in the cationic trypsinogen gene in patients with hereditary pancreatitis. the mechanism by which these mutations cause pancreatic disease remains speculative. the diagnosis of early chronic pancreatitis is controversial. a novel noninvasive pancreatic function test (measurement of postprandial apob-48) was reported but is unlikely to be a sensitive test of pancreatic function. pancreatic fibrosis is frequently seen in alcoholics without chronic pancreatitis, and this makes it difficult to interpret the findings on endoscopic ultrasonogram. recent studies highlight the difficulty in abolishing pancreatic steatorrhea. recently fibrosing colonopathy in adult patients has been reported. extracorporeal shockwave lithotripsy combined with endoscopic therapy failed to benefit patients with calcific chronic pancreatitis.',\n", + " \"trigeminal schwannomas represent between 0.07% and 0.36% of all intracranial tumors and 0.8% to 8% of intracranial schwannomas. selection of the appropriate management strategy requires an understanding of the tumor's natural history and treatment outcomes. this report describes the case of a 36-year-old male who presented with a three-month history of progressive headaches, dizziness, loss of balance, decreased sleep, and cognitive decline. magnetic resonance imaging revealed a large enhancing lesion centered around the left meckel's cave and extending into both the middle and the posterior fossa with obstructive hydrocephalus secondary to compression of the fourth ventricle. resection of the posterior fossa component of the tumor was performed in order to relieve the mass effect upon the brainstem without attempting a radical removal of the middle fossa component and a potential risk of further cognitive impairment. the pathological exam confirmed the diagnosis of a trigeminal schwannoma. the residual tumor showed progressive spontaneous volumetric shrinkage after a subtotal surgical resection. this case shows the value of a planned conservative surgery in complex schwannomas and highlights the challenges in interpreting the treatment responses in these benign tumors, whether approached surgically or with stereotactic radiation techniques.\",\n", + " 'during the past 20 years, targeted therapy based on the understanding of tumor biology has been complementing or even replacing cytotoxic agents that have dominated pharmacotherapy of cancer since the conception of medical oncology. unfortunately, the fact that targeted therapies with potential to induce cure or at least substantially prolong survival are still not available for many common solid tumors results in skepticism or even nihilism. on the one hand, biomarker research is not keeping pace with the introduction of new agents, while on the other hand, effective drugs are still not available for many potential molecular targets associated with malignant transformation and tumor progression. however, targeted therapies have already transformed the natural history and clinical outcomes not only in patients with rare malignancies like gastrointestinal stromal tumor but also with many common tumors, e.g. breast cancer, malignant melanoma, non-small cell lung cancer or renal cell carcinoma. for further advances, a multidisciplinary effort is indispensible that should, above all, involve the collaboration of medical oncology and laboratory medicine.',\n", + " 'tuberculosis (tb) programs must invest in a variety of tb specific activities in order to reach ambitious global targets. uncertainty exists surrounding the potential impact of each of these activities. the objective of our study was to model different interventions and quantify their impact on epidemiologic outcomes and costs from the health system perspective. decision analysis was used to define the tb patient trajectory within the health system of three different countries. we considered up to seven different interventions that could affect either the natural history of tb, or patient trajectories within the health system. the expected impact of interventions were derived from published studies where possible. epidemiologic outcomes and associated health system costs were projected for each scenario. with no specific intervention, tb related death rates are high and less than 10% of the population starts on correct treatment. interventions that either prevent cases or affect all patients with tb disease early in their trajectory are expected to have the biggest impact, regardless of underlying epidemiologic characteristics of the setting. in settings with a private sector, improving diagnosis and appropriate treatment across all sectors is expected to have a major impact on outcomes. in all settings, the greatest benefit will come from early diagnosis of all forms of tb. once this has been achieved more specific interventions, such as those targeting hiv, drug resistance or the private sector can be integrated to increase impact.',\n", + " 'the arrival of biologics, in particular anti-tumor necrosis facteur (tnf), at the end of the nineties, revolutionnized treatment of inflammatory bowel diseases. concomitantly, immunosuppressants (thiopurines, methotrexate) are used more widely and earlier in the disease course. infliximab and adalimumab are very effective in more than two-thirds of patients, including those with fistula. this efficacy is long lasting in one-third of patients. main side-effects of anti-tnf are opportunistic infections (intracellular bacteria) which should be prevented and diagnosed early. anti-tnf are safe in the long-term, however, there is a particular concern regarding the risk of hepatosplenic t cell lymphomas in young men receiving bitherapy with thiopurine and anti-tnf. the old strategy of adapting the therapeutic response to severity of symptoms and disease activity has no impact on natural history of the disease and should be abandoned. most authors now favour an aggressive therapeutic approach in selected patients, before they develop irreversible anatomic lesions. this new strategy may change natural history and will become safer with a better knowledge of side-effects of immunosuppressants and biologics and how to prevent them. moreover development of new therapeutic agents may permit to avoid surgery in patients who do not respond to therapy.',\n", + " 'trevor disease (dysplasia epiphysealis hemimelica [deh]) is a rare, intra-articular anomaly of cartilaginous overgrowth of the epiphysis. the usual presentation is on 1 side of the body and on 1 side of the epiphysis. the natural history of this disease is not clear because the lesions often are treated during childhood. additionally, hip involvement is relatively uncommon; to our knowledge, total hip arthroplasty in a patient with deh has not been reported previously. our patient presented with previously untreated deh of the hip joint, which had developed into a very unusual shape. he was treated with a total hip arthroplasty and had satisfactory functioning 2.5 years postsurgery. untreated deh of the hip can lead to a very misshapen hip with a deformed femoral head and loss of the shape of the acetabulum, as well as stiffness due to an unusual shape and osteoarthritic changes. a total hip arthroplasty can give satisfactory functional results.',\n", + " 'nephrology has conducted few high-quality clinical trials, and the trials that have been conducted have not resulted in the approval of new treatments for primary or inflammatory glomerular diseases. there are overarching process issues that affect the conduct of all clinical trials, but there are also some specialty-specific issues. within nephrology, primary glomerular diseases are rare, making adequate recruitment for meaningful trials difficult. nephrologists need better ways, beyond histopathology, to phenotype patients with glomerular diseases and stratify the risk for progression to esrd. rigorous trial design is needed for the testing of new therapies, where most patients with glomerular diseases are offered the opportunity to enroll in a clinical trial if standard therapies have failed or are lacking. training programs to develop a core group of kidney specialists with expertise in the design and implementation of clinical trials are also needed. registries of patients with glomerular disease and observational studies can aid in the ability to determine realistic estimates of disease prevalence and inform trial design through a better understanding of the natural history of disease. some proposed changes to the common rule, the federal regulations governing the ethical conduct of research involving humans, and the emerging use of electronic health records may facilitate the efficiency of initiating multicenter clinical trials. collaborations among academia, government scientific and regulatory agencies, industry, foundations, and patient advocacy groups can accelerate therapeutic development for these complex diseases.',\n", + " \"there is considerable phenotypic variation in wilson's disease (wd). some patients present with hepatic disease during the first decade of life and some with neurological degeneration in adolescence or adult life, with or without overt liver disease. although the absence of neurologic disease in patients with liver disease in childhood or adolescence can be explained by the limited time exposure of the central nervous system to copper toxicity, it is surprising that late-onset neurologic wd can occur without any evidence of liver involvement. this huge variability in the clinical presentation of wd in general reflects our limited knowledge on the natural history of wd. genetic association studies require the phenotype to be defined as accurately as possible.\",\n", + " 'most genetically engineered mouse (gem) models for colon cancer are based on tissuewide or germline gene modification, resulting in tumors predominantly of the small intestine. several of these models involve modification of the adenomatous polyposis coli (apc) gene and are excellent models for familial cancer predisposition syndromes. we have developed a stochastic somatic mutation model for sporadic colon cancer that presents with isolated primary tumors in the distal colon and recapitulates the entire adenoma-carcinoma-metastasis axis seen in human colon cancer. using this model, we have analyzed tumors that are either solely mutant in the apc gene or in combination with another colon cancer-associated mutant gene, the kras g12d allele. because of the restricted location in the distal colon, the natural history of the tumors can be analyzed by serial colonoscopy. as the mammalian target of rapamycin (mtor) pathway is a critical component of the complex signaling network in colon cancer, we used this model to assess the efficacy of mtor blockade through rapamycin treatment of mice with established tumors. after treatment, apc mutant tumors were more than 80% smaller than control tumors. however, tumors that possessed both apc and kras mutations did not respond to rapamycin treatment. these studies suggest that mtor inhibitors should be further explored as potential colorectal cancer therapies in patients whose tumors do not have activating mutations in kras.',\n", + " \"langerhans cell histiocytosis (lch) is a disorder of immature lch cells, eosinophils, macrophages, lymphocytes, and multinucleated giant cells. eosinophilic granuloma (eg) is a focal form of lch that presents mostly in the skull, femur, vertebrae, pelvis, mandible, and ribs. intracranial presentation of eg is very rare in the literature. a 17-year-old boy visited our clinic with headache, dizziness, and tinnitus that were present for 2¬†months. brain mri depicted a lesion at the right cerebellopontine angle. the lesion was hypointense on t1-weighted and hyperintense on t2-weighted brain mr images. the lesion enhanced homogenously after i.v. contrast material administration. pre-operative diagnoses were vestibular schwannoma and meningioma. surgery was planned. retrosigmoid approach was preferred in the surgery. the lesion was excised partially. pathological analysis depicted cell infiltration composed of eosinophils besides histiocytes, plasma cells, and lymphocytes in different amounts. cd1a was positive yet s100 was negative. final diagnosis was eosinophilic granuloma. post-operative course was uneventful. the patient was referred to pediatric oncology unit, and steroid therapy was initiated. post-operative follow-up brain mris showed that the lesion had regressed further than immediate post-operative images by only steroid use. in long-term follow-up, new lesions appeared on the patient's skin in multiple locations and in the sclera of his left eye. at the last follow-up (3¬†years post-operatively) skin and scleral lesions were noticed to have regressed spontaneously and the intracranial structures were tumor free. to the best of our knowledge, eg at the cerebellopontine angle has not been presented in the literature. what makes our case further unique is its negativity for s-100 antigen. eosinophilic granuloma should be kept in differential diagnosis of mass lesions presented at the cerebellopontine angle, especially in children and young adults with high eosinophils and lymphocytes in their peripheral blood. sole steroid trials could be conveyed in suspicious cases before any further intervention. if the lesions do not regress or enlarge with time, surgery should be considered. however, long-term follow-up of these patients is necessary since natural history of the disease has not been defined, yet.\",\n", + " \"to estimate the number and percentage of cases with zika diagnosis at a hospital in portoviejo, manab√≠, ecuador. this was a hospital-based, retrospective, observational, descriptive, cross-sectional study conducted at the dr. verdi cevallos balda hospital from january - august 2016. a secondary analysis of a database was performed to estimate the number and percentage of patients positive for zika virus, by sex, age group, ethnicity, and type of medical care. prevalence and odds ratios with 95% confidence intervals were calculated using the mantel and haenszel method. laboratory diagnostics included assays for the detection of zika, chikungunya, dengue, and others. in all, 467 suspected cases of zika were identified based on clinical criteria. of these, 148 cases (31.7%) were confirmed by detection of zikv rna. the peak of the outbreak was documented in may - july 2016 during the rainy season, following the earthquake of april 2016. the adjusted odds ratios indicated that zika virus was less likely in men and in subjects < 20 years of age. most of the infected pregnant women (61%) were in the second trimester of pregnancy. no cases of microcephaly were reported. because zika was more likely to occur among women and those ‚â• 20 years of age, surveillance of these groups is imperative to avoid transmission to newborns. future studies that address the research gap and inform the country's zika control efforts are recommended.\",\n", + " 'brown syndrome is characterized by restricted elevation in adduction. congenital brown syndrome usually is diagnosed during early childhood. it is believed to be caused by an abnormality of the superior oblique tendon as it passes through the trochlea. the natural history of brown syndrome is poorly characterized. many patients with congenital brown syndrome undergo strabismus surgery during childhood in an attempt to correct the problem surgically. this report describes spontaneous regression of congenital brown syndrome in an adult.',\n", + " 'fontan-associated liver disease is a hepatic disorder arising from hemodynamic changes and systemic venous congestion following fontan surgery. the histological changes produced in the liver are similar but not equivalent to those seen in other forms of cardiac liver disease. while the natural history of this form of liver disease is not well established, over time many fontan patients develop portal hypertension-related complications such as ascites, variceal hemorrhage or encephalopathy. fontan survivors also show an increased risk of hepatocellular carcinoma. early diagnosis of advanced liver disease is mandatory for the prevention and treatment of complications such as hepatocellular carcinoma, esophageal varices and malnutrition. this review updates current knowledge of the pathophysiology and management of fontan-associated liver disease including new diagnostic methods and treatments.',\n", + " 'atypical hemolytic uremic syndrome (ahus) is usually characterized by uncontrolled complement activation. the recent discovery of loss-of-function mutations in dgke in patients with ahus and normal complement levels challenged this observation. dgke, encoding diacylglycerol kinase-œµ, has not been implicated in the complement cascade but hypothetically leads to a prothrombotic state. the discovery of this novel mechanism has potential implications for the treatment of infants with ahus, who are increasingly treated with complement blocking agents. in this study, we used homozygosity mapping and whole-exome sequencing to identify a novel truncating mutation in dgke (p.k101x) in a consanguineous family with patients affected by thrombotic microangiopathy characterized by significant serum complement activation and consumption of the complement fraction c3. aggressive plasma infusion therapy controlled systemic symptoms and prevented renal failure, suggesting that this treatment can significantly affect the natural history of this aggressive disease. our study expands the clinical phenotypes associated with mutations in dgke and challenges the benefits of complement blockade treatment in such patients. mechanistic studies of dgke and ahus are, therefore, essential to the design of appropriate therapeutic strategies in patients with dgke mutations. ',\n", + " \"the association between medical, social, and nutritional factors and iron deficiency anemia was examined in adult women who had tested positive for human immunodeficiency virus (hiv) and were living in the greater vancouver area. this was a cross-sectional observational study of 102 hiv-positive women, aged 19 or older, who were patients of one of three chosen community health clinics in vancouver, british columbia. information on usual dietary intake and other nutrition-related factors was collected with a short diet survey, while medical information and laboratory data were obtained from each participant's medical chart. of the predictors studied, a cd4 cell count below 200 cells/¬µl, a regular menstrual pattern, and african ethnicity were associated with an increased risk of iron deficiency anemia. dietary intake was not independently associated with iron status. iron deficiency anemia in hiv-positive women has multifactorial and complicated causation, but is strongly associated with poorer immune status and greater menstrual losses. health disparities in aboriginal and african women may lead to a higher risk for iron deficiency anemia. routine screening and ongoing nutrition education are necessary for the prevention and management of iron deficiency anemia. further research into factors associated with iron deficiency anemia is essential to improve prevention and management efforts.\",\n", + " 'background: german authorities reimburse migraine prevention with erenumab only in patients who previously did not have therapeutic success with at least five oral prophylactics or have contraindications to such. in this real-world analysis, we assessed treatment response to erenumab in patients with chronic migraine (cm) who failed five oral prophylactics and, in addition, onabotulinumtoxina (bonta). methods: we analyzed retrospective data of 139 cm patients with at least one injection of erenumab from two german headache centers. patients previously did not respond sufficiently or had contraindications to œ≤-blockers, flunarizine, topiramate, amitriptyline, valproate, and bonta. primary endpoint of this analysis was the mean change in monthly headache days from the 4-weeks baseline period over the course of a 12-weeks erenumab therapy. secondary endpoints were changes in monthly migraine days, days with severe headache, days with acute headache medication, and triptan intake in the treatment period. results: erenumab (starting dose 70 mg) led to a reduction of -3.7 (95% ci 2.4-5.1) monthly headache days after the first treatment and -4.7 (95% ci 2.9-6.5) after three treatment cycles (p < 0.001 for both). all secondary endpoint parameters were reduced over time. half of patients (51.11%) had a >30% reduction of monthly headache days in weeks 9-12. only 4.3% of the patients terminated erenumab treatment due to side effects. conclusion: in this treatment-refractory cm population, erenumab showed efficacy in a real-world setting similar to data from clinical trials. tolerability was good, and no safety issues emerged. erenumabis is a treatment option for cm patients who failed all first-line preventives in addition to bonta.',\n", + " 'glecaprevir/pibrentasvir (g/p) is a combination of direct-acting antiviral agents that is an approved treatment for chronic infections by all six hepatitis c virus (hcv) genotypes. however, there are limited data on the effect of g/p in korean patients in actual real-world settings. we evaluated the real-life effectiveness and safety of g/p at a single institution in korea. this retrospective, observational, cohort study used sustained virologic response at 12 weeks after treatment completion (svr12) as the primary effectiveness endpoint. safety and tolerability were also determined. we examined 267 individuals who received g/p for chronic hcv infections. there were 148 females (55.4%), and the overall median age was 63.0 years (range, 25 to 87 years). eighty-three patients (31.1%) had hcv genotype-1 and 182 (68.2%) had hcv-2. a total of 212 patients (79.4%) were hcv treatment-na√øve, 200 (74.9%) received the 8-week treatment, 13 (4.9%) had received prior treatment for hepatocellular carcinoma, 37 (13.7%) had chronic kidney disease stage 3 or higher, and 10 (3.7%) were receiving dialysis. intention to treat (itt) analysis indicated that 256 (95.9%) achieved svr12. a modified itt analysis indicated that svr12 was 97.7% (256/262). six patients failed therapy because of posttreatment relapse. svr12 was significantly lower in those who received prior sofosbuvir treatment (p=0.002) and those with detectable hcv rna at week 4 (p=0.027). seventy patients (26.2%) experienced one or more adverse events, and most of them were mild. these real-life data indicated that g/p treatment was highly effective and well tolerated, regardless of viral genotype or patient comorbidities.',\n", + " 'coarctation of the aorta (coa) is associated with left ventricular (lv) dysfunction in neonates and adults. cardiac structure and function in fetal coa and cardiac adaptation to early neonatal life have not been described. we aimed to investigate the presence of cardiovascular structural remodeling and dysfunction in fetuses with coa and their early postnatal cardiac adaptation. this was a prospective observational case-control study, conducted between 2011 and 2018 in a single tertiary referral center, of fetuses with coa and gestational age-matched normal controls. all fetuses/neonates underwent comprehensive echocardiographic evaluation in the third trimester of pregnancy and after birth. additionally, myocardial microstructure was assessed in one fetal and one neonatal coa-affected heart specimen, using synchrotron radiation-based x-ray phase-contrast microcomputed tomography and histology, respectively. we included 30 fetuses with coa and 60 gestational age-matched controls. of these, 20 coa neonates and 44 controls were also evaluated postnatally. fetuses with coa showed significant left-to-right volume redistribution, with right ventricular (rv) size and output dominance and significant geometry alterations with an abnormally elongated lv, compared with controls (lv midventricular sphericity index (median (interquartile range; iqr), 2.4 (2.0-2.7) vs 1.8 (1.7-2.0); p‚äâ<‚äâ0.001). biventricular function was preserved and no ventricular hypertrophy was observed. synchrotron tomography and histological assessment revealed normal myocyte organization in the fetal and neonatal specimens, respectively. postnatally, the lv in coa cases showed prompt remodeling, becoming more globular (lv midventricular sphericity index (mean‚ä⬱‚äâsd), 1.5‚ä⬱‚äâ0.3 in coa vs 1.8‚ä⬱‚äâ0.2 in controls; p‚äâ<‚äâ0.001) with preserved systolic and normalized output, but altered diastolic, parameters compared with controls (lv inflow peak velocity in early diastole (mean‚ä⬱‚äâsd), 97.8‚ä⬱‚äâ14.5 vs 56.5‚ä⬱‚äâ12.9‚äâcm/s; lv inflow peak velocity in atrial contraction (median (iqr), 70.5 (60.1-84.9) vs 47.0 (43.0-55.0) cm/s; lv peak myocardial velocity in atrial contraction (mean‚ä⬱‚äâsd), 5.1‚ä⬱‚äâ2.6 vs 6.3‚ä⬱‚äâ2.2‚äâcm/s; p‚äâ<‚äâ0.05). the neonatal rv showed increased longitudinal function in the presence of a patent arterial duct. our results suggest unique fetal cardiac remodeling in coa, in which the lv stays smaller from the decreased growth stimulus of reduced volume load. postnatally, the lv is acutely volume-loaded, resulting in an overall geometry change with higher filling velocities and preserved systolic function. these findings improve our understanding of the evolution of coa from fetal to neonatal life. copyright ¬© 2020 isuog. published by john wiley & sons ltd.',\n", + " 'nowadays, guidelines for the management of hbv infection in italy, recommend using vaccines but the screening test among non-vaccinated people is useful to detect people that have a clear presence of the virus without symptoms of the disease. thanks to the screening test, people infected with hbv are administered traditional therapy in order to stop the progression to cirrhosis, liver failure and hepatocellular carcinoma (hcc). these diseases cause the decrease of qol and cause a high consumption of resources for the health system. the aim of this study is to evaluate the cost-effectiveness of a strategy (test strategy) involving the administration of the screening test to patients at risk and the treatment of the infected according to the protocol therapy. this programme is compared with a strategy (no test strategy) which does not include a screening and treats patients affected by cirrhosis or hcc. we created a markov model following the natural history of the disease and considering the antigen hbeag to evaluate the cost effectiveness of the test strategy. the analysis was carried out considering a third-party payer perspective. the time horizon considered was 40 cycles of one year. patients who resulted positive to the test were administered either interferon treatment; or lamivudine or adefovir or entecavir or tenofovir, consistently with the italian guidelines. treatments were administered to patients included in the no-test arm after cirrhosis symptoms or hcc. the results of the base case analysis show that patients following the test strategy compared with patients of the no-test approach cost ‚ç¨17,179/qaly. the monte carlo simulation based on a probabilistic sensitivity analysis points out that in 95% of the scenarios assumed, the cost per qaly would be under a hypothetical threshold of ‚ç¨40,000 which is the amount that international guidelines for decision makers are likely to consider sustainable for a health system. in conclusion, anti-hbv test to all high-risk categories should be highly recommended.',\n", + " 'clinicians often utilize off-label dose escalation of ustekinumab (ust) in crohn\\'s disease (cd) patients with disease refractory to standard dosing. previous studies report mixed results with dose escalation of ust. a retrospective observational study of 143 adult patients with cd receiving ust over a 33-month time period was conducted. patients receiving ust at standard dosage for a minimum of 16‚äâweeks were included in the analysis. primary outcomes collected were clinical response [physician global assessment score (pga) by‚äâ>1] and remission (pga‚äâ=‚äâ0). changes in clinical parameters were calculated for dose-escalated patients beginning with the time of dose switch (~42‚äâweeks) and compared with a group of patients who were classified as \"failing\" standard dosing at 42‚äâweeks who were not dose escalated. dose escalation improved pga by 0.47‚ä⬱‚äâ0.19 compared with patients remaining on every 8 weeks dosing (q8 week), who worsened by 0.23‚ä⬱‚äâ0.23 (p‚äâ<‚äâ0.05). dose escalation decreased crp 0.33‚ä⬱‚äâ0.19‚äâmg/l and increased serum albumin 0.23‚ä⬱‚äâ0.06‚äâg/dl (p‚äâ<‚äâ0.05). surprisingly, disease duration and prior cd surgeries inversely correlated with the need for dose escalation. our results support ust q4 week dose escalation for selected cd patients who fail to achieve remission on standard q8 week dosing. dose escalation improves clinical outcomes, prevents worsening disease severity, and positively impacts crp and albumin levels. together these data indicate that clinicians should attempt q4 week ust dosing in refractory cd patients before switching to an alternative class of biologic therapy.',\n", + " 'to determine the natural history of imaging findings seen on magnetic resonance imaging (mri) of hepatocellular carcinoma (hcc) treated with stereotactic body radiation therapy (sbrt). although arterial hyperenhancement is a key feature of untreated hcc, our clinical experience suggested that tumors that never progressed could still show hyperenhancement. therefore, we undertook a systematic study to test the hypothesis that persistent arterial phase hyperenhancement (aphe) after sbrt is an expected finding that does not suggest failure of treatment. one hundred forty-six patients undergoing sbrt for hcc between january 1, 2007, and december 31, 2015, were screened retrospectively using an institutional review board-approved prospectively maintained registry. inclusion criteria were (1) hcc treated with sbrt, (2) multiphasic mri ‚â§3¬†months before sbrt, (3) up to 1¬†year of follow-up mri post-sbrt, and (4) cirrhosis. the exclusion criterion was ‚â§3¬†months of locoregional therapy to the liver segment containing the sbrt-treated hcc. pre- and post-sbrt mri from up to 3 years were analyzed in consensus by independent pairs of subspecialty-trained radiologists to determine the temporal evolution of major features for hcc and imaging findings in off-target parenchyma. sixty-two patients with 67 hccs (organ procurement and transplantation network imaging criteria [optn] 5a [n¬†=¬†26], optn 5b [n¬†=¬†28], optn 5x [n¬†=¬†7]; liver imaging reporting data system [li-rad]-m [n¬†=¬†4] and lirads-4 [n¬†=¬†2]) were studied. tumor size either decreased (66% [44 of 67]) or remained unchanged (34% [23 of 67]) within the first 12¬†months. post-sbrt aphe was common (58% [39 of 67]). when graded using modified response evaluation criteria in solid tumors at 3 to 6¬†months, 25% (17 of 67) met criteria for complete response and 75% (50 of 67) met criteria for stable disease. sbrt is an effective locoregional treatment option for hcc. persistent aphe is common and does not necessarily indicate viable neoplasm; thus, standard response assessment such as modified response evaluation criteria should be used with caution, particularly in the early phases after sbrt therapy.',\n", + " 'background: exposures to bromethalin rodenticides have increased since restrictions were placed on long acting anticoagulant rodenticide (laar) registrations in 2008. bromethalin works, in part, by uncoupling mitochondrial oxidative phosphorylation. toxicity in humans is not well characterized and no antidote is available. methods: this retrospective observational study analyzed data from the national poison data system (npds). the data set was derived from single substance bromethalin ingestions followed to a known medical outcome that were reported to us poison centers from 01/01/2008 to 12/31/2017. results: there were 2674 bromethalin exposures in the npds database that met inclusion criteria. of these exposures 2227 (83.28%) were pediatric, aged 16 days-12 years. within this population, no effects were seen in 2143 (96.38%) of the exposures, 74 (3.32%) had minor effects, and 10 (0.45%) had moderate effects. no major clinical effects or deaths occurred in pediatric patients, although one patient with a major effect was of unknown age. exposures in patients >12 years encompassed 391 patients aged 13-94 years. no effect was seen amongst 257 (65.73%) of the patients, 100 (25.58%) had minor effects, 23 (5.88%) had moderate effects, nine (2.30%) had major effects, and two (0.51%) patients died. intentional ingestions among these patients accounted for one (0.25%) death and four (1.02%) major effects. case details of the intentional ingestion death suggest the possibility of a miscoded long acting coagulant rodenticide. conclusions: no major effects or deaths were seen in pediatric exposures. a majority of the possible bromethalin exposures involving adults reported to poison centers resulted in minor or no effects, though seizures, death and one questionable case of coagulopathy were documented. this dataset suffers from its retrospective nature, reliance on caller information, selection bias, information bias, and miscoding. it is possible that one or both deaths attributed to bromethalin exposure were not actually due to bromethalin.',\n", + " \"a limited number of publications correlate bidimensional shear-wave elastography (2-d swe) and stages of liver fibrosis in children. to correlate liver elastography values using 2-d swe and liver biopsy classified by knodell-ishak score to evaluate fibrosis in pediatric patients with liver disease, and to propose values of 2-d swe (kpa) correlating with knodell-ishak score, which have not been defined in the literature. we conducted a prospective cross-sectional observational study on the performance of diagnostic tests. between june 2016 and june 2018, elastography was performed in 213 children and young adults who had undergone liver biopsy. b mode, doppler and 2-d swe were performed using an aixplorer (supersonic imagine, aix-en-provence, france). histology samples were classified using the knodell-ishak score. we evaluated performance by assessing sensitivity, specificity, positive predictive value and negative predictive value. to determine cut-off points for the continuous variables, we used receiver operating characteristic (roc) curves. all the cutoff values we established apply only to the supersonic aixplorer system. measurement with 2-d swe was successful, with a good correlation with fibrosis stage. the area under the curve (auc) to differentiate between early (stages 1-2) and moderate (stages 3-4) fibrosis was 0.91 (95% confidence interval [ci]: 0.87-0.96), with a sensitivity of 92% and specificity of 86%, with a cutoff value 12¬†kpa (2¬†m/s). the auc of severe fibrosis (early stages of cirrhosis; stage 5) was 0.95 (95% ci: 0.92-0.97), with a sensitivity of 94% and specificity of 90%, with a cutoff value 18.5¬†kpa (2.48¬†m/s). in two patients with hematopoietic stem cell transplantation and suspicion of graft versus host disease we found high 2-d swe values in correlation with the fibrosis stages (stage 0 with a median of 13¬†kpa [2.08¬†m/s] with hemosiderosis grade 2 in one child and stage 2 with a median of 46¬†kpa [3.91¬†m/s] and hemosiderosis grade 4 in the other). our study shows the usefulness and accuracy of 2-d swe for detecting liver fibrosis in pediatric patients. we propose reference values for knodell-ishak stages 1 and 5. we found hemosiderosis as a possible confounding factor that hasn't been described with 2-d swe.\",\n", + " 'to assess the long-term safety of discontinuation of secondary anti-pneumocystis prophylaxis in hiv-infected adults treated with antiretroviral combination therapy and who have a sustained increase in cd4 cell counts. prospective observational multicentre study. the incidence of p. jirovecii pneumonia after discontinuation of secondary prophylaxis was studied in 78 hiv-infected patients on antiretroviral combination therapy after they experienced a sustained increase in cd4 cell counts to at least 200 x 10(6) cells/l and 14% of total lymphocytes measured twice at least 12 weeks apart. secondary prophylaxis was discontinued at a median cd4 cell count of 380 x 10(6) cells/l. the median follow-up period after discontinuation of secondary prophylaxis was 40.2 months, yielding a total of 235 person-years of follow-up. no cases of recurrent p. jirovecii pneumonia occurred during this period. the incidence was thus 0 per 100 person-years with a 95% upper of confidence limit of 1.3 cases per 100 patient-years. discontinuation of secondary prophylaxis against p. jirovecii pneumonia is safe even in the long term in patients who have a sustained immunologic response on antiretroviral combination therapy.',\n", + " \"we report an observational study to evaluate the efficacy and tolerability of duloxetine for interstitial cystitis. a total of 48 women were prospectively treated for 2 months following an uptitration protocol to the target dose of 2 x 40 mg duloxetine per day. patients received the target dose for 5 weeks. the efficacy of duloxetine treatment was assessed at week 8. the primary end point was a change in the overall well-being evaluated by a patient reported global response assessment. secondary end points were changes in pain and urgency (visual analog scales), frequency and functional bladder capacity (48-hour voiding log), and changes in overall symptom severity (o'leary-sant index). there were 5 patients (10.4%) who were identified as responders and 17 patients (35.4%) who dropped out of the study exclusively due to side effects, with nausea present in all dropouts. no severe adverse events were reported. all 5 responders reported onset of symptom improvement but not until they had reached the target dose. regarding secondary outcome parameters, duloxetine treatment did not result in statistically significant improvement of symptoms. maximum urinary flow rate and residual volume were influenced more prominently in patients at the target dose, however, the changes did not appear to be clinically meaningful. treatment of interstitial cystitis with duloxetine did not result in significant improvement of symptoms. the drug administration was safe but the tolerability of the drug was poor mainly due to nausea occurring with the starting dose of 20 mg per day. based on the preliminary data of this observational trial we currently cannot recommend duloxetine as a therapeutic approach for interstitial cystitis.\",\n", + " 'to assess long-term safety and efficacy of stiripentol as an antiepileptic medication for people with dravet syndrome. a prospective, observational open-label study (2003-2015) of the efficacy and long-term safety of stiripentol in patients with dravet syndrome and ongoing seizures. frequency of generalized tonic-clonic seizures, focal seizures, status epilepticus, and adverse events were recorded. forty-one patients started stiripentol, with median age at enrolment 5 years 7 months (range 11mo-22y) and median duration of treatment 37 months (range 2-141mo). twenty out of 41 patients had greater than or equal to 50% long-term reduction in frequency of generalized tonic-clonic seizures. frequency of focal seizures was decreased by greater than or equal to 50% in 11 out of 23 patients over the long-term. frequency of status epilepticus was decreased by 50% or more in 11 out of 26 patients. the most common adverse events were anorexia, weight loss, sedation, and behavioural changes. one patient had worsening of absence and myoclonic seizures. another developed recurrent pancreatitis on concurrent valproate. stiripentol improves long-term seizure frequency in approximately 50% of patients with dravet syndrome, when used as part of unrestricted polytherapy. long-term use appears safe. in more than 40% of patients, episodes of status epilepticus markedly decrease after stiripentol initiation. what this paper adds frequency of status epilepticus is reduced in 40% of patients with dravet syndrome after stiripentol initiation. stiripentol is effective for generalized tonic-clonic and focal seizures. stiripentol can be safely used with a range of antiepileptic drugs.',\n", + " 'alpha 1 antitrypsin deficiency (at) is an autosomal recessive disease associated with chronic liver disease in adults and children and emphysema in adults. the disease is one of the most common inherited disorders of the caucasian population of north europe and north america and is the most common genetic reason for pediatric orthotopic liver transplantation (oltx), although it is a rare indication in adults. the natural history of the disease is unpredictable and the pathogenesis of the liver injury unclear. thirty-five patients with histologically apparent alpha 1 at accumulation in the liver (22 adults, 13 children) have been transplanted in this center. clinical features were correlated with the pretransplant phenotype, serum alpha 1 antitrypsin levels and potential precipitating factors. all children were pizz homozygotes, most of whom had presented with neonatal hepatitis. the majority of adult patients were heterozygotes presenting with portal hypertension and liver cirrhosis. current one-year posttransplant survival figures are 73% for adults and 87.5% for children. replacement of the cirrhotic liver results in acquisition of the donor phenotype, a rise in serum levels of alpha 1 antitrypsin, and apparent prevention of associated disease.',\n", + " 'prior longitudinal observational studies have examined the practice patterns and outcomes of anaemia management, including the use of erythropoiesis-stimulating agents (esas). several dimensions of effectiveness remain unaddressed; especially considering the revised esa label (target hb levels between 10 and 12¬†g/dl), the recently published treat study, and the european approval of the first esa biosimilar (hx575). anecdotal evidence suggests that patient outcomes are influenced by physician-related variables and whether anaemia management is congruent with practice guidelines, but this has not been studied systematically. monitor-ckd5 is an international, prospective, observational, pharmacoepidemiological study evaluating the multi-level factors and outcomes of treatment with hx575 for renal anaemia in haemodialysis patients. driven by a novel, integrated, multi-focal framework for post-approval observational studies, it examines determinants of response at both the patient and the physician level; integrates an advocated statistical methodology here to fore used mainly in the social and behavioural sciences; assesses factors potentially predictive of a poor treatment response; and evaluates the extent to which treatment is congruent with evidence-based guidelines, good practice evidence, and the revised esa label. this pan-european study will recruit at least 1,000 patients from a minimum of 75 centres, and follow them for up to 24¬†months following initiation of anaemia management with biosimilar epoetin alfa. monitor-ckd5 will not only study the core issues addressed by prior observational studies but also aims to take knowledge discovery a step further by assessing outcomes across varying cohorts of patients, and examining the impact of evidence-based practice on clinical outcomes, differentiating, in the process, between physician-level and patient-level determinants. ',\n", + " 'idiosyncratic drug-induced liver injury (dili) caused by xenobiotics (drugs, herbals and dietary supplements) is an uncommon cause of liver disease presenting with a wide range of phenotypes and disease severity, acute hepatitis mimicking viral hepatitis to autoimmune hepatitis, steatosis, fibrosis or rare chronic vascular syndromes. disease severity ranges from asymptomatic liver test abnormalities to acute liver failure. dili has been traditionally classified in predictable or intrinsic (dose-related) or unpredictable (not dose-related) mechanisms. few prospective studies are assessing the real prevalence and incidence of hepatotoxicity in the general population. dili registries represent useful networks used for the study of liver toxicity, aimed at improving the understanding of causes, phenotypes, natural history, and standardized definitions of hepatotoxicity. although most of the registries do not carry out population-based studies, they may provide important data related to the prevalence of dili, and also may be useful to compare features from different countries. with the support of the spanish registry of hepatotoxicity, our latin american registry (latindili) was created in 2011, and more than 350 dili patients have been recruited to date. this position paper describes the more frequent drugs and herbs-induced dili in latin america, mainly focusing on several features of responsible medicaments. also, we highlighted the most critical points on the management of hepatotoxicity in general and those based on findings from our latin american experience in particular.',\n", + " 'if blood products are not available, current military guidelines recommend a hetastarch bolus (hex, hextend 6% hetastarch in lactated electrolyte buffer, www. hospira.com) for initial treatment of hypovolemic shock in the field. we previously reported that a hex bolus plus standard of care (soc = crystalloid plus blood products) was safe during initial resuscitation in 1714 trauma patients. this study tests the hypothesis that hex+soc is more effective than soc alone for volume expansion in trauma patients requiring urgent operation. from july 2009 to august 2010, the records from all adults who required emergency surgery within 4 hours of admission were screened for a retrospective cohort observational study. burns, and those with primary neurosurgical or orthopedic indications, were excluded. the study population was comprised of 281 patients with blunt (n = 72) or penetrating (n = 209) trauma; 141 received soc and 140 received soc+hex in the emergency room only (er, n = 81) or the er and operating room (or, n = 59). each case was reviewed with waiver of consent. after penetrating injury, with soc, the injury severity score was 17 and mortality was 12%; the corresponding values in the hex(er) and hex(or) groups were 19?21 and 8%, but these apparent differences did not reach significance. however, in patients receiving hex, initial heart rate was higher, base deficit was lower, and hematocrit was lower (consistent with relative hypovolemia), even though blood product requirements were reduced, and urine output was greater (all p < 0.05). these effects were absent in patients with blunt trauma. platelet consumption was higher with hex after either penetrating (p = 0.004) or blunt trauma (p = 0.045), but coagulation tests were unchanged. hex is safe for initial resuscitation in young patients who required urgent operation after penetrating trauma, but there was no apparent effect after blunt trauma. a bolus of hex reduced transfusion requirements without inducing coagulopathy or causing renal dysfunction, but a randomized controlled trial is necessary to eliminate the possibility of selection bias.',\n", + " \"peripheral t-cell lymphomas (ptcl) are a heterogeneous group of non-hodgkin's lymphomas with poor clinical outcomes. pralatrexate showed efficacy and safety in recurrent or refractory ptcls. the purpose or this study was to investigate the efficacy and safety of pralatrexate in relapsed or refractory ptcls in real-world practice. this was an observational, multicenter, retrospective analysis. between december 2012 and december 2016, a total of 38 patients with relapsed or refractory ptcls were treated with pralatrexate at 10 tertiary hospitals in korea. patients received an intravenous infusion of pralatrexate at a dose of 30‚äâmg/m2/week for 6 weeks on a 7-week schedule. modified dosing and/or scheduling was allowed according to institutional protocols. median patient age was 58 years (range, 29-80 years) and the most common subtype was peripheral t-cell lymphoma, not otherwise specified (n‚äâ=‚äâ23, 60.5%). the median dosage of pralatrexate per administration was 25.6‚äâmg/m2/wk (range, 15.0-33.0‚äâmg/m2/wk). in intention-to-treat analysis, 3 patients (7.9%) showed a complete response and 5 patients (13.2%) showed a partial response, resulting in an overall response rate (orr) of 21.1%. the median duration of response was 7.6 months (range, 1.6-24.3 months). the median progression-free survival (pfs) was 1.8 months (95% confidence interval [ci], 1.7-1.8 months) and the median overall survival was 7.7 months (95% ci, 4.4-9.0 months). the most common grade 3/4 adverse events were thrombocytopenia (n‚äâ=‚äâ13, 34.2%), neutropenia (n‚äâ=‚äâ7, 23.7%), and anemia (n‚äâ=‚äâ7, 18.4%). our study showed relatively lower orr and shorter pfs in patients with recurrent or refractory ptcls treated with pralatrexate in real-world practice. the toxicity profile was acceptable and manageable. we also observed significantly lower dose intensity of pralatrexate in real-world practice.\",\n", + " 'to determine predictors of mortality and morbidity in extremely low birth weight neonates (elbw) from a developing country. prospective observational study. level iii neonatal unit in northern india. neonates <1000 g born and admitted to intensive care during study period were enrolled. they were analyzed based on survival and development of major morbidity. multivariable logistic regression model was used to determine independent risk factors. mortality and major morbidity (one or more of the following: bronchopulmonary dysplasia (bpd), retinopathy of prematurity (rop) requiring laser, grade iii or iv intraventricular hemorrhage (ivh), periventricular leukomalacia (pvl) and necrotizing enterocolitis (nec) stage iii) during hospital stay. of 255 elbw neonates born, 149 received optimal care, of which 78 (52%) survived and 57 (39%) developed morbidities. mean birth weight and gestational age were 29.1¬±2.6 weeks and 843¬±108 g. major causes of mortality were sepsis (46%), birth asphyxia (20%) and pulmonary hemorrhage (19%). birth weight <800 g [or (95% ci)-3.51 (1.39-8.89), p=0.008], mechanical ventilation [4.10 (1.64-10.28), p=0.003] and hypotensive shock [10.75 (4.00-28.89), p<0.001] predicted mortality while birth weight <800 g [3.75 (1.47-9.50), p=0.006], lack of antenatal steroids [2.62 (1.00-6.69), p=0.048), asphyxia [4.11 (1.45-11.69), p=0.008], ventilation [4.38 (1.29-14.79), p=0.017] and duration of oxygen therapy [0.004 (1.001-1.006), p=0.002] were the predictors of major morbidities. low birth weight, mechanical ventilation and hypotensive shock predicted mortality in elbw neonates while low birth weight, lack of antenatal steroids, birth asphyxia, ventilation and duration of oxygen therapy were predictors for major morbidity.',\n", + " 'the national comprehensive cancer network (nccn) guidelines suggest the use of inhibitors of mammalian target of rapamycin (mtor), such as temsirolimus and everolimus, as first- and second-line therapy, respectively, for advanced or metastatic renal cell carcinoma (mrcc). however, adherence to this recommendation in clinical practice and the use of these 2 agents in mrcc is unknown. we determined the prescribing patterns of temsirolimus and everolimus in a retrospective longitudinal cohort study of patients with mrcc receiving clinical care within the us oncology network. outpatient health care use in patients with mrcc was derived for the categories of laboratory visits, acute care visits, minor procedures, radiation therapy, drug/medication use, and other services. among 462 patients with mrcc, 144 (31%) were treated with everolimus and 318 (69%) were treated with temsirolimus. the use of temsirolimus vs. everolimus as first-, second-, and third-line therapy was 50.7% vs. 16.7%, 30.1% vs. 42.1%, and 19.3% vs. 83.2%, respectively. despite similarities in disease stage and demographic features, compared with temsirolimus, everolimus use was independently associated with lower use of outpatient health care resources, regardless of the line of therapy. notwithstanding the potential limitation that this was an observational retrospective study, our results indicate that everolimus results in substantial savings in the use of resources relative to temsirolimus. in a large geographically dispersed network of community-based oncology practices, both of these agents are used frequently outside of nccn guidelines. a direct comparison of the efficacy and costs of everolimus vs. temsirolimus for mrcc is warranted.',\n", + " 'to analyse and compare procalcitonin (pct) and c-reactive protein (crp) as tools for detecting bacterial meningitis (bm) in the elderly (>74 years of age). a prospective, observational, descriptive, analytical study of 220 consecutive patients aged ‚â•1year and diagnosed with acute meningitis in an emergency department between september 2009 and july 2014. a total of 220 patients (136 [62%] male) were studied. the mean age was 30¬±26years, with bm being diagnosed in 17/83 patients from 1 to 14years of age, 32/111 from 15 to 74years of age, and 17/26 patients ‚â•75years of age. pct had the highest area under the receiver operating characteristic curve (auc) (0.972; 95%ci, 0.946-0,998; p<.001) to predict bacterial meningitis. with a cut-off of ‚â•0.52ng/ml, pct achieved 93% sensitivity and 86% specificity, and for patients over 75years of age 96% sensitivity and 75% specificity, with the same auc (0.972). the auc for crp was 0.888, and a ‚â•54,4mg/l cut-off achieved 91% sensitivity and 78% specificity, and for patients over 75years of age an auc of only 0.514 achieved with 97% sensitivity and 43% specificity. for all patients with acute meningitis in the emergency department, pct has a high diagnostic power, outperforming crp and leukocytes for detection of bacterial etiology, but cpr is of not useful in the elderly.',\n", + " \"an estimated 2 million inhabitants are infected with chagas disease in mexico, with highest prevalence coinciding with highest demographic density in the southern half of the country. after vector-borne transmission, trypanosoma cruzi is principally transmitted to humans via blood transfusion. despite initiation of serological screening of blood donations or donors for t. cruzi since 1990 in most latin american countries, mexico only finally included mandatory serological screening nationwide in official norms in 2012. most recent regulatory changes and segmented blood services in mexico may affect compliance of mandatory screening guidelines. the objective of this study was to calculate the incremental cost-effectiveness ratio for total compliance of current guidelines from both mexican primary healthcare and regular salaried worker health service institutions: the secretary of health and the mexican institute for social security. we developed a bi-modular model to analyze compliance using a decision tree for the most common screening algorithms for each health institution, and a markov transition model for the natural history of illness and care. the incremental cost effectiveness ratio based on life-years gained is us$ 383 for the secretary of health, while the cost for an additional life-year gained is us$ 463 for the social security institute. the results of the present study suggest that due to incomplete compliance of mexico's national legislation during 2013 and 2014, the moh has failed to confirm 15,162 t. cruzi infections, has not prevented 2,347 avoidable infections, and has lost 333,483 life-years. although there is a vast difference in t. cruzi prevalence between bolivia and mexico, bolivia established mandatory blood screening for t.cruzi in 1996 and until 2002 detected and discarded 11,489 t. cruzi -infected blood units and prevented 2,879 potential infections with their transfusion blood screening program. in the first two years of mexico's mandated program, the two primary institutions failed to prevent due to incomplete compliance more potential infections than those gained from the first five years of bolivia's program. full regulatory compliance should be clearly understood as mandatory for the sake of blood security, and its monitoring and analysis in mexico should be part of the health authority's responsibility.\",\n", + " 'the impact of intravenous bisphosphonate treatment to treat painful vertebral fractures in boys with dmd has not been documented. in this retrospective observational study of seven boys, 2 years of intravenous bisphosphonate therapy was associated with back pain improvement and stabilization or increases in the height ratios of fractured vertebrae. boys with duchenne muscular dystrophy (dmd) are at risk for vertebral fractures. we studied the impact of intravenous bisphosphonate therapy for the treatment of painful vertebral fractures in dmd. this was a retrospective observational study in seven boys with dmd (median 11.6 years, range 8.5 to 14.3) treated with intravenous pamidronate (9 mg/kg/year) or zoledronic acid (0.1 mg/kg/year) for painful vertebral fractures. at baseline, 27 vertebral fractures were evident in the seven boys. after 2 years of bisphosphonate therapy, 17 of the fractures had an increase in the most severely affected vertebral height ratio, 10 vertebrae stabilized, and none showed a decrease in height ratio. back pain resolved completely (n = 3) or improved (n = 4). the median change in lumbar spine volumetric bone mineral density z-score was 0.5 standard deviations (interquartile range, -0.3 to 1.7). two boys had three incident vertebral fractures in previously normal vertebral bodies that developed over the observation period. there was a decline in the trabecular bone formation rate on trans-iliac bone biopsy but no evidence of osteomalacia. first-dose side effects included fever and malaise (n = 4), hypocalcemia (n = 2), and vomiting (n = 1); there were no side effects with subsequent infusions. intravenous bisphosphonate therapy was associated with improvements in back pain and stabilization to improvement in vertebral height ratios of previously fractured vertebral bodies. at the same time, such therapy does not appear to completely prevent the development of new vertebral fractures in this context.',\n", + " 'a one-year prospective, observational study was conducted in the west of france, to evaluate the epidemiology of candidemia. during the year 2004, each patient with at least one blood culture yielding candida sp. was included. for each episode of candidemia, mycological, demographical, clinical, and therapeutic data, as well as outcome, were collected. one hundred and ninety-three strains of candida sp. were isolated in 186 patients, candida albicans accounting for 54.9%, candida glabrata for 18.7%, candida parapsilosis for 12.9%, candida tropicalis for 4.7% and candida krusei for 4.1% of these isolates. a percentage of 84% of the candida isolates were fully susceptible to fluconazole in vitro. dose-dependent susceptibility or resistance to fluconazole was detected in more than one third of the candida glabrata strains, of which 36% were also resistant to voriconazole. two-thirds of the patients were males, and the mean age was 61.5 years. a percentage of 37% of patients were hospitalized in intensive care units. the main predisposing factors for candidemia were broad-spectrum antibiotics (75.8%), central venous catheter (72.6%), cancer or hematologic malignancy (47.3%), recent surgery (42.5%), total parenteral nutrition (37.6%). one hundred and fifty-four patients were treated with antifungal therapy, two-thirds of whom received fluconazole as first-line agent. mortality was 49% overall, and was significantly higher in case of septic shock, advanced age, and absence of catheter removal.',\n", + " 'to describe the results of the off-label use of eltrombopag in patients with solid tumors and thrombocytopenia that limits chemotherapy. retrospective observational study including all patients with solid tumors who were treated with eltrombopag for thrombocytopenia during the chemotherapy treatment between january 2012 and december 2014. six patients, with solid tumors and thrombocytopenia that limits chemotherapy treatment, received eltrombopag during the study and it was observed a decrease in the delay of chemotherapy cycles (4.83 ¬± 4.79 delayed cycles before starting eltrombopag vs 2.50 ¬± 4.32 delayed cycles during the treatment with eltrombopag, p=0.492) and an increase in the percentage of administrated dosage (89.29 ¬± 13.36% vs 91.43 ¬± 10.69%, p=0.682). also, there was an increase in platelet nadir (55.29 ¬± 16.45x10‚åπ/l vs 76.14 ¬± 36.38x10‚åπ/l, p=0.248) without platelet transfusion support in any patient during treatment with eltrombopag. eltrombopag has resulted to be an alternative in the treatment of patients with thrombocytopenia that limits chemotherapy, clinical trials with more number or patients are needed to confirm these results.',\n", + " 'historically, surgical correction has been the treatment of choice for benign biliary strictures (bbs). self-expandable metallic stents (mss) have been useful for inoperable malignant biliary strictures; however, their use for bbs is controversial and their natural history unknown. to test our hypothesis that mss provide only short-term benefit, we examined the long-term outcome of mss for the treatment of bbs. our goal was to develop a rational approach for treating bbs. between july 1990 and december 1995, 15 patients had mss placed for bbs and have been followed up for a mean of 86.3 months (range, 55-120 months). the mean age of the patients was 66.6 years and 12 were women. stents were placed for surgical injury in 5 patients and underlying disease in 10 patients (lithiasis, 7; pancreatitis, 2; and primary sclerosing cholangitis, 1). one or more mss (gianturco-rosch \"z\" for 4 patients and wallstents for 11 patients) were placed by percutaneous, endoscopic, or combined approaches. we considered patients to have a good clinical outcome if the stent remained patent, they required 2 or fewer invasive interventions, and they had no biliary dilation on subsequent imaging. metallic stents were successfully placed in all 15 patients, and the mean patency rate was 30.6 months (range, 7-120 months). five patients (33%) had a good clinical result with stent patency from 55 to 120 months. ten patients (67%) required more than 2 radiologic and/or endoscopic procedures for recurrent cholangitis and/or obstruction (range, 7-120 months). five of the 10 patients developed complete stent obstruction at 8, 9, 10, 15, and 120 months and underwent surgical removal of the stent and bilioenteric anastomosis. four of these 5 patients had strictures from surgical injuries. the patient who had surgical removal 10 years after ms placement developed cholangiocarcinoma. surgical repair remains the treatment of choice for bbs. metallic stents should only be considered for poor surgical candidates, intrahepatic biliary strictures, or failed attempts at surgical repair. most patients with mss will develop recurrent cholangitis or stent obstruction and require intervention. chronic inflammation and obstruction may predispose the patient to cholangiocarcinoma.',\n", + " 'intracranial germ cell tumours (gcts) are a rare and diverse group of tumours. histology determines the type of treatment, natural history and prognosis. germinoma gcts account for the majority and are very radiosensitive. conversely, non-germinoma gcts (nggcts) are heterogeneous, relatively radioresistant and have a high risk of relapse despite multimodality therapy. treatment of recurrence in these patients remains a therapeutic challenge. in this report we review the current literature for treatment of recurrent nggcts and present a case of recurrent nggct who relapsed despite autologous stem cell transplant (asct). the patient was successfully cured using multimodality therapy, consisting of repeat asct, intensity modulated radiation therapy and stereotactic radiosurgery.',\n", + " 'although flow cytometry (fcm) is used to evaluate cell surface markers of various leucocyte populations quantitatively, little is known about the usefulness of fcm in lymphoproliferative disorders of the ocular adnexa. the aim of this study was to disclose results of fcm, which were compared among igg4-related ophthalmic disease (igg4-rod), idiopathic orbital inflammation (ioi), and extranodal marginal zone b-cell lymphoma (emzl). this is a retrospective observational study. sixty-nine tumors comprising of 16 igg4-rod, 24 ioi, and 29 emzl were enrolled in the study. all tumors, surgically excised, were diagnosed based on histopathology, immunoglobulin (ig) heavy chain gene rearrangement, and fcm. in fcm, the percentage of t-cell markers (cd2, cd3, cd4, cd5, cd7, cd8), b-cell markers (cd10, cd19, cd20, cd23), nk cell marker (cd56) and cell surface kappa/lambda was searched based on medical records. ig light chain restriction was evaluated from results in kappa/lambda deviation by fcm. the percentage of cd2, cd3, cd4, cd7, and cd10 was significantly higher in igg4-rod/ioi than emzl (p<0.05 in every factor). in contrast, cd19 and cd20 percentages were significantly greater in emzl than igg4-rod/ioi (p<0.01). there was no significant difference in any marker between igg4-rod and ioi. kappa-positive cells were significantly greater in emzl than igg4-rod/ioi (p<0.05). in kappa/lambda deviation, false-positive was noted in 3 (7.5%) benign igg4-rod/ioi and false-negative was observed in 10 (34.5%) emzl cases. sensitivity and specificity of ig light chain restriction were 65.5 and 92.5%, respectively. analyses of cell surface markers using fcm were useful in differentiating emzl from igg4-rod/ioi. sensitivity of ig light chain restriction was relatively low in diagnosis of emzl using fcm.',\n", + " 'to investigate the possibility of nephrinuria as a screening tool for the risk of pre-eclampsia (pe). prospective observational study. a single university hospital. changes in urinary nephrin:creatinine ratio (ncr, ng/mg) and protein:creatinine ratio (pcr, mg/mg) in pregnancy were determined. significant proteinuria in pregnancy (spip) was defined as pcr>0.27. pe was diagnosed in women with both spip and hypertension. 89 pregnant women in whom neither hypertension nor spip was present at enrolment, providing 31, 125 and 93 random urine samples during first, second and third trimesters, respectively. pe developed in 14 of the 89 women. ncr increased with increasing pcr in 14 women with pe (correlation coefficient, 0.862; p<0.0001). in contrast, ncr did not change significantly despite significant increases in pcr in 75 women with normotensive pregnancies defined as neither spip nor hypertension, indicating that there was little increase in nephrinuria over the physiological range of proteinuria in pregnancy. relative risk of later development of pe among asymptomatic second and third trimester women with ncr (ng/mg) >122 (95th centile value for 75 women with normotensive pregnancies) was 5.93 (95% ci 2.59 to 13.6; 60% (6/10) vs 10% (8/79)) and 13.5 (95% ci 3.31 to 55.0; 75% (6/8) vs 5.5% (2/36)), respectively, compared with women with ncr‚â§122 at that time. nephrinuria was unlikely to increase in normal pregnancy. a certain ncr cut-off may efficiently differentiate women at higher risk of pe.',\n", + " 'tetralogy of fallot (tof) is the most common form of cyanotic congenital heart disease. today, we are faced with an increasing number of patients with residual pulmonary regurgitation (pr) late after tof repair. the right ventricular (rv) volumes and function are among the most important factors influencing clinical decision-making. cardiac magnetic resonance (cmr) is the gold standard method for the quantitative assessment of the rv function; it is, however, expensive for routine clinical follow-up and sometimes is contraindicated. we sought to evaluate the rv systolic function via cmr and compare it with doppler-derived strain(s) and strain rate (sr) imaging in patients with repaired tof. in an observational cross-sectional study, 70 patients (22 women, mean age=22¬±4.9 years) late after tof repair with severe pr were evaluated. peak systolic strain and sr in the basal, mid, and apical segments of rv free wall (rvfw) were measured and compared with the rv function measured in the short-axis cine mr. associations between rvef and s/sr, investigated by ordinal logistic regression models. significant association was observed between rv function and mean s of all the three segments of the rvfw segments [or (ci95%): 1.17 (1.05-1.31)]. association between rv function and mean sr of all the three segments of the rvfw segments was borderline significant [or (ci95%): 1.7 (0.97-2.93)]. there was a significant correlation between the doppler-derived mean strain of rvfw and the rv function measured by cmr in adults late after tof repair. these quantitative methods improved the assessment of the rv function and served as an additional method to follow up patients with contraindications to cmr.',\n", + " 'to estimate the incidence of syphilis from 2010 to 2014 and to assess whether contact tracing has been performed. observational cross-sectional study. data on reported cases were collected from the national register of the chief medical officer in greenland. unreported cases were found by searching the electronic medical record system for patients who had received an electronic prescription of benzathine penicillin, doxycycline or tetracycline. medical records were reviewed to verify the diagnosis of syphilis and to evaluate if contact tracing had been performed. ninety-four cases of syphilis (51 males and 43 females) with a median age of 27 years (20-40) were included. the incidence of syphilis in greenland has increased from zero cases in 2010 to 95.7 per 100,000 inhabitants in 2014 affecting mainly young people. contact tracing was performed in 80.9% (76/94) of the cases. syphilis has re-occurred in greenland and a new epidemic may be underway. sustained awareness of treatment, contact tracing, monitoring and preventive initiatives are desirable.',\n", + " 'neuromyelitis optica spectrum disorders (nmosd) are immune-mediated inflammatory disorders of the central nervous system involving astrocytes, b lymphocytes, anti-aquaporin 4, and such inflammatory mediators as interleukin-6. several immunosuppressants are used in their treatment. tocilizumab, an interleukin-6 receptor antagonist, may be a treatment option. we performed an observational, retrospective study analysing parameters of effectiveness (annualised relapse rate, disability, and radiological progression) and safety of tocilizumab in patients with nmosd in whom previous immunosuppressant treatment had failed. we aimed to evaluate the effectiveness and safety of tocilizumab in clinical practice in patients with nmosd not responding to other immunosuppressants. five patients with nmosd were analysed. sixty percent of patients were women; mean age at diagnosis was 50¬±5.3 years and mean progression time was 4.5¬±3.6 years. previously administered immunosuppressants were rituximab (in all 5), cyclophosphamide (2), and azathioprine (1). mean time of exposure to tocilizumab was 2.3¬±1 years. mean annualised relapse rate was 1.8¬±1.3 in the year prior to the introduction of tocilizumab and 0.2¬±0.4 the year after (p¬†<.05), representing a reduction of 88.9%. in our experience, tocilizumab is safe and effective in patients with nmosd showing no response to other immunosuppressants.',\n", + " 'previous literature has not compared prescribing practices of iv immunoglobulin in medical icu survivors and nonsurvivors. the objective of this study was to study iv immunoglobulin use in patients admitted to a medical icu evaluating differences between hospital survivors and nonsurvivors in regards to level of evidence supporting use, prescribing patterns, and cost. retrospective, observational study. single, academic medical center medical icu. adults who received greater than or equal to 1 dose of iv immunoglobulin during their medical icu admission from 2011 to 2018. prescribing patterns, level of evidence supporting use, and cost. a total of 389 patients received greater than or equal to 1 dose of iv immunoglobulin for 46 discrete indications and 36.5% of indications had low-quality data supporting use of iv immunoglobulin. the primary indication for iv immunoglobulin was hypogammaglobulinemia (35.5%) followed by antibody-mediated lung transplant rejection (15.4%). nonsurvivors received lower median dosing (g/kg) and number of doses compared with survivors (0.4‚äâg/kg [0.4-1‚äâg/kg] vs 0.5‚äâg/kg [0.4-1‚äâg/kg] [p = 0.0003] and 1.0 [1-2] vs 2 [1-3] doses [p = 0.0001], respectively). dosing was based on ideal body weight in 258 patients (66%). high-quality data supported iv immunoglobulin use in 15 patients (4%). the median cost per dose of iv immunoglobulin in nonsurvivors was $4,893 ($4,078-$8,155) versus $5,709 ($4,078-$10,602) in survivors (p = 0.04). iv immunoglobulin is prescribed for many indications in the medical icu with low-quality evidence supporting its use and dosing regimens are variable. hospital survivors received a higher dose and greater number of doses of iv immunoglobulin compared with nonsurvivors. national guidelines are needed to help inform iv immunoglobulin utilization and reduce healthcare costs.',\n", + " 'antibiotic safety is a major determinant in osteomyelitis therapy. limited data is available describing the long-term safety and efficacy of daptomycin. the safety population was drawn from core 2005 and 2006, a retrospective, observational, multicenter study. clinically evaluable patients received >3 days of daptomycin appropriately adjusted for renal function. three hundred twenty-seven patients were evaluated for safety; 188 (57%) >or=6 mg/kg, 139 (43%) <6 mg/kg. thirty-one (10%) patients experienced adverse events possibly related to daptomycin and the incidence was similar regardless of dose. no difference was observed in the rate of creatine phosphokinase elevations by dose. a trend toward higher improved rates was noted in patients receiving a final dose of >or=6mg/kg (96% vs. 90%, p=0.08). daptomycin appeared well-tolerated at doses of 6 mg per kg or greater which were associated with greater clinical improvement. these results require verification via a prospective clinical trial.',\n", + " 'patients with renal graft dysfunction constitute an increasingly prevalent group of end-stage kidney disease (eskd) patients that require dialysis therapy. these patients have special characteristics that set them apart from the eskd general population. the aim of this study was to analyse the clinical condition and evolution of patients entering dialysis with a failed kidney graft at the time of restarting dialysis and over a year of therapy according to the k/doqi guidelines, and to compare them with incidental patients with end-stage kidney disease. we also investigated whether the modality of kidney replacement therapy may determine the clinical improvement of transplant patients. this is a retrospective observational study of 106 patients with eskd followed up in the ramon y cajal hospital. they were classified in two groups. group one was made up of 50 failed native kidney patients who started dialysis between 2000 and 2009. group two was comprised of 56 transplant patients with graft dysfunction who returned to dialysis between 1997 and 2009. we studied parameters of kidney function, anaemia, calcium-phosphorus metabolism, cardiovascular risk factors and nutritional status at the time both groups started on dialysis and one year later. both groups had a similar clinical status at the time they started on dialysis in most of the parameters analysed with the exception of anaemia. this was more severe in transplant patients, despite the fact that transplant patients received a higher dose of erythropoietin than non-transplant patients. one year later the main difference between both groups was the residual kidney function rate, higher in non-transplant patients. there were no significant differences in the parameters analysed in patients with a failed graft according to the modality of kidney replacement therapy. failed transplant patients start dialysis with more severe anaemia than patients entering dialysis for the first time. twelve months later both groups present a similar clinical condition with the exception of residual kidney function, higher in failed native kidney patients. the method of dialysis treatment after kidney transplant failure did not have a bearing on the clinical improvement of our patients.',\n", + " 'although ataxia is by definition the prominent symptom of ataxia disorders, there are various neurological signs that may accompany ataxia in affected patients. reliable and quantitative assessment of these signs is important because they contribute to disability, but may also interfere with ataxia. therefore we devised the inventory of non-ataxia signs (inas), a list of neurological signs that allows determining the presence and severity of non-ataxia signs in a standardized way. inas underwent a rigorous validation procedure that involved a trial of 140 patients with spinocerebellar ataxia (sca) for testing of inter-rater reliability and another trial of 28 sca patients to assess short-term intra-rater reliability. in addition, data of the ongoing eurosca natural history study were used to determine the reproducibility, responsiveness and validity of inas. inter-rater reliability and short-term test-retest reliability was high, both for the total count and for most of the items. however, measures of responsiveness, such as the smallest detectable change and the clinically important change were not satisfactory. in addition, inas did not differentiate between subjects that were subjectively stable and those that worsened in the 2-year observation period. in summary, inas and inas count showed good reproducibility, but unsatisfactory responsiveness. the present analysis and published data from the eurosca natural history study suggest that inas is a valid measure of extracerebellar involvement in progressive ataxia disorders. as such, it is useful as a supplement to the measures of ataxia, but not as a primary outcome measure in future interventional trials.',\n", + " 'multiple sclerosis (ms) is a heterogeneous disorder with a progressive course that is difficult to predict on a case-by-case basis. natural history studies of ms have demonstrated that age influences clinical progression independent of disease duration. to determine whether age would be associated with greater cns injury as detected by magnetization transfer mri. forty ms patients were recruited from out-patient clinics into two groups stratified by age but with similar clinical disease duration as well as thirteen controls age-matched to the older ms group. images were segmented by automated programs and blinded readers into normal appearing white matter (nawm), normal appearing gray matter (nagm), and white matter lesions (wmls) and gray matter lesions (gmls) in the ms groups. wml and gml were delineated on t2-weighted 3d fluid-attenuated inversion recovery (flair) and t1 weighted mri volumes. mean magnetization transfer ratio (mtr), region volume, as well as mtr histogram skew and kurtosis were calculated for each region. all mtr measures in nagm and mtr histogram metrics in nawm differed between ms subjects and controls, as expected and previously reported by several studies, but not between ms groups. however, mtr measures in the wml did significantly differ between the ms groups, in spite of no significant differences in lesion counts and volumes. despite matching for clinical disease duration and recording no significant wml volume difference, we demonstrated strong mtr differences in wmls between younger and older ms patients. these data suggest that aging-related processes modify the tissue response to inflammatory injury and its clinical outcome correlates in ms.',\n", + " 'glioblastoma multiforme (gbm) is a devastating disease without cure. it is also the most common primary brain tumor in adults. although aggressive surgical resection is standard of care, these operations are limited by tumor infiltration of critical cortical and subcortical regions. a better understanding of how the brain can recover and reorganize function in response to gbm would provide valuable clinical data. this ability, termed neuroplasticity, is not well understood in the adult human brain. a better understanding of neuroplasticity in gbm could allow for improved extent of resection, even in areas classically thought to have critical, static function. the best evidence to date has demonstrated neuroplasticity only in slower growing tumors or through indirect measures such as functional mri or transcranial magnetic stimulation. in this novel study, we utilize a unique experimental paradigm to show direct evidence of plasticity via serial direct electrocortical stimulation (des) within primary motor (m1) and somatosensory (s1) cortices in gbm patients. six patients with glioblastoma multiforme in or near the primary motor or somatosensory cortex were included in this retrospective observational study. these patients had two awake craniotomies with des to map cortical motor and sensory sites in m1 and s1. five of six patients exhibited at least one site of neuroplasticity within m1 or s1. out of the 51 total sites stimulated, 32 (62.7%) demonstrated plasticity. of these sites, 14 (43.7%) were in m1 and 18 (56.3%) were in s1. these data suggest that even in patients with gbm in or near primary brain regions, significant functional reorganization is possible. this is a new finding which may lead to a better understanding of the fundamental factors promoting or inhibiting plasticity. further exploration may aid in treatment of patients with brain tumors and other neurologic disorders.',\n", + " 'methotrexate (mtx) toxicity can hamper the administration of all planned doses in acute graft-versus-host disease (gvhd) prophylaxis following allogeneic hematopoietic stem cell transplantation. reduction or omission of mtx doses results in an increased risk of acute gvhd. in this prospective observational study, we compared the incidence of gvhd and the transplant outcomes between patients who received the full treatment course of mtx (group 1), patients in whom mtx doses were omitted if mtx toxicity developed (group 2), and patients receiving corticosteroid instead of mtx if mtx toxicity developed (group 3). the cumulative incidence of grades ii-iv acute gvhd at 100 days post-transplantation was 22.2 % in group 1, 43.6 % in group 2, and 25.0 % in group 3 (p = 0.132). the risk of grades ii-iv acute gvhd in group 2 was higher than that in group 1 (hazard ratio (hr) 3.262, p = 0.016), but the risk in group 3 was similar to that in group 1 (hr 0.960, p = 0.890). group 3 also showed a trend towards a lower risk of chronic gvhd compared to the other groups. the cumulative risk of chronic gvhd at 2 years was 73.9, 71.6, and 33.3 % in groups 1, 2, and 3, respectively (p = 0.084). however, a likely higher relapse incidence and infection-related mortality in group 3 produced a trend towards the lowest relapse-free survival (2-year rfs, 46.3, 49.3, and 25.0 % in groups 1, 2, and 3, respectively; p = 0.329) and overall survival (2-year os, 45, 52.3, and 25 %, respectively; p = 0.322) in group 3. although the substitution of mtx with corticosteroid ameliorates the increased risk of gvhd in patients in which it is imperative to omit its dose, its negative impact on relapse and infection risk does not result in favorable transplant outcomes.',\n", + " 'tumor necrosis factor alpha (tnf-œ±) blockers are recognized as a risk factor for reactivation of granulomatous infections. leishmaniasis has been associated with the use of these drugs, although few cases have been reported. we performed a retrospective observational study including patients with confirmed leishmaniasis acquired in the mediterranean basin that were under tnf-œ± blockers therapy at the moment of the diagnosis. patients diagnosed in our hospital from 2008 to 2018 were included. moreover, a systematic review of the literature was performed and cases fulfilling the inclusion criteria were also included. forty-nine patients were analyzed including nine cases from our series. twenty-seven (55.1%) cases were male and median age was 55 years. twenty-five (51%) patients were under infliximab treatment, 20 (40.8%) were receiving adalimumab, 2 (4.1%) etanercept, one (2%) golimumab and one (2%) a non-specified tnf-œ± blocker. regarding clinical presentation, 28 (57.1%) presented as cutaneous leishmaniasis (cl), 16 (32.6%) as visceral leishmaniasis (vl) and 5 (10.2%) as mucocutaneous leishmaniasis (mcl). all vl and mcl patients were treated with systemic therapies. among cl patients, 13 (46.4%) were treated with a systemic drug (11 received l-amb, one intramuscular antimonials and one miltefosine) while 14 (50%) patients were given local treatment (13 received intralesional pentavalent antimonials, and one excisional surgery). tnf-œ± blockers were interrupted in 32 patients (65.3%). after treatment 5 patients (10.2%) relapsed. four patients with a cl (3 initially treated with local therapy maintaining tnf-œ± blockers and one treated with miltefosine) and one patient with vl treated with l-amb maintaining tnf-œ± blockers. this data supports the assumption that the blockage of tnf-œ± modifies clinical expression of leishmaniasis in endemic population modulating the expression of the disease leading to atypical presentations. according to the cases reported, the best treatment strategy would be a systemic drug and the discontinuation of the tnf-œ± blockers therapy until clinical resolution.',\n", + " 'to evaluate the clinical performance of noninvasive prenatal screening (nips) for fetal sex chromosome aneuploidies (scas), pregnant women were recruited in this retrospective observational study. the nips test was undertaken using high-throughput gene sequencing. in total,50,301 pregnant women were analysed for demographic characteristics and medical history. of them, 308 women (0.61%) had high risk for fetal scas, including 138 for 45,x, 111 for 47,xxy, 42 for 47,xxx, and 17 for 47,xyy. after the pre-test counselling, 182 participants chose to undergo invasive prenatal diagnosis, confirming 59 positive cases. the combined positive predictive value of nips was 32.42% (59/182), 18.39% (16/87), 44.4% (12/27), 39.29% (22/56), and 75% (9/12) for detecting scas, 45,x, 47,xxx, 47,xxy, and 47,xyy, respectively. nips can be a useful method to detect the fetal scas using high-throughput gene sequencing, though accuracy can still be improved, especially for 45,x. although the value of nips compare favorably with those seen in traditional screening approaches for scas, it is important to highlight the limitations of nips while educating clinicians and patients.',\n", + " 'to compare quality of life of patients treated with cetuximab with or without radiation therapy (¬±rt) vs. cisplatin¬±rt for locoregionally advanced squamous cell carcinoma of the head and neck (scchn) in the real-world setting. in this retrospective observational study, electronic medical records and patient care monitor (pcm) survey data from the vector oncology data warehouse were utilized from adult patients in the united states who received initial treatment with cetuximab¬±rt or cisplatin¬±rt for locoregionally advanced scchn between january 1, 2007 and january 1, 2017. quality of life was assessed using pcm index scores and individual pcm items. cetuximab¬±rt and cisplatin¬±rt cohorts were balanced using propensity score weighting. linear mixed models were used to assess the impact of baseline demographic and clinical characteristics on pcm endpoints. of 531 patients with locoregionally advanced scchn, 187 received cetuximab¬±rt, and 344 received cisplatin¬±rt. before propensity score weighting, the cetuximab¬±rt cohort was older (mean [sd] age of 63.9 [9.6] years vs. 57.4 [8.6] years), and more likely to be white (82.4% vs. 72.4%) compared to the cisplatin¬±rt cohort. after propensity score weighting, the two cohort subsamples (cetuximab¬±rt, n‚äâ=‚äâ60; cisplatin¬±rt, n‚äâ=‚äâ177) with pcm data showed no significant differences in general physical symptoms, treatment side effects, impaired ambulation, or impaired performance index scores. patients in the cetuximab¬±rt cohort had higher acute distress index (p‚äâ=‚äâ0.023), despair index (p‚äâ=‚äâ0.011), and rash (p‚äâ=‚äâ0.003) scores but lower numbness/tingling scores (p‚äâ=‚äâ0.022) than patients in the cisplatin¬±rt cohort. significant group differences were observed in this comparative analysis, as the cetuximab¬±rt cohort had significantly higher acute distress index, despair index, and rash scores compared with the cisplatin¬±rt cohort but lower numbness/tingling scores. these patterns of symptoms appear consistent with previously reported symptoms associated with the treatment of scchn.',\n", + " \"individuals using home mechanical ventilation (hmv) frequently choose to live at home for quality of life, despite financial burden. previous studies of healthcare utilisation and costs do not consider public and private expenditures, including caregiver time. to determine public and private healthcare utilisation and costs for hmv users living at home in two canadian provinces, and examine factors associated with higher costs. longitudinal, prospective observational cost analysis study (april 2012 to august 2015) collecting data on public and private (out-of-pocket, third-party insurance, caregiving) costs every 2‚äâweeks for 6‚äâmonths using the ambulatory and home care record. functional independence measure (fim) was used at baseline and study completion. regression models examined variables associated with total monthly costs selected a priori using andersen and newman's framework for healthcare utilisation, relevant literature, and clinical expertise. data are reported in 2015 canadian dollars ($c1=us$0.78=‚ç§0.51=‚ç¨0.71). we enrolled 134 hmv users; 95 with family caregivers. overall median (iqr) monthly healthcare cost was $5275 ($2291-$10 181) with $2410 (58%) publicly funded; $1609 (39%) family caregiving; and $141 (3%) out-of-pocket (<1%‚äâthird-party insurance). median healthcare costs were $8733 ($5868-$15 274) for those invasively ventilated and $3925 ($1212-$7390) for non-invasive ventilation. variables associated with highest monthly costs were amyotrophic lateral sclerosis (1.88, 95%‚äâci 1.09 to 3.26, p<0.03) and lower fim quintiles (higher dependency) (up to 6.98, 95%‚äâci 3.88 to 12.55, p<0.0001) adjusting for age, sex, tracheostomy and ventilation duration. for hmv users, most healthcare costs were publicly supported or associated with family caregiving. highest costs were incurred by the most dependent users. understanding healthcare costs for hmv users will inform policy decisions to optimise resource allocation, helping individuals live at home while minimising caregiver burden.\",\n", + " 'argatroban and bivalirudin are direct thrombin inhibitors (dtis) used for the treatment of heparin-induced thrombocytopenia (hit). the purpose of this study was to determine whether either agent offered an advantage in efficacy and ability to remain within the targeted therapeutic anticoagulation range. this was a single-center, retrospective, observational cohort study at a large academic medical center. the primary efficacy outcome was time to therapeutic anticoagulation, defined as total number of hours to achieve 2 consecutive activated partial thromboplastin time (aptt) values in goal range. a total of 91 patients were included in the analysis. average time to initial therapeutic anticoagulation was 4.71 hours and 9.8 hours for the argatroban and bivalirudin groups, respectively (p < .01). argatroban may be advantageous compared to bivalirudin in achieving initial therapeutic anticoagulation goals among patients with suspected or confirmed hit.',\n", + " 'smear-negative pulmonary tuberculosis (tb) accounts for a considerable proportion of tb transmission, which especially endangers health care workers (hcw). novel mycobacterium-tuberculosis-specific interferon-gamma release assays (igras) may offer the chance to define the burden of tb in hcw more accurately than the mantoux tuberculin skin test (tst), but the data that is available regarding their performance in tracing smear-negative tb in the low-incidence, in-hospital setting, is limited. we conducted a large-scale, in-hospital contact investigation among hcw of a german university hospital after exposure to a single case of extensive smear-negative, culture-positive tb with pulmonary involvement. the objective of the present study was to evaluate an igra in comparison to the tst and to identify risk factors for test positivity. contacts were prospectively enrolled, evaluated using a standardized questionnaire, the igra quantiferon(r)-tb gold in tube (qft-git) and the tst, and followed-up for two years. active tb was ruled out by chest x-ray in qft-git-positive subjects. independent predictors of test positivity were established through the use of logistic regression analysis. out of the 143 subjects analyzed, 82 (57.3%) had close contact, but only four (2.8%) experienced cumulative exposure to the index case >40 hours. qft-git results were positive in 13 subjects (9.1%), while tst results were positive in 40 subjects (28.0%) at an induration >5 mm. overall agreement was poor between both tests (kappa = 0.15). age was the only predictor of qft-git-positivity (odds ratio 2.7, 95% confidence interval 1.32-5.46), while tst-positivity was significantly related to bacillus calmette-gu√©rin vaccination and foreign origin. logistic regression analysis showed no relation between test results and exposure. no secondary cases of active tb were detected over an observational period of two years. our findings suggest a low contagiosity of the particular index case. the frequency of positive qft-git results may in fact reflect the pre-existing prevalence of latent tb infection among the study population. tb transmission seems unlikely and contact tracing not generally warranted after cumulative exposure <40 hours. however, the substantially lower frequency of positive qft-git results compared to the tst may contribute to enhanced tb control in health care.',\n", + " 'treatment of chronic hepatitis b (chb) with polymerase inhibitors is key to prevent disease flares and progression toward advanced liver disease. efficacy and tolerability of newer agents has been reported anecdotally in transplant recipients. in this prospective, observational study, we assessed outcomes of therapy with tenofovir (tdf), entecavir (etv), and telbivudine (ldt) in 13 heart transplant recipients (htr) with chb. most patients were hepatitis b e antigen negative, had low baseline hepatitis b virus (hbv) dna, and normal aminotransferases. liver biopsy showed a median fibrosis score of 1.5 (range 0-4). glomerular filtration rate (gfr) was <50 ml/min in 7 patients (54%). two patients were started on de novo etv before transplant. eleven previously treated patients were switched to tdf (n = 9) or ldt (n = 2). median treatment duration was 33 months (range 1-71). hbv dna remained suppressed in 6 patients and became undetectable in 5. aminotransferases went down to the normal range in all patients, with a single flare in 1 patient. one patient lost hepatitis b surface antigen. no cases occurred of hepatic decompensation, hepatocellular carcinoma, or liver-related death. the gfr remained largely stable, and no cases of tdf-related hyper-phosphaturia were observed. this study indicates that newer antivirals are effective and safe in htr with chb.',\n", + " 'a postauthorization safety study was performed between 2009 and 2012 to describe the use of clottafact¬æ in acquired fibrinogen deficiency in real-life medical practice in france. one hundred and fifty patients were planned for 28¬†days of prospective follow-up after infusion. the analysis of this observational study was descriptive and performed according to the type of treatment (curative or preventive) and the origin of the bleed. one hundred and fifty-six patients (16-87¬†years) were included in 13 centres and treated in five different medical bleeding situations: postpartum (59), other gynaecological/obstetrical (6), trauma (34), liver (13), cardiovascular (23) and other various bleeding situations (21). the mean follow-up time was 18¬∑9¬†¬±¬†12¬∑3¬†days. two patients presented adverse drug reactions: one a pulmonary embolism and the other a four-site venous thromboembolic episode. all were serious with a dubious causal relationship with the study treatment. efficacy data were collected as a secondary objective. in 150 patients receiving curative treatment, 117 of 159 infusions (73¬∑6%) were considered as successful by the investigators, 35 as moderate (22%) and seven as no response (4¬∑4%). the clottafact¬æ safety profile observed during the study matched the known profile of fibrinogen during use.',\n", + " 'the aim of this study was to evaluate the effectiveness and toxicity profile of the vinflunine chemotherapy regimen and to examine the cost-effectiveness relation in a real-world sample of patients with transitional cell carcinoma of the bladder. this is a multicenter, observational, retrospective cohort study. to assess the effectiveness and safety of vinflunine treatment, progression-free survival, overall survival, and adverse events were registered. an economic evaluation was performed and cost-effectiveness ratios were calculated. a total of 37 patients were included in the study, with a mean age of 67 (sd=9) years. the median progression-free survival was 2.61 months (95% confidence interval 1.79-4.23) and the median overall survival was 5.72 months (95% confidence interval 3.34-10.35). an objective response was achieved in eight (22%) patients. statistically significant differences were found between patients treated with vinflunine as a second-line therapy and those treated with vinflunine as a third-line therapy (p=0.036). the most commonly reported analytical adverse event was anemia (n=34; 92%), and the most severe was neutropenia (n=19; 51%), with nine patients developing grade 4 neutropenia (9/19; 47%). the total cost of vinflunine treatment was &ov0556;553‚äâ873, with a median of &ov0556;8524 (interquartile range, &ov0556;9220) per patient. the median-based cost-effectiveness ratio was &ov0556;44‚äâ789 (&ov0556;31‚äâ706-58‚äâ022) per progression-free year gained and &ov0556;22‚äâ750 (&ov0556;14‚äâ526-34‚äâ085) per life-year gained. the data from this study fill an important need for information on the relative value of this treatment in terms of cost-effectiveness and might help achieve an optimal quality healthcare system.',\n", + " \"to investigate the safety of live attenuated varicella zoster vaccination when administered to immunosuppressed individuals. prospective observational cohort study. the study used anonymised data from the clinical practice research datalink (cprd), comprising a representative sample of routinely collected primary care data in england between 2013 and 2017 and and linked hospital episode statistics data. 168‚äâ767 individuals age-eligible for varicella zoster vaccination registered at a general practice in england contributing data to cprd. electronic health records indicating immunosuppression, zoster vaccination, diagnoses of specific varicella-zoster virus (vzv)-related disease and non-specific rash/encephalitis compatible with vzv-related disease. between 1 september 2013 and 31 august 2017, a period of immunosuppression was identified for 9093/168 767 (5.4%; 95%‚äâci: 5.3%-5.5%) individuals age-eligible for zoster vaccination. the overall rate of vaccination while immunosuppressed was 1742/5251 (33.2 per 100 adjusted person years at risk; 95%‚äâci: 31.9%-34.5%). follow-up of the 1742 individuals who were inadvertently vaccinated while immunosuppressed identified only two cases of vzv-related disease within 8 weeks of vaccination (0.1%; 95%‚äâci: 0.01%-0.4%), both primary care diagnoses of 'shingles', neither with a related hospital admission. despite evidence of inadvertent vaccination of immunosuppressed individuals with live zoster vaccination, there is a lack of evidence of severe consequences including hospitalisation. this should reassure primary care staff and encourage vaccination of mildly immunosuppressed individuals who do not meet current thresholds for contraindication. these findings support a review of the extent to which live zoster vaccination is contraindicated among the immunosuppressed.\",\n", + " 'this study aimed to assess the association between the degree of headache relief obtained in the pediatric emergency department (ped) with abortive treatment and unscheduled return visits to the ped for a recurrent or persistent headache within 72 hours. this was a retrospective observational study with 369 patients, all younger than 18 years, who presented to the ped with a primary complaint of either a headache or migraine. patient and visit details were collected from the medical chart, along with presenting and discharge pain score. percent pain reduction at discharge was determined through the following calculation: (presenting pain score - discharge pain score)/presenting pain score. associations were assessed using multivariable logistic regression. no significant association was found between the percent pain reduction and return to the ped (p = 0.49). mean presenting pain score at the index visit was statistically higher for those who ended up returning to the ped versus those who did not (8.1 vs 7.4; p = 0.02). a trend toward increase in return visits was seen among patients who had a headache duration greater than 3 days (odds ratio, 1.99) and patients who experienced less than 50% pain reduction in the ped (odds ratio, 1.77). complete resolution in the ped may not be necessary, given the lack of association between the degree of pain relief and revisit rates. perhaps, the goal should be to achieve at least 50% pain reduction before discharge.',\n", + " 'background glioblastoma multiforme is one of the most aggressive types of tumors that affect the central nervous system. it has an extremely high morbidity and mortality rate despite immediate treatment and advances in chemotherapy, radiotherapy, and surgery. in the natural history of the disease, extracranial metastases of glioblastoma multiforme are a rare complication that can be localized in the lungs, bone, liver, and lymph nodes. case report a 66-year-old male presented with pulmonary metastasis after the surgical resection of a primary glioblastoma multiforme tumor. seventeen days after surgery while in the intensive care unit, the patient had leukocytosis with a predominance of neutrophils. an exploratory bronchoscopy evidenced a white lesion that prevented the visualization of the bronchus. consequently, a sample was taken for pathological study that demonstrated pulmonary metastasis due to glioblastoma multiforme. conclusions surgical resection of the tumor can precipitate the appearance of extracranial metastases, especially pulmonary metastases.',\n", + " 'there is growing interest in viscoelastic hemostatic assays rotational thromboelastometry (rotem) and thromboelastography (teg) for trauma. despite shared features, it is unknown whether their results are interchangeable and whether one is clinically superior in predicting mortality, blood transfusion, and diagnosing early trauma coagulopathy. we conducted a prospective observational study comparing equivalent rotem and teg parameters. severely injured patients expected to receive massive transfusion were included. assays were performed simultaneously on admission and repeated over subsequent 12 hours. international normalized ratio ‚â•1.2 or fibrinogen <1 g/l defined coagulopathy. teg used kaolin as coagulation initiator and rotem used tissue factor (conventional). spearman nonparametric analysis and bland-altman difference mean plot revealed parameter association. logistic regression and receiver operating characteristic curves measured predictive values. 33 patients (74 rotem, 74 teg) were included; 79% were male, mean injury severity score was 23.5 ¬± 14, admission international normalized ratio was 1.33 ¬± 0.4, and 63.4% received blood transfusions. overall, parameter agreement fell outside acceptable limits, with weak or no association. clinically, rotem maximum clot firmness and teg maximum amplitude showed reasonable predictive accuracy for mortality, strong accuracy for any or massive blood transfusion, reasonable for plasma transfusion and similar poor predictive accuracy for diagnosing coagulopathy. rotem and teg results are not interchangeable, arguably due to different coagulation triggers. assays had similar clinical performance.',\n", + " 'to assess the effectiveness of transpupillary thermotherapy (ttt) for the treatment of classic and occult choroidal neovascularisation (cnv). in a retrospective, case selected, open label trial 44 eyes of 42 patients with cnv secondary to age related macular degeneration (armd) were studied. 44 eyes with angiographically defined cnv were treated with diode laser (810 nm) ttt. laser beam sizes ranged between 0.8 and 3.0 mm and power settings between 250-750 mw. treatment was given in one area for 1 minute, the end point being no visible change, or a slight greying of the retina. outcome was assessed with snellen visual acuity and clinical examination; in 24/44 patients angiographic follow up was available. 12 predominantly classic cnv and 32 predominantly occult membranes were followed up for a mean of 6.1 months (range 2-19). mean change in vision for classic membranes was -0.75 (sd 1.75) snellen lines and occult membranes was -0.66 snellen lines (2.1) (p>0.05). predominantly classic membranes were closed in 75% (95% ci: 62.5-87.5) of eyes, remained persistent in 25% (95% ci: 12.5-37.5); no recurrences occurred. predominantly occult membranes were closed in 78% (95% ci: 70.1-85.3) of eyes, remained persistent in 12.5% (95% ci: 6.6-18.5), and were recurrent in 5.1% (95% ci: 4.2-14.3). transpupillary thermotherapy is a potential treatment for cnv. it is able to close choroidal neovascularisation while maintaining visual function in patients with classic and occult disease. further trials of ttt are needed to compare this intervention with the natural history and other treatment modalities.',\n", + " 'rituximab has been reported to be effective in various small case series of patients with severe and/or refractory pemphigus. however, no systematic evaluation is available to corroborate this observation. the aim of this study was to systematically determine efficacy and safety of rituximab in treatment-resistant pemphigus. multicenter retrospective, observational study of 36 patients with severe pemphigus vulgaris (n = 33) and pemphigus foliaceus (n = 3) treated with rituximab before august 31(st) , 2008 and enrolled in a national observational registery between december 2008 and june 2009. within a mean period of observation of 11 (1-37) months, 21 (58 %) pemphigus patients showed complete, 13 (36 %) partial, and 2 (6 %) no response to rituximab treatment. this correlates with a mean improvement of the visual analog scale for well-being of 34 (20-60) at baseline to 75 (40-95) at the last control visit. in 4 (11 %) patients, severe adverse events were recorded including 1 (3 %) serious infection. data collected in this systematic registry indicate that rituximab is an effective and relatively safe adjuvant treatment option for refractory pemphigus. to further extend our knowledge on efficacy and safety of this drug, controlled prospective trials are required.',\n", + " 'the syndrome of inappropriate antidiuretic hormone secretion (siadh) is the most common cause of hyponatraemia in hospital inpatients. we present data on treatment setting, patient characteristics, and outcomes for patients treated with tolvaptan for siadh across a range of real-world settings in germany and spain. this was a non-interventional, observational, retrospective chart review study. management was at the discretion of the treating physician, with tolvaptan prescribed according to local clinical practice. hospital notes and/or medical charts were reviewed from treatment initiation for 6¬†weeks. follow-up data were collected when patients were discharged early. patients were eligible for inclusion if they were‚äâ‚â•‚äâ18¬†years of age and had been treated with‚äâ‚â•‚äâ2 doses of tolvaptan for one episode of hyponatraemia secondary to siadh in 2014. the full analysis set comprised 100 patients from 8 centres. the mean age of patients was 73.9¬†years. the primary endpoint of the mean increase in serum sodium level from baseline to hospital discharge, or to final available measurement, was 10.3¬†mmol/l (sd 6.4; 95% ci 9.0, 11.6), from 123.0¬†mmol/l (sd 6.0) to 133.3¬†mmol/l (sd 4.9). seventy-seven patients (77.0%) achieved sodium normalisation within 6¬†weeks of tolvaptan initiation. mean daily dose of tolvaptan was 12.7¬†mg (sd 9.2), and mean treatment duration 28.0¬†days (sd 16.5). tolvaptan at off-label doses (<‚äâ15¬†mg/day) was prescribed to 72 patients at some point. a favourable safety and tolerability profile was reported. tolvaptan was well tolerated and effectively corrected sodium levels in hospitalised adults with hyponatraemia secondary to siadh in real-world settings. clinicaltrials. nct02545101.',\n", + " \"perform the first in¬†vivo examination of fine needle aspiration biopsy (fnab) scleral tracts to determine the incidence of iatrogenic extension of tumor cells. a prospective, consecutive, observational case series. this study was performed in a clinical/surgical setting at retina consultants of houston and houston methodist hospital, houston, texas, and included 10 patients who were scheduled for enucleation as primary treatment for uveal melanoma. treatment included fnab, enucleation, and histopathologic analysis. the primary outcomes were tumor location and dimension as identified by b-scans and histopathologic analysis. tumor type was classified by gene expression profile and american joint committee on cancer staging. twenty-five- or 27-gauge needles were used for fnab under direct visualization. cell blocks of acquired specimens were examined using hematoxylin-eosin stain and double immunostain using hmb45 with red chromogen and ki67 with brown 3,3'-diaminobenzidine chromogen. mean follow-up after enucleation was 20.4¬†months (range 9.9-31.7). all biopsy specimens had adequate yields for genomic analysis. no enucleation specimen contained tumor cells within sclera, pars plana, or pars plicata. one specimen contained a small collection of tumor cells within the anterior vitreous in the quadrant of the biopsy site. no patient developed an orbital recurrence. four patients developed nonorbital metastatic uveal melanoma during the study period. three of them died, and 1 is alive with hepatic metastasis. no iatrogenic extension of tumor was¬†reported. fnab is a safe procedure that produces¬†a¬†high¬†cellular yield for cytologic and genomic¬†analyses¬†with minimal risk of extraocular dissemination.\",\n", + " 'optimal management of asymptomatic skull base meningiomas is controversial. we evaluated the safety and efficiency of gamma knife radiosurgery (gkrs) for the management of asymptomatic skull base meningiomas. this retrospective study involved patients managed with gkrs for asymptomatic, skull base meningiomas from 1997 to 2019. patient clinico-radiologic data, tumor characteristics, and procedural details were analyzed. favorable outcome was defined as lack of procedure-related mortality or permanent neurologic morbidity and radiologic evidence of tumor control. tumor progression and regression were defined as an increase or decrease of > 20% in volume from baseline to the last neuroimaging study respectively. tumor volumes within ¬± 20% of baseline volume were considered stable. thirty-seven patients (30 women), median age 68 years old (range 42-83 months) were managed with a single-session gkrs for 40 asymptomatic, skull base meningiomas. at a median clinical follow-up of 58.5 months (range 14-150 months), no mortality associated with the procedure or the treated tumor was noted. permanent neurologic morbidity was 2.75%. there was a statistically significant decrease in mean tumor volume (p < 0.001) from 4.04 cc (sd 3.09 cc) prior to radiosurgery to 2.73 cc (sd 2.24 cc) at last follow-up. higher margin dose was associated with tumor regression at last follow-up (hr = 1.351; 95%ci [1.094-1.669]; p = 0.05). as compared to natural history studies, gkrs affords long-standing tumor control and neurologic preservation in the vast majority of patients treated for asymptomatic, skull base meningiomas. further study is necessary to identify the optimal management of asymptomatic skull base meningiomas.',\n", + " 'the frequency, nature, and history of subjective taste disturbance before and after vestibular schwannoma (vs) surgery was investigated. personal interviews were conducted in 108 patients with unilateral vs. abnormalities in taste perception, either a significant reduction or a change in character, were experienced by 31 patients (28.7%) before surgery and by 37 (34.3%) after tumor removal. preoperative taste disturbance worsened after surgery in five (16.1%) of the 31 patients, remained unchanged in eight (25.8%), improved in two (6.5%), and became normal in 16 (51.6%). taste disturbance occurred postoperatively in 22 (28.6%) of 77 patients who had experienced no preoperative taste disturbance. the mean onset of the abnormality after resection was 1.1 +/- 1.7 months. postoperative taste disturbance resolved in 24 of the 37 patients (64.9%) within 1 year after onset. subjective taste disturbance was common before and after vs removal, and the natural history of this condition was very variable in the pre- and postoperative periods. all patients who undergo surgery for vs should receive appropriate counseling about the likelihood and course of postoperative complications, including dysfunction of the sensory component of the facial nerve.',\n", + " 'symptomatic pediatric patients with obstructive hypertrophic cardiomyopathy (hcm) have a higher death rate (6% annually) compared with adults. transaortic left ventricular septal myectomy provides excellent outcomes for adults with obstructive hcm. we sought to assess the effect of septal myectomy on late survival and outcome in pediatric patients with obstructive hcm. from 1975 to 2003, 56 pediatric patients underwent septal myectomy for obstructive hcm. mean age at diagnosis was 6.3 +/- 5.4 years. ages at operation ranged from 2 months to 20 years (mean 11 +/- 5.6 years). concomitant procedures included mitral valve repair (n = 7), closure of atrial septal defect (n = 3), and other (n = 5). after myectomy, mean left ventricular outflow tract (lvot) gradient decreased from 103 +/- 34 to 16 +/- 12 mm hg and mean degree of mitral regurgitation decreased from 2.0 +/- 1.0 to 1.0 +/- 0.3 (both p < 0.0001). there were no early deaths. four patients underwent elective cardioverter defibrillator implantation and 1 patient received a permanent pacemaker. follow-up ranged up to 29 years (mean, 8.6 +/- 6.2). cardiac reoperations were required in 8 patients: heart transplantation (n = 2), repeat myectomy (n = 2), mitral valve repair-replacement (n = 2), konno-rastan procedure (n = 1), and aortic valve replacement (n = 1). age 14 years or less at operation was the only predictor of late reoperation (p = 0.017). two patients died late; one suddenly without residual lvot obstruction and one from chronic rejection after heart transplantation. ninety-six percent of surviving patients were in new york heart association functional class i or ii. survival estimates at 5 and 10 years were 97% and 93%, respectively. septal myectomy is safe and effective in symptomatic pediatric patients with obstructive hcm. late survivorship compares very favorably with the natural history of this disease.',\n", + " 'camurati-engelmann disease (ced) is characterized by hyperostois of multiple long bones. although several treatments for ced complicated with osteoporosis have been described, it remains controversial whether such therapy is suitable for osteoporotic ced patients. we retrospectively enrolled a 66-year-old female patient with osteoporosis in ced who underwent denosumab therapy for 14¬†months. denosumab was commenced after 3¬†years of alendronate treatment. fourteen months later, lumbar and total hip bone mineral density showed gains of 5.9% and 6.4%, respectively. bone turnover markers were also improved during follow-up. no fractures or other complications were recorded during the observational period. this is the first study describing denosumab treatment for an osteoporotic ced patient. our findings indicate that denosumab is an effective therapy option for osteoporosis in ced.',\n", + " \"pc plays an important role in early diagnosis of health disorders, particularly migraine, due to the financial impact of this disease for the society and its impact on patients' quality of life. the aim of the study was to validate the self-administered ms-q questionnaire for detection of hidden migraine in the field of primary care (pc), and to explore its use in this setting. cross-sectional, observational, and multicentre study in subjects above 18 years of age patients attending pc centers (regardless of the reason for consultation). a ms-q score > or = 4 was considered possible migraine. level of agreement with ihs criteria clinical diagnosis (kappa coefficient), and instrument's validity properties: sensitivity, specificity, positive (ppv) and negative (npv) predictive values were determined. the ability of the instrument to identify possible new cases of migraine was calculated, as well as the ratio of hidden disease compared to the ratio obtained by ihs criteria. a total of 9,670 patients were included [48.9 +/- 17.2 years (mean +/- sd); 61.9% women], from 410 pc centers representative of the whole national territory. the clinical prevalence of migraine according to the ihs criteria was 24.7%, and 20.4% according to ms-q: kappa index of agreement 0.82 (p < 0.05). ms-q sensitivity was 0.82 (95% ci, 0.81-0.84), specificity 0.97 (95% ci, 0.98-0.99), ppv 0.95 (95% ci, 0.94 - 0.96), and npv 0.94 (95% ci, 0.93-0.95). no statistically significant differences were found in the percentages of patients with de novo and hidden migraine identified by ms-q and by ihs criteria: 5.7% vs. 6.1% and 26.6% vs. 24.1%, respectively. the results of the present study confirm the usefulness of the ms-q questionnaire for the early detection and assessment of migraine in pc settings, and its ability to detect hidden migraine.\",\n", + " 'given the directive of the american academy of pediatrics to test children for tuberculosis (tb) only if they are at high risk for the disease, we sought to determine how well a risk assessment questionnaire can predict a positive tuberculin skin test (tst) result among children seen in a medical office setting. in a prospective observational study, we identified 31 926 children who received well-child care in 18 pediatric offices of the kaiser permanente northern california region from august 1996 through november 1998 and who were due to receive a routine tst (mantoux method) as part of universal screening. parents were asked to complete a questionnaire about risk factors for tb infection that included demographic information. the tst result at 48 to 72 hours was compared with questionnaire responses to identify responses that were most highly associated with a positive tst result at both the 10-mm and 15-mm cutoffs. a concurrent study was conducted to determine whether parents can recognize induration. this population was diverse in age (range: 0-18 years), race/ethnicity (white: 37%; hispanic: 26.4%; asian: 15.0%; black: 11.8%; other: 8.4%; not stated by parent: 1.6%), and household annual income (range: $10 524-$175 282). overall incidence of positive tst results was 1.0% at the 10-mm cutoff and 0.5% at the 15-mm cutoff. positive predictive value of selected individual risk factors at the 10-mm cutoff were: child born outside the united states, 10.4%; history of receiving bacille calmette-gu√©rin vaccine, 5.5%; and child having lived outside the united states, 5.3%. using multivariate analysis, we selected a subset of risk factors that were independently and significantly associated with a positive tst result >/=10 mm: history of receiving bacille calmette-gu√©rin vaccine (odds ratio [or]: 2.31; 95% confidence interval [ci]: 1.70-3.13); household member with history of positive tst result or tb disease (or: 1.53; 95% ci: 1.14-2.04); child born outside the united states (or: 8.63; 95% ci: 6.16-12.09); child having lived outside the united states (or: 2.06; 95% ci: 1.49-2.85); and race/ethnicity reported by parent as asian (or: 2.28; 95% ci: 1.59-3.27) or hispanic (or: 1.57; 95% ci: 1.09-2.26). several factors were not statistically significant predictors of a positive tst result: age, sex, household annual income, household member infected with human immunodeficiency virus or who had stayed in a homeless shelter, and being an adopted or foster child. overall sensitivity of the 9 main items on the questionnaire was 80.9%; when a subset of 4 of these questions plus the race/ethnicity questions were used, sensitivity of responses was 83.5%. parents failed to recognize positive tst results at a rate of 9.9% (for the 10-mm cutoff) and 5.9% (at the 15-mm cutoff). a 5-question risk assessment questionnaire completed by parents can be used to accurately identify risk factors associated with tb infection in children. in our population, some risk factors suggested by the american academy of pediatrics could not be validated. parents cannot be relied on to read tst results accurately. screening for tb can be enabled by using a standardized, validated questionnaire to identify children who should be given tuberculin skin testing.',\n", + " 'recurrent hepatitis c is a common problem after liver transplantation that can progress to liver cirrhosis of the graft. preliminary reports of combination treatment with interferon (ifn) and ribavirin have been promising, but long-term follow-up data are not yet available. we report our experience with 1 year of combination therapy with ifn (3 million units thrice weekly) and low-dose ribavirin (600 mg/d), followed by long-term ribavirin monotherapy in 18 patients with moderate to severe recurrent hepatitis c and a median follow-up of 32 months after the completion of combined therapy. all patients were followed up clinically and histologically at regular intervals. overall, in an intention-to-treat analysis, 15 patients had normal alanine aminotransferase levels (biochemical end-treatment response [etr], 83%), and 8 patients were also hepatitis c virus rna negative in serum (virological etr, 44%) at the end of combined treatment. at last follow-up after the completion of combined therapy (median, 32 months; range, 18 to 73 months), 13 patients were biochemical responders (biochemical long term-sustained response [lt-sr], 72%), and 5 patients also maintained viral clearance (virological lt-sr, 27%). comparison of liver biopsy specimens before and after 12 months of combined therapy showed improvement in grading scores of at least two points in the majority of the patients (73%). notably, a trend toward fibrotic progression was only noted in nonresponders. regarding side effects, despite the low dose of ribavirn, almost half the patients developed hemolytic anemia requiring dose reductions. in addition, long-term ribavirin monotherapy was not associated with iron accumulation. we conclude that combined therapy with low-dose ribavirin followed by long-term ribavirin monotherapy can be recommended because it favorably modifies the natural history of recurrent hepatitis c in most patients and possibly halts histological disease progression without causing iron accumulation.',\n", + " 'intravenous antibiotic therapy (ivat) for cf acute pulmonary exacerbations (ape) can be delivered in hospital or in the community. this study aimed to compare physical activity in cf patients receiving hospital and community-delivered ivat, as well as other health outcomes. this was a non-randomised parallel group prospective observational study. hospitalised and community-treated cf adults receiving ivat for ape were asked to wear actigraph¬æ activity monitors, complete the habitual activity estimation scale (haes), food diary, modified shuttle test (mst) and cfq-r at the start and end of therapy. nutritional and clinical outcomes were also compared between the cohorts. the primary outcomes was physical activity measured by the actigraph¬æ activity monitors at the beginning and end of treatment in both cohorts. physical activity (measured and self-reported) was no different between the cohorts, with both hospitalised and community-treated subjects being generally sedentary. body weight increased significantly in the hospitalised cohort, whereas no difference was seen in the community-treated cohort. fev1 % predicted and fvc % predicted increased in community-treated subjects, whereas only fvc % predicted increased in hospitalised subjects. cfq-r respiratory domain increased to a greater extent in community-treated subjects. cf adults receiving ivat for ape, both in hospital and in the community, are generally sedentary and we found no difference in physical activity between the two groups. these findings suggests the need to further promote physical activity in suitable patients during ape where considered appropriate.',\n", + " 'demodex mites are found on the skin of many healthy individuals. demodex mites in high densities are considered to play a pathogenic role. to investigate the association between demodex infestation and the three most common facial dermatoses: acne vulgaris, rosacea and seborrheic dermatitis. this prospective, observational case-control study included 127 patients (43 with acne vulgaris, 43 with rosacea and 41 with seborrheic dermatitis) and 77 healthy controls. the presence of demodicosis was evaluated by standardized skin surface biopsy in both the patient and control groups. in terms of gender and age, no significant difference was found between the patients and controls (p>0.05). demodex infestation rates were significantly higher in patients than in controls (p=0.001). demodex infestation rates were significantly higher in the rosacea group than acne vulgaris and seborrheic dermatitis groups and controls (p=0.001; p=0.024; p=0.001, respectively). demodex infestation was found to be significantly higher in the acne vulgaris and seborrheic dermatitis groups than in controls (p=0.001 and p=0.001, respectively). no difference was observed between the acne vulgaris and seborrheic dermatitis groups in terms of demodicosis (p=0.294). small sample size is a limitation of the study. the lack of an objective scoring system in the diagnosis of demodex infestation is another limitation. the findings of the present study emphasize that acne vulgaris, rosacea and seborrheic dermatitis are significantly associated with demodex infestation. standardized skin surface biopsy is a practical tool in the determination of demodex infestation.',\n", + " 'microbiological diagnosis of central nervous system (cns) infections is challenging due to limited access to cns samples, overlap between meningitis and encephalitis, and the multiplicity of pathogens potentially involved. we aimed to estimate the impact of a commercial multiplex pcr assay (filmarray¬æ meningitis/encephalitis) on the management of patients with suspicion of meningitis or encephalitis, in terms of time to diagnosis, antimicrobial agents use, duration of hospitalization, and costs. this prospective observational study was conducted at saint joseph hospital (paris, france) from december 2016 to december 2017. all csf samples sent to the microbiology laboratory for suspicion of meningitis and/or encephalitis, with csf cells count >‚äâ5 cells/œºl, were tested by meningitis/encephalitis multiplex pcr assay. one hundred thirty patients were included. the multiplex pcr assay was positive in 33 patients (25%). main pathogens found were enterovirus (n‚äâ=‚äâ12), varicella-zoster virus (n‚äâ=‚äâ7), herpes simplex virus-2 (n‚äâ=‚äâ6), and listeria monocytogenes (n‚äâ=‚äâ3) as main pathogens. the multiplex pcr assay reduced time to microbiological diagnosis by 3.3‚ä⬱‚äâ1.6¬†days and allowed an earlier discontinuation of empirical anti-infective drugs in 42 patients (32%) and an earlier hospital discharge in 23 patients (18%), with an estimated saving of 82 hospital days overall, and a management cost reduction of 26,242 ‚ç¨ (201 ‚ç¨/patient). the systematic use of the filmarray¬æ meningitis/encephalitis multiplex pcr assay may allow earlier diagnosis, earlier discontinuation of empirical treatment, reduced duration of stay, and costs reduction.',\n", + " \"because of the scarcity of atypical spinal meningioma, there is a lack of research on this type of tumor or its associated metastases. the aim of this study was to investigate the biological behavior of atypical spinal meningioma and identify its prognostic factors by reviewing surgical and clinical outcomes of patients with these tumors. a retrospective chart review was performed. we retrospectively reviewed the data from all patients who underwent spinal cord tumor excision between 1994 and 2017. seventeen patients were pathologically proven to have atypical spinal meningioma. we examined patients' neurologic status by determining their nurick scores before and after surgery. moreover, imaging studies, laboratory data, and the employed surgical method were analyzed retrospectively, as was the ki-67 index and prognosis following postoperative radiation therapy. the ranges, locations, and pathologic diagnoses of the tumors were extracted from the radiological and pathological records of each patient. the extent of surgery and progression of disease were confirmed using postoperative enhanced magnetic resonance imaging. patients were divided into two atypical spinal meningioma groups: primary and metastatic. the demographics, age, sex, presenting symptom duration, tumor location, simpson resection grade, ki-67, radiotherapy, recurrence, overall survival, and progression-free survival of patients in both groups were compared. seventeen patients were included in the analysis, of whom 12 (70%), 4 (24%), and 1 (6%) had tumors in the thoracic, cervical, and sacral regions, respectively. complete and subtotal resections were achieved in 15 (88%) and 2 (12%) patients, respectively. overall and progression-free survival rates in patients who underwent complete resection were longer than those in patients who underwent subtotal resection (p<.001). four patients (24%) had metastatic meningiomas in the brain, among whom three were administered adjuvant radiotherapy after surgery. two patients with intramedullary atypical spinal meningioma had metastatic tumors and experienced poorer prognoses. the 5-year overall and progression-free survival rates were 84.4% and 85.2%, respectively. the simpson resection grade, ki-67 index, and preoperative neurologic status were found to be important prognostic factors on univariate cox regression analysis (p<.05). complete resection should be considered as a primary treatment modality for individuals with atypical spinal meningioma. if subtotal resection is performed, adjuvant therapy can be administered.\",\n", + " 'cyclophosphamide (cyc) has long been considered a gold standard in inducing renal remission and preventing renal flares for patients with systemic lupus erythematosus (sle). however, the rational use of cyc has not reached a consensus, such as the timing and length of treatment, the route of administration, and the ideal dosage. the objective of this study was to assess the efficacy and safety of short-interval lower-dose (sild) intravenous (iv) cyc in the treatment of sle. a total of 225 patients with lupus nephritis were randomly assigned to a 1-year trial, either the sild group (12 fortnightly pulses at a fixed dose of 400 mg followed by 6 monthly pulses) or high-dose (hd) group (6 monthly pulses followed by two quarterly pulses at a dose of 0.5~1.0 g/m(2)). at 6 months of treatment, 28 % (30/107) of patients in the sild group reached a complete remission (cr), and 51.4 % (55/107) were in partial remission (pr), as compared with 32.7 % (35/107) and 45.8 % (49/107) in the hd group, respectively. serum albumin, 24-h urinary protein, and the scores of disease activity were significantly improved in both groups at 6 months and maintained at the end of clinical trial. however, the sild group showed much less menstrual disturbances (11.5 %), gastrointestinal adverse effects (5.3 %), and leukopenia (9.7 %) than the hd group (28.6, 26.8, and 19.8 %, respectively) at the end of clinical trial. the efficacy of the short-interval lower-dose (sild) iv cyc regimen in the treatment of lupus nephritis is equivalent to that of the high-dose (hd) regimen, whereas the incidence of adverse events is much lower in the sild group.',\n", + " 'the results linking body iron stores to the risk of gestational diabetes mellitus (gdm) are conflicting. we aimed to measure the serum ferritin level of women in early pregnancy and evaluate the risk of gdm in a chinese urban population. in total, 851 pregnant women between 10 and 20 weeks of gestation took part in the prospective, observational study conducted. the women were divided into four groups by quartiles of serum ferritin levels (q1-4). their blood samples were collected and assayed for several biochemical variables at the beginning of the study, and the women were followed up with a 75-g oral glucose tolerance test at 24-28 weeks of gestation. the participants had an average serum ferritin concentration of 65.67‚ä✺g/l. gdm prevalence within each serum ferritin quartile was 9.4%, 14.6%, 18.8% and 19.3%, respectively, (p‚äâ=‚äâ0.016). the odds ratio for gdm in the ferritin q2-4 was 1.64 (ci: 0.90-2.99), 2.23 (ci: 1.26-3.96) and 2.31 (ci: 1.30-4.10), compared with q1, respectively. this association persisted after adjusting for potential confounders factors. in addition, in q4, pregnant women with a pre-pregnancy body mass index ‚â•24‚äâkg/m2, maternal age ‚â§35 years old or haemoglobin‚â• 110‚äâg/l did have an increased risk of developing gdm. elevated serum ferritin concentrations in early gestation are associated with an increased risk of gdm, especially in pregnant women who have a high baseline iron storage status with no anaemia or who are overweight/obese. individual iron supplementation should be considered to minimize the risk of gdm.',\n", + " 'most patients suffering from advanced lung cancer die within a few months. to exploit new therapy regimens we need better methods for the assessment of a therapy response. in a pilot study we prospectively enrolled 36 patients with advanced nsclc and sclc (34 stage iv, 2 stage iiib) of whom 34 received standard platinum-based chemo/radiotherapy and two were treated with a tyrosine kinase inhibitor. we measured the levels of extracellular methylated shox2 dna (mshox2) in plasma before and during therapy until re-staging. the mshox2 analysis was blinded with respect to the clinical data making it an observational study. according to the re-staging of 31 first-line patients, 19 patients were classified as non-responders while 12 patients were in the responder group. we observed a tight correlation between radiological data and the change of plasma mshox2 level as the equivalent for a therapy response. a roc analysis showed a high discriminatory power for both patient groups already one week after therapy start (auc 0.844). additionally, a kaplan-meier and cox proportional hazards analyses revealed a strong relationship between survival and plasma mshox2 value p ‚⧠0.001 (hazard ratio 11.08) providing some evidence for mshox2 also being a predictive marker. the longitudinal measurement of extracellular plasma mshox2 dna yields information about the response to cytotoxic treatment and allows an early assessment of treatment response for lung cancer patients. if confirmed in a larger study this would be a valuable tool for selecting and guiding a cytotoxic treatment.',\n", + " 'background: spinal muscular atrophy type 1 (sma1) is a devastating genetic disease for which gene-replacement therapy may bring substantial survival and quality of life benefits. objective: this study investigated the cost-effectiveness of onasemnogene abeparvovec (avxs-101) gene-replacement therapy for sma1. study design: a markov model was used to estimate the incremental cost-effectiveness ratio (icer), expressed as cost/quality-adjusted life year ($/qaly), of avxs-101 versus nusinersen over a lifetime. survival, healthcare costs and qalys were estimated using natural history data for sma patients who achieved motor milestones (sitting/walking). health utility weights were obtained from the cherish trial. setting: usa; commercial payer perspective participants: sma1 infants interventions: avxs-101 was compared to nusinersen. main outcome measure: the primary outcome was the icer. results: expected survival (undiscounted) over a lifetime predicted by the model was 37.20 life years for avxs-101 and 9.68 for nusinersen (discounted qalys, 15.65 and 5.29, respectively). using a potential avxs-101 price range ($2.5-5.0m/treatment), the average lifetime cost/patient was $4.2-6.6m for avxs-101 and $6.3m for nusinersen. the icer range was (-$203,072) to $31,379 per qaly gained for avxs-101 versus nusinersen, indicating that avxs-101 was cost-effective with prices of ‚â§$5m. conclusion: single-dose avxs-101 was cost-effective compared to chronic nusinersen for sma1 patients.',\n", + " \"previous reports have suggested a poor renal prognosis in patients with hiv and hcv co-infection with a preponderance of immune complex mediated glomerular disease on biopsy. although the benefits of haart on hivan are known, its impact on co-infected patients is unclear. we describe the renal biopsy findings and renal outcome in 29 co-infected patients in the haart era and compare them to findings in 14 historical controls reported from our institution in the pre-haart era. our present cohort was predominantly male and black with the majority reporting a history of intravenous (i.v.) drug use. renal biopsy findings included 16 patients with immune complex mediated glomerular disease and 14 patients with fsgs, of which only 3 had collapsing features and/or tubular microcysts typical of hivan. five patients had other biopsy diagnoses not directly related to viral infection. median renal survival in our cohort was 15.6 months - significantly better than the 1.7 months seen our pre-haart cohort. the modern cohort's improved renal outcome occurred despite older patients, longer hiv infection and similar levels of renal insufficiency. our data indicate a changing epidemiology and natural history of renal disease in the haart era with less immune complex mediated glomerular disease and more non-collapsing fsgs of the usual type. the marked improvement is likely to be multifactorial, including use of antiretroviral and anti-hcv therapies, raas antagonists, earlier nephrology referral and generally improved medical care.\",\n", + " 'cell free deoxyribonucleic acid (cfdna) has been proposed as a biomarker of secondary complications following trauma. raised thrombomodulin and syndecan-1 levels have been used to indicate endotheliopathy, and are associated with inflammation, coagulopathy, and mortality. the current study aimed to analyse the association between cfdna and biomarkers of endotheliopathy in a cohort of trauma patients, and whether raised levels of cfdna were associated with poorer clinical outcomes. serum thrombomodulin and syndecan-1 were used as biomarkers of endotheliopathy and compared to plasma cfdna in trauma patients from two prospective longitudinal observational studies. cohort a (n = 105) had a predicted injury severity score (iss) >8, and had blood sampled within 1h of injury and at 4-12h. cohort b (n = 17) had evidence of haemorrhagic shock, and had blood sampled at a median time of 3.5h after injury. relationships between biomarkers were tested using multivariable linear regression models that included the covariates of gender, age, iss, glasgow coma scale, lactate, systolic blood pressure, and heart rate. a model was fitted to investigate whether changes in cfdna were associated with similar changes in endothelial biomarkers. the mean age was 41 (sd 19), and the median iss was 25 (iqr 12-34). there was a significant association between cfdna levels and both syndecan-1 and thrombomodulin levels (both p<0.001). this was independent of all covariates except for iss, which significantly correlated with cfdna levels. 50 ng/ml change in syndecan-1 and 1 ng/ml change in thrombomodulin corresponded to 15% and 20% increases in cfdna levels respectively (both p<0.001). patients who died had significantly higher prehospital and in-hospital cfdna levels (both p<0.05). raised cfdna levels are associated with markers of endotheliopathy following trauma, and are associated with mortality. this relationship is present within the first hour of injury, and a change in one biomarker level is reflected by similar changes in the others. these findings are in keeping with the hypothesis that circulating dna and endothelial injury share a common pathway following trauma.',\n", + " 'the immunoglobulin g2 subclasses contain predominantly antipolysaccharide antibodies. it was therefore believed intuitively that low immunoglobulin g2 levels could predispose individuals to infections with encapsulated bacteria. although many reports initially supported this notion, more recent studies challenged it. regardless of the biological significance, the natural history of low immunoglobulin g2 levels has not been carefully studied. we studied the outcome of low serum immunoglobulin g2 subclass levels in children. thirteen patients who were referred because of recurrent infections were found to have low immunoglobulin g2 levels. laboratory evaluation at presentation and follow-up visits included total serum immunoglobulins, immunoglobulin subclasses, and specific antibodies to protein antigens and to pneumococcal vaccine. low immunoglobulin g2 levels resolved completely within 0.6 years to 6 years (median: 1.5 years) in all patients. all 13 patients responded adequately to vaccination with protein antigens such as tetanus toxoid and polio as well as to immunization with pneumococcal vaccine. four of 13 patients had a previous history of transient hypogammaglobulinemia, raising the possibility that the other cases may simply represent the tail end of this condition. we have demonstrated that low immunoglobulin g2 detected in early infancy and childhood is likely to resolve completely within several months and up to 6 years from the time of presentation.',\n", + " 'genotype-phenotype correlations are poorly characterised in arrhythmogenic right ventricular cardiomyopathy (arvc). we investigated whether carriers of rare variants in desmosomal genes (dc) and titin gene (ttn) display different phenotypes and clinical outcomes compared with non-carriers (nt-nd). thirty-nine arvc families (173 subjects, 67 affected) with extensive follow-up (mean 9 years), prospectively enrolled in the international familial cardiomyopathy registry since 1991, were screened for rare variants in ttn and desmosomal genes (dsp, pkp2, dsg2, dsc2). multiple clinical and outcome variables were compared between three genetic groups (ttn, dc, nt-nd) to define genotype-phenotype associations. of the 39 arvc families, 13% (5/39) carried ttn rare variants (11 affected subjects), 13% (5/39) dc (8 affected), while 74% (29/39) were nt-nd (48 affected). when compared with nt-nd, dc had a higher prevalence of inverted t waves in v2-3 (75% vs 31%, p=0.004), while ttn had more supraventricular arrhythmias (46% vs 13%, p=0.013) and conduction disease (64% vs 6% p<0.001). when compared with the nt-nd group, the dc group experienced a worse prognosis (67% vs 11%, p=0.03) and exhibited a lower survival free from death or heart transplant (59% vs 95% at 30 years, and 31% vs 89% at 50 years, hr 9.66, p=0.006), while the ttn group showed an intermediate survival curve (hr 4.26, p=0.037). ttn carriers display distinct phenotypic characteristics including a greater risk for supraventricular arrhythmias and conduction disease. conversely, dc are characterised by negative t waves in anterior leads, severe prognosis, high mortality and morbidity.',\n", + " \"transapical transcatheter aortic valve implantation (ta-tavi) is increasingly used to treat aortic valve stenosis in high-risk patients. mixed venous oxygen saturation (svo(2)) is still the 'gold standard' for the determination of the systemic oxygen delivery to consumption ratio in cardiac surgery patients. recent data suggest that regional cerebral oxygen saturation (rsco(2)) determined by near-infrared spectroscopy is closely related to svo(2). the present study compares rsco(2) and svo(2) in patients undergoing ta-tavi. n¬†=¬†20 cardiac surgery patients scheduled for ta-tavi were enrolled in this prospective observational study. svo(2) and rsco(2) were determined at predefined time points during the procedure. correlation and bland-altman analysis of the complete data set showed a correlation coefficient of r(2¬†)=¬†0.7 between rsco(2) and svo(2) (p¬†<¬†0.0001), a mean difference (bias) of 5.8 with limits of agreement (1.96 sd) of -6.8 to 18.3% and a percentage error of 17.5%. at all predefined time points correlation was moderate (r(2¬†)=¬†0.50) to close (r¬†=¬†0.84), and the percentage error was <24%. rsco(2) determined by near-infrared spectroscopy is correlated to svo(2) during varying haemodynamic conditions in patients undergoing ta-tavi. this suggests that rsco(2) is reflective not only of the cerebral, but also of the systemic oxygen balance.\",\n", + " 'to evaluate the role of optical coherence tomography (oct) in determining choroidal neovascularization (cnv) activity before and after photodynamic therapy (pdt) in patients with age-related macular degeneration (armd). prospective observational case series. institutional study. patient population: fifty-three patients (62 eyes) with armd. prospective observational case study. presence or absence of leakage on fluorescein angiography, presence of intraretinal or sub-retinal fluid on oct, and macular and choroidal neovascular complex thickness on oct. the macular thickness decreased significantly after pdt (p = .001). however, no significant changes in cnv thickness were measured after pdt (p = .567). once the diagnosis of armd was established before treatment, oct had a sensitivity of 96.77% for detecting cnv activity. after treatment, oct had a good sensitivity (95.65%) and a moderate specificity (59.01%) in determining cnv activity, which resulted in a diagnostic efficiency (proportion of correct results) of 82.95%. oct appears to be useful for indicating cnv activity. therefore, it may serve as a complementary technique for deciding the need for pdt and re-treatment in patients with armd.',\n", + " 'health-related quality of life (hrqol) in advanced non-small-cell lung cancer (nsclc) might be affected by the presence of brain metastasis (bm). we report findings from a prospective observational study that examined hrqol in patients newly diagnosed with advanced nsclc, with or without baseline bm, through 1 year of follow-up. patients starting first-line treatment of stage iiib/iv nsclc were prospectively enrolled and consented at 34 us-based community oncology practices. data on patient-reported outcomes (pros) were collected once per cycle during treatment, and at each visit after discontinuation. pros included the european organization for research and treatment of cancer core quality of life questionnaire (qlq-c30) and lung cancer module (qlq-lc13), the lung cancer module of the m.d. anderson symptom inventory (mdasi-lc), and the rotterdam activity level scale (rals). linear mixed models were used to examine the effect of baseline bm, including differences in change over time. one hundred forty-five patients provided follow-up pro data, comprising 1100 individual surveys and 32 pro end points. the patient group was 58.6% (n = 85) male, and 86.2% (n = 125) caucasian. patients with baseline bm were younger (61.3 vs. 65.8 years; p¬†= .040) with more concurrent radiotherapy (59.4% [n = 19] vs. 15.9% [n = 18]; p¬†< .0001). results showed minimal differences in baseline hrqol. of the 20 measures that showed significant group differences in hrqol over time, 18 showed greater deterioration for patients with baseline bm. these 18 measures included all qlq-c30 composite measures except global health status, all mdasi-lc measures, and the rals (all p¬†< .05). for these measures, the average 1-year deterioration in patients with baseline bm was 19.4%. newly diagnosed advanced nsclc patients with baseline bm experienced a significantly faster and clinically meaningful deterioration in pro-based hrqol compared with those without baseline bm.',\n", + " 'targeting a single pathway in pancreatic adenocarcinoma (pc) is unlikely to affect its natural history. we tested the hypothesis that simulataneous targeting of the epidermal growth factor receptor (egfr) and insulin-like growth factor receptor-1 (igf-1r) pathways would significantly improve progression-free survival (pfs) by abrogating reciprocal signaling that promote drug resistance this was a phase ib/ii study testing cixutumumab, combined with erlotinib and gemcitabine (g) in patients with untreated metastatic pc. the control arm was erlotinib plus g. the primary end point was pfs. eligibility included performance status 0/1 and normal fasting blood glucose. polymorphisms in genes involved in g metabolism and in the egfr pathway were also studied the phase i results (n‚äâ=‚äâ10) established the safety of cixutumumab 6 mg/kg/week intravenously, erlotinib 100 mg/day orally, and g 1000 mg/m(2) intravenously on days 1, 8, and 15 of a 28-day cycle. in the rp2 portion (116 eligible patients; median age, 63), the median pfs and overall survival (os) were 3.6 and 7.0 months, respectively, on the cixutumumab arm, and 3.6 and 6.7 months, respecively, on the control arm. major grades 3 and 4 toxicities with cixutumumab and control were elevation of transaminases, 12% and 6%, respectively; fatigue, 16% and 12%, respectively; gastrointestinal, 35% and 28%, respectively; neutropenia, 21% and 10%, respectively; and thrombocytopenia, 16% and 7%, respecively. grade 3/4 hyperglycemia was seen in 16% of patients on cixutumumab. grade 3 or 4 skin toxicity was similar in both arms of the study (< 5%). no significant differences in pfs by genotype were seen for any of the polymorphisms. adding the igf-1r inhibitor cixutumumab to erlotinib and g did not lead to longer pfs or os in metastatic pc.',\n", + " 'to evaluate precolostral hypogammaglobulinemia in neonatal llamas and alpacas, to determine when postcolostral peak serum igg concentrations develop, to determine whether differences in postcolostral serum igg concentrations between llamas and alpacas exist, and to determine postcolostral half-life of serum igg in llamas and alpacas. prospective observational study. 29 llama and 10 alpaca crias. blood samples were collected prior to suckling and on days 1, 2, and 3 after parturition and analyzed for serum igg concentration by use of a commercial radial immunodiffusion assay. additional samples were collected on days 8, 13, and 18 from 8 crias to determine mean half-life of igg. llamas and alpacas are born severely hypogammaglobulinemic. mean serum igg concentrations for day-1, -2, and -3 samples for llamas were 1,578 mg/dl, 1,579 mg/dl, and 1,401 mg/dl, respectively, and for alpacas were 2,024 mg/dl, 1,806 mg/dl, and 1,669 mg/dl, respectively. peak serum immunoglobulin concentration developed between days 1 and 2. mean half-life of igg for all crias was 15.7 days. although increased mortality has been linked to failure of passive transfer, it is clearly possible to raise crias that have low serum immunoglobulin concentrations. llamas and alpacas do not differ significantly with respect to immunoglobulin absorption or igg concentration in neonates. the optimal sampling time for passive transfer status is between 1 and 2 days.',\n", + " 'to identify the dominant factors affecting reproductive outcomes of fertility-desiring young women with intrauterine adhesions (iua) after hysteroscopic adhesiolysis. this prospective observational study included 104 cases of women with iua. logistic regression analysis was applied to analyze the value of the location and extent of adhesions, the number of previous uterine cavity surgery, menstrual patterns, and second look hysteroscopy time. in the total 104 patients with iua, 91 patients (87.5%) had a history of at least one previous uterine cavity surgery. hypomenorrhoea and amenorrhoea were two most common presenting menstrual abnormalities occurring in 59 (56.7%) and 28 (26.9%) cases, respectively. the clinical pregnancy rate was 60.6% (63/104) and the live birth rate was 39.4% (41/104). pregnancy rate was higher in patients having mild iua (81.5%) as compared to moderate (61.3%) or severe type (20.0%) (p‚äâ<‚äâ0.001). the bivariate and binary logistic regression analysis revealed that the location and extent of adhesions were the independent parameters related to the reproductive outcome after hysteroscopic adhesiolysis for fertility-desiring women with iua (p‚äâ=‚äâ0.011 and p‚äâ=‚äâ0.003, respectively), but not the number of previous uterine cavity surgery, menstrual patterns, and second look hysteroscopy time (p‚äâ=‚äâ0.232, p‚äâ=‚äâ0.239 and p‚äâ=‚äâ0.120, respectively). the extent and location of iua are the dominant factors affecting reproductive outcomes, which are possibly regarded as a potential predictor evaluating prognosis of iua after hysteroscopic adhesiolysis.',\n", + " 'the prevalence of anaemia is increasing globally. it has a close association with perioperative blood transfusion which, in turn, results in an increased risk of postoperative complications. undesirable effects are not only limited to short-term, but also have long-term implications. despite this, many patients undergo cardiac surgery with undiagnosed and untreated anaemia. we designed a retrospective, observational study to estimate the prevalence of anaemia in patients having cardiac surgery in auckland district health board, blood transfusion rates and associated clinical outcome. two hundred of seven hundred and twelve (28.1%) patients were anaemic. red blood cell (rbc) transfusion rates were significantly higher in the anaemic group compared to the non-anaemic group (160 (80%) vs. 192 (38%), p-value <0.0001, rr (ci 95%) 2.133 (1.870-2.433)). transfusion rates for fresh frozen plasma (ffp), cryoprecipitate and platelets were also higher in the anaemic group. anaemia was significantly associated with the development of new infection (14 (7%) vs. 15 (2.9%), p-value 0.0193, rr (ci 95%) 2.389 (1.175-4.859)), prolonged ventilation time (47.01 hours vs. 23.59 hours, p-value 0.0076) and prolonged intensive care unit (icu) stay (80.23 hours vs. 50.27, p-value 0.0011). preoperative anaemia is highly prevalent and showed a clear link with significantly higher transfusion rates and postoperative morbidity. it is vital that a preoperative management plan for the correction of anaemia should be sought to improve patient safety and outcome.',\n", + " 'treatment of tuberculosis (tb) can result in drug-induced liver injury (dili) since hepatotoxic metabolites are formed during the biotransformation of isoniazid (inh). dili can be related to the genetic profile of the patient. single nucleotide polymorphisms in the cyp2e1 gene and gstm1 and gstt1 deletion polymorphisms have been associated with adverse events caused by inh. to characterize the genetic polymorphisms of cyp2e1, gstt1 and gstm1 in tb carriers. this is an observational prospective cohort study of 45 patients undergoing treatment of tb. pcr-rflp and multiplex-pcr were used. the distribution of genotypic frequency in the promoter region (cyp2e1 gene) was: 98% wild genotype and 2% heterozygous. intronic region: 78% wild genotype; 20% heterozygous and 2% homozygous variant. gst enzyme genes: 24% null gstm1 and 22% null gstt1. patients with any variant allele of the cyp2e1 gene were grouped in the statistical analyses. patients with the cyp2e1 variant genotype or null gstt1 showed higher risk of presenting dili (p=0.09; or: 4.57; 95% ci: 0.75-27.6). individuals with both genotypes had no increased risk compared to individuals with one genotype.',\n", + " \"persistent inflammation is an insidious and less studied feature of fmf. we investigated clinical determinants of persistent inflammation and its associations with individual damage items. this is a cross-sectional analysis of 917 fmf patients, who fulfilled the tel hashomer criteria and had at least 6‚äâmonths' follow-up. patients were stratified based on whether they had persistent inflammation. we used logistic regression analysis to investigate independent predictors of persistent inflammation and the associated individual damage items. one hundred and forty-two (15%) patients had persistent inflammation. active fmf (54%) was the most prominent reason for the persistent inflammation. spondylarthritis (16%), other inflammatory arthritis (8%) and ibd (2%) were other frequent reasons. male gender, history of exertional leg pain, inflammatory comorbidities, m694v homozygosity, colchicine resistance, lower education levels and musculoskeletal attack dominance were found to be the independent predictors of persistent inflammation. earlier disease onset led to a tendency towards persistent inflammation. patients with persistent inflammation were more likely to suffer damage. there is an increased risk of developing proteinuria, amyloidosis and renal insufficiency. we identified, for the first time, the predictors of persistent inflammation in adult fmf patients and related individual damage items of the autoinflammatory disease damage index. persistent inflammation is insidious and one of the chief causes of damage; therefore, especially patients with these predictors should be followed up more closely. if detected, underlying inflammatory comorbidities should be assessed meticulously as early detection and proper treatment strategies may favourably impact the natural history of the disease.\",\n", + " 'the relationship between degree of hemodilution during cardiopulmonary bypass (cpb) and perioperative stroke has not been fully elucidated. the objective of this observational study was to evaluate the relationship between nadir hematocrit during cpb and perioperative stroke while adjusting for variables known to have an association with stroke and anemia. perioperative data were prospectively collected on 10,949 consecutive patients who underwent cardiac surgery with cpb from 1999 to 2004 at a quaternary care hospital. stroke was defined as a persistent neurologic deficit, consistent with a central nervous system lesion, occurring within 30 days of operation. stroke was classified as perioperative if patients awoke from anesthesia with neurologic symptoms and postoperative if patients awoke without symptoms. multivariable logistic regression analysis was used to control for confounding variables to obtain the independent relationship between nadir hematocrit during cpb and perioperative stroke. the prevalence of perioperative stroke was 1.0% (n = 110). an additional 50 patients had postoperative stroke. nadir hematocrit during cpb was an independent predictor of perioperative stroke. after controlling for confounding variables, each percent decrease in hematocrit was associated with a 10% increase in the odds of suffering perioperative stroke (95% confidence interval, 4% to 18%; p = 0.002). the model was accurate (c-index = 0.85) and reliable (hosmer-lemeshow test p = 0.4). there is an independent, direct association between degree of hemodilution during cpb and risk of perioperative stroke. prospective randomized clinical trials comparing different degrees of hemodilution during cpb are required to determine whether this is a cause-effect relationship or a simple association.',\n", + " \"children with hutchinson-gilford progeria syndrome (hgps), a rare premature aging disease, exhibit extraskeletal calcifications detected by radiographic analysis and on physical examination. the aim of this study was to describe the natural history and pathophysiology of these abnormal calcifications in hgps, and to determine whether medications and/or supplements tested in clinical trials alter their development. children from two successive clinical trials administering 1) lonafarnib (n‚äø=‚äø26) and 2) lonafarnib‚äø+‚äøpravastatin‚äø+‚äøzoledronic acid (n‚äø=‚äø37) were studied at baseline (pre-therapy), one year on therapy, and at end-of-therapy (3.3-4.3‚äøyears after the baseline visit). calcium supplementation (oral calcium carbonate) was administered during the first year of the second trial and was subsequently discontinued. information on calcifications was obtained from physical examinations, radiographs, and serum and urinary biochemical measures. the mineral content of two skin-derived calcifications was determined by x-ray diffraction. extraskeletal calcifications were detected radiographically in 12/39 (31%) patients at baseline. the odds of exhibiting calcifications increased with age (p‚äø=‚äø0.045). the odds were unaffected by receipt of lonafarnib, pravastatin, and zoledronate therapies. however, administration of calcium carbonate supplementation, in conjunction with all three therapeutic agents, significantly increased the odds of developing calcifications (p‚äø=‚äø0.009), with the odds plateauing after the supplement's discontinuation. composition analysis of calcinosis cutis showed hydroxyapatite similar to bone. although serum calcium, phosphorus, and parathyroid hormone (pth) were within normal limits at baseline and on-therapy, pth increased significantly after lonafarnib initiation (p‚äø<‚äø0.001). both the urinary calcium/creatinine ratio and tubular reabsorption of phosphate (trp) were elevated at baseline in 22/39 (56%) and 31/37 (84%) evaluable patients, respectively, with no significant changes while on-therapy. the mean calcium‚äø√ó‚äøphosphorus product (ca‚äø√ó‚äøpi) was within normal limits, but plasma magnesium decreased over both clinical trials. fibroblast growth factor 23 (fgf23) was lower compared to age-matched controls (p‚äø=‚äø0.03). extraskeletal calcifications increased with age in children with hgps and were composed of hydroxyapatite. the urinary calcium/creatinine ratio and trp were elevated for age while fgf23 was decreased. magnesium decreased and pth increased after lonafarnib therapy which may alter the ability to mobilize calcium. these findings demonstrate that children with hgps with normal renal function and an unremarkable ca‚äø√ó‚äøpi develop extraskeletal calcifications by an unidentified mechanism that may involve decreased plasma magnesium and fgf23. calcium carbonate accelerated their development and is, therefore, not recommended for routine supplementation in these children.\",\n", + " \"amyotrophic lateral sclerosis (als) is a neurodegenerative disorder leading to chronic respiratory failure. few studies have investigated als-related dyspnoea, and none have characterised the emotional distress it inflicts. we hypothesised that als-related dyspnoea has a strong affective component that relates to quality of life. this prospective, observational study was conducted in 41 als patients >18 with chronic respiratory failure and an indication for noninvasive ventilation (niv). dyspnoea was assessed using the multidimensional dyspnea profile (mdp) at baseline and 1 month after niv initiation. correlations between scores evaluating the sensory and affective dimensions of dyspnoea and other patient-reported outcomes and pulmonary function tests were analysed. dyspnoea was described as intense (median [iqr] score on a 0-10 scale: 6.5 [4.0-7.5]). the sensory dimension of dyspnoea was polymorphic, but‚äø¬´air hunger¬ª was the most common (48.8%) and the most intense (6 [4-8]) sensory descriptor. in the affective domain, most patients rated‚äø¬´anxious¬ª (85.4%) and ¬´afraid¬ª (60.9%) above 0. the mdp affective dimension correlated significantly with other patient-reported outcomes, with the strongest correlation being between mdp‚äø¬´anxious¬ª and the anxiety component of the hospital anxiety depression scale (pearson's r‚äø=‚äø0.70). one month after initiation of niv, dyspnoea during unassisted breathing was described in virtually the same terms, particularly the affective dimension. als-related dyspnoea is intense and fear-provoking, persists during unassisted breathing between niv sessions, and significantly impacts health-related quality of life. this study highlights the need for increased awareness of and research into als-related dyspnoea.\",\n", + " 'to assess the outcome and to identify early prognostic indicators in a global population of patients with hematologic malignancy admitted to the intensive care unit for a life-threatening complication. retrospective observational study. medical intensive care unit at a tertiary university hospital. a total of 124 consecutive critically ill patients with a hematologic malignancy admitted to the intensive care unit during a 3.5-yr period. measurements we collected variables at admission and during admission and identified predictors of in-hospital mortality by stepwise logistic regression analysis. mean acute physiology and chronic health evaluation ii score was 26 +/- 7.7. sixty-one percent had a high-grade malignancy, and 27% had active disease. thirty-five percent were leukopenic (leukocyte count, <1.0 x 10(9)/l) at admission. respiratory failure (48%), sepsis (18.5%), and neurologic impairment (17%) were the major reasons for admission at the intensive care unit. seventy-one percent of the patients required ventilatory support for a median duration of 6 (3-17) days, 46% received vasopressors at admission, and 26.6% needed renal replacement therapy during their intensive care unit stay. a recent bacteremia precipitating intensive care unit admission was found in 21.8% of the patients. crude intensive care unit, in-hospital, and 6-month mortality rates were 42%, 54%, and 66%, respectively. four variables were independently associated with outcome in a multivariate logistic regression analysis: leukopenia (odds ratio, 2.9; 95% confidence interval, 1.1-7.7), vasopressors (odds ratio, 3.74; 95% confidence interval, 1.4-9.8), and urea of >0.75 g/l (>12 mmol/l) (odds ratio, 9.4; 95% confidence interval, 4.2-26) at admission were associated with poor outcome, whereas recent bacteremia (odds ratio, 0.17; 95% confidence interval, 0.05-0.58) was associated with better prognosis. using these variables, we arbitrarily categorized our population into three groups for survival analysis: a low-risk group (low urea with or without either leukopenia or vasopressors, n = 60), an intermediate-risk group (high urea or a combination of leukopenia and vasopressors, n = 34), and a high-risk group (high urea in combination with leukopenia or vasopressors, n = 27). patients with a bacteremia prompting intensive care unit admission were allocated to a one-step-lower risk group. survival probabilities at 30 days and 6 months were 75% and 55% in the first group, 35% and 21% in the second group, and 4% and 0%, respectively, in the third group ( <.001). the general reluctance to admit patients with a hematologic malignancy to the intensive care unit, even with severe critical illness, is unjustified. however, we identified four early predictors of outcome that may be of value in deciding in which patients advanced or prolonged support should not be continued.',\n", + " 'there have been numerous studies on the outcomes of surgery for spinal cord cavernous angiomas. however, the natural history of conservatively treated disease is not well known. the aim of this retrospective study was to investigate the outcomes of conservatively managed patients with spinal cord cavernous angioma to determine the appropriate treatment strategies. twenty-four patients who visited a single institution over an 11-year period and who were treated conservatively were enrolled in this study. their medical records and radiological images were reviewed retrospectively. the neurologic status of the patients was assessed using the japanese orthopedic association scoring system and the clinical presentation of the patients was classified into the following 4 categories: type a, asymptomatic; b, pain only; c, sensory deficits; and d, sensory and motor deficits. the results of types c and d patients were compared with the results of previously reported surgical series from our institution. the mean age of the enrolled patients was 52.0 years (21-73). the mean duration of the clinical follow-up was 60.5 months (11-119) and the follow-up using magnetic resonance imaging was 52.4 months (3-122). cavernous angiomas presented in the cervical spinal cord in 12 patients, thoracic spinal cord in 10 patients and in multiple levels of the spinal cord in 2 patients. there were 5, 5, 7, and 7 patients, respectively, classified with types a, b, c, and d for clinical presentations. the rate of recurrent hemorrhage was 1.7 %/patient-year and all recurrent hemorrhages only developed in type c or d patients. in types c and d patients, improvement in the joa score during the follow-up period was 0.77 ¬± 1.8 in the conservative group and 1.07 ¬± 1.8 in the surgical group (p = 0.500). however, improvement in the joa sensory score after surgical treatment was statistically significant (p = 0.007). conservative treatment may be a reasonable treatment strategy for patients with types a and b. if patients present with type c or d, surgical treatment is recommended considering the better improvements in sensory deficits and the high rate of recurrent hemorrhage in such patients.',\n", + " 'there is increasing interest in the role of t follicular helper (tfh) cells in autoimmunity from the perspective of both their role in breach of tolerance and their effects on the natural history of disease progression. indeed, the critical role of tfh cells in autoimmunity is further highlighted based on their location in the germinal center (gc), a pathogenic hot spot for development of autoreactivity. to address the role of tfh cells in primary biliary cirrhosis (pbc), we comprehensively evaluated the immunobiology of cxcr5(+) cd4(+) tfh cells in 69 patients with pbc, including a nested subgroup of 16 autoimmune hepatitis (aih) and 20 healthy controls (hc), followed for 1 year. we report herein several key observations. first, there was an increased frequency of circulating tfh cells in patients with pbc compared to aih (p < 0.05) and hc (p < 0.01). second, the function of circulating tfh cells from pbc patients, including interleukin (il)-21 production (p < 0.05), the ability to promote b-cell maturation, and autoantibody production, were greater than hc. third, the frequency of these cells was significantly decreased in ursodeoxycholic acid (udca) responders compared to udca-treated nonresponders, in both cross-sectional (p = 0.023) and longitudinal studies (p = 0.036), respectively. indeed, similar increases of tfh cells were noted in liver and spleen. these results significantly extend our understanding of lymphoid subpopulations in pbc and their relative role in disease expression. our data also provide a novel biomarker for evaluation of the effectiveness of new therapeutic approaches.',\n", + " 'glucocorticoids (gc) are considered first-line therapy for most patients with hypereosinophilic syndrome (hes). although response rates are generally high, many patients require moderate to high doses for control of eosinophilia and symptoms, and up to 15% of patients do not respond at all. despite this, little is known about the mechanisms of gc resistance in patients with hes. to explore the aetiology of gc resistance in hes. clinical data and samples from 26 patients with hes enrolled on a prospective study of gc responsiveness and 23 patients with hes enrolled on a natural history study of eosinophilia for whom response to gc was known were analysed retrospectively. expression of gc receptor isoforms was assessed by quantitative rt-pcr in purified eosinophils. serum cytokine levels were quantified by suspension array assay in multiplex. despite an impaired eosinophil response to gc after 7¬†days of treatment, the expected rise in absolute neutrophil count was seen in 7/7 gc-resistant patients, suggesting that gc resistance in hes is not a global phenomenon. eosinophil mrna expression of glucocorticoid receptor (gr) isoforms (œ±, œ≤, and p) was similar between gc-sensitive (n¬†=¬†20) and gc-resistant (n¬†=¬†9) patients with hes. whereas geometric mean serum levels were also comparable between gc-r (n¬†=¬†11) and gc-s (n¬†=¬†19) for all cytokines tested, serum il-5 levels were >100¬†pg/ml only in gc-r patients. these data suggest that the mechanism of gc resistance in hes is not due to a global phenomenon affecting all lineages, but may be due, at least in some patients, to impairment of eosinophil apoptosis by increased levels of il-5.',\n", + " 'endocrine disrupting chemicals (edcs) present in the environment may disrupt thyroid hormones, which in early life are essential for brain development. observational studies regarding this topic are still limited, however as the presence of chemicals in the environment is ubiquitous, further research is warranted. the objective of the current study was to assess the association between exposure markers of various edcs and thyroxine (t4) levels in newborns in a mother-child cohort in the netherlands. exposure to dichlorodiphenyldichloroethylene (dde), three di-2-ethylhexyl phthalate (dehp) metabolites, hexachlorobenzene (hcb), polychlorinated biphenyl (pcb)-153, perfluorooctanesulfonic acid (pfos), and perfluorooctanoic acid (pfoa) was determined in cord plasma or breast milk, and information on t4 levels in heel prick blood spots was obtained through the neonatal screening programme in the netherlands. linear regression models were composed to determine associations between each of the compounds and t4, which were stratified for gender and adjusted for a priori defined covariates. mean t4 level was 86.9 nmol/l (n = 83). girls in the highest quartile of dde and pfoa exposure showed an increased t4 level compared to the lowest quartile with both crude and fully adjusted models (dde > 107.50 ng/l, +24.8 nmol/l, 95% ci 0.79, 48.75; pfoa‚äâ> 1200 ng/l, +38.6 nmol/l, 95% ci 13.34, 63.83). in boys a lower t4 level was seen in the second quartile of exposure for both pfos and pfoa, however after fully adjusting the models these associations were attenuated. no effects were observed for the other compounds. dde and perfluorinated alkyl acids may be associated with t4 in a sex-specific manner. these results should however be interpreted with caution, due to the relatively small study population. more research is warranted, as studies on the role of environmental contaminants in this area are still limited.',\n", + " \"antigen specificity and igg subclass could be significant in the natural history of chagas' disease. the relationship between the different stages of human chagas' disease and the profiles of total igg and its subclasses were thus analysed here; they were directed against a crude t. cruzi extract and three recombinant antigens: the t. cruzi kinetoplastid membrane protein-11 (rkmp-11), an internal fragment of the t. cruzi hsp-70 protein 192-433, and the entire trypanosoma rangeli hsp-70 protein. seventeen brazilian acute chagasic patients, 50 colombian chronic chagasic patients (21 indeterminate and 29 cardiopathic patients) and 30 healthy individuals were included. total igg and its subtypes directed against the above-mentioned recombinant antigens were determined by elisa tests. the t. cruzi kmp-11 and t. rangeli hsp-70 recombinant proteins were able to distinguish both acute from chronic chagasic patients and infected people from healthy individuals. specific antibodies to t. cruzi crude antigen in acute patients came from igg3 and igg4 subclasses whereas igg1 and igg3 were the prevalent isotypes in indeterminate and chronic chagasic patients. by contrast, the specific prominent antibodies in all disease stages against t. cruzi kmp-11 and t. rangeli hsp-70 recombinant antigens were the igg1 subclass. t. cruzi kmp-11 and the t. rangeli hsp-70 recombinant proteins may be explored together in the immunodiagnosis of chagas' disease. polarising the igg1 subclass of the igg response to t. cruzi kmp-11 and t. rangeli hsp-70 recombinant proteins could have important biological effects, taking into account that this is a complement fixing antibody.\",\n", + " 'lupus enteritis (le) is a rare but well-known gastrointestinal manifestation of systemic lupus erythematosus (sle). this study was conducted to identify prognostic factors associated with poor responses in patients with le. we consecutively registered patients diagnosed with le between january 2009 and october 2019, and retrospectively compared their clinical characteristics based on whether they had good or poor responses to treatment. a total of 13 patients (17 episodes) were included. the median age was 41 years, and 12 patients were female. a comparison of clinical characteristics between groups revealed similar computed tomography (ct) findings. however, serum ch50 levels were significantly lower in the poor response group (median [interquartile ranges (iqr)]; 29.2 [25.3-46.9] u/ml vs 19.3 [7.8-24.0] u/ml, p‚äâ=‚äâ.0095). more patients in the poor response group had higher titers of anti-cardiolipin œ≤2-glycoprotein i antibody (anti-cl œ≤2gpi ab) and were started on glucocorticoids (gcs) at moderate doses. in multivariable analysis, serum ch50 level was independently associated with poor response to induction therapy. lower levels of ch50 at the time of initial treatment predicted inadequate treatment response in patients with le.',\n", + " 'anderson-fabry disease (afd), an x-linked disorder of sphingolipid metabolism, is a cause of idiopathic left ventricular hypertrophy but the mechanism of hypertrophy is poorly understood. gadolinium enhanced cardiovascular magnetic resonance can detect focal myocardial fibrosis. we hypothesised that hyperenhancement would be present in afd. eighteen males (mean 43+/-14 years) and eight female heterozygotes (mean 48+/-12 years) with afd underwent cine and late gadolinium cardiovascular magnetic resonance. nine male (50%) had myocardial hyperenhancement ranging from 3.4% to 20.6% (mean 7.7+/-5.7%) of total myocardium; in males, percentage hyperenhancement related to lv mass index (r=0.78, p=0.0002) but not to ejection fraction or left ventricular volumes. lesser hyperenhancement was also found in four (50%) heterozygous females (mean 4.6%). in 12 (92%) patients with abnormal gadolinium uptake, hyperenhancement occurred in the basal infero-lateral wall where, unlike myocardial infarction, it was not sub-endocardial. in two male patients with severe lvh (left ventricular hypertrophy) and systolic impairment there was additional hyperenhancement in other myocardial segments. these observations suggests that myocardial fibrosis occurs in afd and may contribute to the hypertrophy and the natural history of the disease.',\n", + " 'to analyze the host genetics factors influencing the clinical course and the response to antiviral treatment in patients with chronic hepatitis c (chc). we conducted an electronic search on the pubmed and medline (2000-2014) databases and cochrane library (2000-2014). a total of 73 articles were retrieved and their data were extensively evaluated and discussed by the authors and then analyzed in this review article. several studies associated polymorphisms in the interleukin 28b gene on chromosome 19 (19q13.13) with a spontaneous viral clearance in acute hepatitis c and with the response to pegylated interferon (peg-ifn)-based treatment in chronic hepatitis c patients. other investigations demonstrated that inosine triphosphate pyrophosphatase genetic variants protect hepatitis c virus-genotype-1 chc patients from ribavirin-induced anemia, and other studies that a polymorphism in the patatin-like phospholipase domain-containing protein 3 was associated with hepatic steatosis in chc patients. although not conclusive, some investigations suggested that the vitamin d-associated polymorphisms play an important role in the achievement of sustained virologic response in chc patients treated with peg-ifn-based antiviral therapy. several other polymorphisms have been investigated to ascertain their possible impact on the natural history and on the response to treatment in patients with chc, but the data are preliminary and warrant confirmation. several genetic polymorphisms seem to influence the clinical course and the response to antiviral treatment in patients with chc, suggesting individualized follow up and treatment strategies.',\n", + " \"first, to examine the potential value of maternal ophthalmic artery doppler at 35-37‚äâweeks' gestation in the prediction of subsequent development of pre-eclampsia (pe), and, second, to examine the variability between repeat measurements in the same eye and variability in measurements between the two eyes. this was a prospective observational study in women attending for a routine hospital visit at 35‚äâ+‚äâ0 to 36‚äâ+‚äâ6‚äâweeks' gestation. the visit included recording of maternal demographic characteristics and medical history and assessment of flow velocity waveforms from the maternal ophthalmic artery. waveforms were obtained in sequence from the right eye, left eye and again from the right and then left eye. we recorded the average of the four measurements, two from each eye, for the following four indices: first peak of systolic velocity; second peak of systolic velocity; pulsatility index; and the ratio of the second to first peak of systolic velocity (psv ratio). the measurements of the four indices were standardized to remove the effects of maternal characteristics and elements from the medical history. the competing-risks model was used to determine the detection rate (dr) of delivery with pe at any time and at <‚äâ3‚äâweeks after assessment, at a 10% false-positive rate (fpr), in screening by maternal factors alone and a combination of maternal factors and the adjusted value of each of the four ophthalmic artery indices. the study population of 2287 pregnancies contained 60 (2.6%) that developed pe, including 19 (0.8%) that delivered with pe at <‚äâ3‚äâweeks after assessment. the dr, at 10% fpr, of delivery with pe at any time after assessment by maternal factors was 25.0% (95%‚äâci, 14.7-37.9%), and this increased by 25 percentage points to 50.0% (95%‚äâci, 36.8-63.2%) with the addition of the adjusted psv ratio (p‚äâ=‚äâ0.005); the respective values for delivery with pe at <‚äâ3‚äâweeks after assessment were 31.6% (95%‚äâci, 12.6-56.6%) and 57.9% (95%‚äâci, 33.5-79.8%). the other ophthalmic artery indices did not improve the prediction provided by maternal factors alone. there was good correlation between the first and second measurements of psv ratio from the same eye (right eye r‚äâ=‚äâ0.823, left eye r‚äâ=‚äâ0.840), but poorer correlation in the first and second measurements between the two eyes (first measurement r‚äâ=‚äâ0.690, second measurement r‚äâ=‚äâ0.682). in screening by maternal factors and psv ratio for pe with delivery at any stage after assessment, the estimated dr, at 10% fpr, was 50.0% when the average of four measurements was used (two from each eye), 49.1% when the average of one measurement from each eye was used, 47.3% when the average of two measurements from the same eye was used, and 45.8% when only one measurement was used. ophthalmic artery psv ratio at 35-37‚äâweeks' gestation can predict subsequent delivery with pe, especially if this occurs within 3‚äâweeks after assessment. in the assessment of ophthalmic artery doppler, it is necessary to use the average of one measurement from each eye to minimize variability of measurements. ¬© 2020 international society of ultrasound in obstetrics and gynecology.\",\n", + " 'any form of surgery or tissue damage causes release of tissue factor into the circulation. this may lead to the accelerated consumption of coagulation factors, resulting in severe consumptive coagulopathy. in this study, we compared the molecular markers involved in coagulation activation during cardiopulmonary bypass (cpb) between patients who underwent aortic replacement surgery and those who underwent valve surgery. this prospective observational study was performed in each 14 patients who underwent aortic replacement surgery or valve surgery. we evaluated the differences in the levels of fibrinogen, activated factor vii (fviia), thrombin-antithrombin complex (tat), and soluble fibrin monomer complex (sfmc) during surgery between these two groups. the change in fibrinogen levels showed no difference between the groups. the magnitude of increase in tat was much larger in patients who underwent aortic replacement surgery than in those who underwent valve surgery (173.6 vs. 49.4 ng/ml; p = 0.0001). more importantly, the elevation of fviia was significantly higher in patients who underwent aortic replacement (28.5 vs. 19.0 mu/ml; p = 0.0122). the magnitude of increase in sfmc was also larger in the aortic replacement surgery. the activation of coagulation during cpb was dramatically higher in the aortic replacement surgery compared with the valve surgery, probably owing to the activation of the extrinsic coagulation pathway in the former. this could potentially exacerbate consumptive coagulopathy after cpb termination in patients who underwent aortic replacement, possibly resulting in massive hemorrhage due to impaired hemostasis.',\n", + " \"the data concerning the association between dengue viruses (dv) infection and autoimmune diseases (ads) remain unclear and are scarce. this nationwide population-based cohort study assessed the risk of ads among patients with dv infection. we analyzed taiwanese medical data from the registry of the national notifiable disease reporting system of taiwan's centers for disease control between 1998 and 2015 and identified patients with dv infection. from the entire general population data in the national health insurance research database, we randomly selected a comparison cohort that was individual matching by age, sex, residence, and index date. we analyzed the risk of ads using a cox proportional hazards regression model stratified by sex, age, and residence. we enrolled 29,365 patients with dv infection (50.68% men; mean age, 44.13¬†years) and 117,460 age-, sex-, and residence-matched controls in the present study. the incidence rates of organ-specific ads were nonsignificantly higher in the dv cohort than in the non-dv control cohort. an approximately 70% lower risk of primary sjogren syndrome (pss) was evident in the dv cohort than in the non-dv control cohort with an adjusted hazard ratio of 0.30 (95% confidence interval 0.13-0.67) after adjusting for comorbidities in matched design. by contrast, the other systemic ads were nonsignificantly lower in the dv cohort than in the non-dv control cohort. this nationwide long-term cohort study demonstrated that patients with dv infection had a lower risk of primary sjogren syndrome than those without dv infection. key points ‚ä¢ this retrospective, longitudinal cohort observational study shows that patients with dv infection had a lower risk of pss than those without dv infection. ‚ä¢ the dv cohort had an approximately 70% lower risk of pss than the control group, with a multivariate-adjusted hr of 0.30. ‚ä¢ on the basis of this result, we contended that dv infection has a protective effect that reduces the risk of pss.\",\n", + " 'previous studies have shown that double ret mutations may be associated with unusual multiple endocrine neoplasia type 2 (men 2) phenotypes. our objective was to report the clinical features of patients harboring a previously unreported double mutation of the ret gene and to characterize this mutation in vitro. sixteen patients from four unrelated families and harboring the c634y/y791f double ret germline mutation were included in the study. large pheochromocytomas measuring 6.0-14 cm and weighing up to 640 g were identified in the four index cases. three of the four tumors were bilateral. high penetrance of pheochromocytoma was also seen in the c634y/y791f-mutation-positive relatives (seven of nine, 77.7%). of these, two cases had bilateral tumors, one presented with multifocal tumors, two cases had large tumors (>5 cm), and one case, which was diagnosed with a large (5.5 x 4.5 x 4.0 cm) pheochromocytoma, reported early onset of symptoms of the disease (14 yr old). the overall penetrance of pheochromocytoma was 84.6% (11 of 13). development of medullary thyroid carcinoma in our patients seemed similar to that observed in patients with codon 634 mutations. haplotype analysis demonstrated that the mutation did not arise from a common ancestor. in vitro studies showed the double c634y/y791f ret receptor was significantly more phosphorylated than either activated wild-type receptor or single c634y and y791f ret mutants. our data suggest that the natural history of the novel c634y/y791f double mutation carries a codon 634-like pattern of medullary thyroid carcinoma development, is associated with increased susceptibility to unusually large bilateral pheochromocytomas, and is likely more biologically active than each individual mutation.',\n", + " 'neutropenia is a life-threatening, dose-limiting toxicity of many chemotherapy regimens. the goals of this study were to assess the incidence and risk of chemotherapy-induced neutropenia, febrile neutropenia (fn) and dose limitations in breast cancer and lymphoma patients undergoing chemotherapy in europe. four hundred forty-four breast cancer and 305 lymphoma patients undergoing chemotherapy at 66 practices in five european countries participated in this prospective, observational study. predictors of impaired chemotherapy delivery were investigated using a logistic regression model. in breast cancer, fn incidence was low (6%); however, grade 4 neutropenia was frequent (34%). lymphoma patients experienced higher incidences of fn (non-hodgkin lymphoma (nhl) 22%; hodgkin lymphoma (hl) 15%) and grade 4 neutropenia (nhl 54%; hl 40%). for both diseases, fn and grade 4 neutropenia were associated with low relative dose intensity (rdi). multivariate regression models indicated that first cycle fn, age > or = 65 years and eastern co-operative oncology group > 1 were associated with low rdi in breast cancer and lymphoma, while colony-stimulating factor (csf) primary prophylaxis appeared to be protective in lymphoma only. primary csf prophylaxis was provided to 9% of breast cancer, 28% of nhl and 19% of hl patients. neutropenia and low rdi remain serious problems in both breast cancer and lymphoma populations undergoing chemotherapy. several risk factors which can trigger reduced chemotherapy delivery were identified. these results can support physicians in identifying patients most at risk of receiving impaired chemotherapy delivery who would benefit from suitable preventive measures.',\n", + " 'this study aims to correlate the clinical signs of keratoconus (kc) which include superficial apical scarring, fleischer rings, and vogt striae with best spectacle-corrected visual acuity (bscva) and corneal tomography findings. patients and methods. a retrospective observational study. 72 consecutive kc patients seen by the senior author over the course of one year were included in this case series. eyes with pellucid marginal degeneration, postrefractive ectasia, history of a corneal graft, prior corneal collagen cross-linking, intracorneal ring segments or hydrops were excluded from analysis. subsequently, the final analysis included only treatment-na√øve kc eyes with varying degrees of disease severity. bscva with manifest refraction was 0.5‚äâlogmar higher in eyes with apical scarring (p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former, k2‚äâ=‚äâ64.56‚ä⬱‚äâ12.89‚äâd versus 49.07‚ä⬱‚äâ6.61‚äâd, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former, k2‚äâ=‚äâ64.56‚ä⬱‚äâ12.89‚äâd versus 49.07‚ä⬱‚äâ6.61‚äâd, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former, k2‚äâ=‚äâ64.56‚ä⬱‚äâ12.89‚äâd versus 49.07‚ä⬱‚äâ6.61‚äâd, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43‚äâlogmar higher in the former. the presence of apical scarring and fleischer rings on biomicroscopy can aid the clinician in making the distinction between severe or long-standing disease (respectively). apical scarring is a sign of advanced disease and is associated with worse bscva and tomography findings. fleischer rings are markers of intermediate disease and their presence correlates with disease duration.',\n", + " 'mycosis fungoides (mf), the most common form of cutaneous t-cell lymphoma, remains a challenge for clinicians to stage and manage. classically, mf is determined through histopathologic evidence of a neoplastic infiltrate within the epidermis. in certain patients, however, the infiltrate extends into the hair follicles and sweat glands. the objective of this study is to determine the utility of expanding the analysis of histopathology reports to include the reporting of folliculotropism and syringotropism. this is a prospective, observational study conducted in a single facility from 2012-2018. all patients with mf, excluding those treated at this facility for less than six months with the exception of those with incomplete pruritus documentation, or absence of initial biopsy analysis were studied. modified severity weighted assessment tool (mswat) quantified body surface area and treatments attempted per patient were continuously charted. patients were surveyed for presence and degree of pruritus and pain. evaluation of these parameters were charted at the initial patient visit and correlated with their primary biopsy for presence or absence of folliculotropism and syringotropism. of the 87 patients examined, 70 patients (80%) exhibited syringotropism in their original biopsy and 68 patients (78%) exhibited folliculotropism. presence of both findings concurrently was present in 56 patients (64.4%), while neither finding was present in 5 patients (5.8%). the singular finding of folliculotropism was found in 12 patients (13.8%), while the singular finding of syringotropism was exhibited in 14 patients (16.1%). a significant association between the presence of folliculotropism and pruritus was established (p=0.043, œ±=0.05). the general trend towards increase in mswat score and pruritus in patients in regard to the mean and median values suggest that increasing the sample population of the study might yield a significant value in the future. these presentations are more prevalent than previously recognized and have findings indicative of more severe disease. we propose that mf histopathology reports document the presence of folliculotropism and syringotropism and that these findings be added to the nccn guidelines as they may aid in predicting severity and progression risk.',\n", + " 'the jarisch-herxheimer reaction (jhr) is a febrile inflammatory reaction that may occur in patients after treatment of syphilis. the overall rate is estimated to be 10-25% with broad variations over time. it appears to be related to factors like stage of the disease or reagin titres. in this study, we aimed to describe the incidence of and risk factors including strain typing for jhr among patients with syphilis. from january through october 2015, 224 consecutive patients (82 of them with hiv) who were diagnosed with early syphilis were enrolled in this prospective observational study in a referral sti clinic in barcelona. an appointment was offered to them after 10-14 days of treatment to inquire about the reaction with the use of a standardized form. treponema pallidum molecular typing was made to detect a possible strain related to reaction. overall, 28% of patients developed jhr. this varied from 56% in secondary, 37% in primary to 7% in early latent syphilis. the most frequent types of reaction were fever (57.5%) and worsening of the lesions (31%). the median time to development of jhr was 6 h [iqr 4-10 h] and lasted a median of 9 h [iqr 4-24 h]. the jhr was less probable in early latent compared to primary/secondary syphilis (p = 0.04) and in patients treated with doxycycline compared to those treated with penicillin (p = 0.01). no differences were seen regarding reagin titres or hiv status, and no association with a specific strain was found. in this study, jhr occurred in a similar frequency as in other contemporary studies. symptomatic syphilis and treatment with penicillin were associated with an increased risk of jhr, whereas the previous episode of syphilis was associated with a low risk of it. we could not find associations with specific strains of t. pallidum.',\n", + " 'mutations in the hnf 1a gene are the most common cause of maturity-onset diabetes of the young (mody) in most populations. india currently has the largest number of people with diabetes in the world, and onset of type 2 diabetes occurs at a younger age with possible overlap with mody. there are very few data on mody mutations from india. the objective was to screen coding and promoter regions of hnf1a gene for mutations in unrelated south indian subjects in whom a clinical diagnosis of mody was made. this was an observational cross-sectional study. the study was conducted at a diabetes specialties centre in chennai in southern india. ninety-six unrelated south indian subjects in whom clinical diagnosis of mody was made were included in the study. the control population comprised of 57 unrelated nondiabetic subjects selected from the chennai urban rural epidemiology study, a study conducted on a representative population (aged > or =20 yr) of chennai. we identified nine novel variants comprising seven mutations (one novel mutation -538g>c at promoter region and six novel coding region mutations) and two polymorphisms in the hnf1a gene. functional studies revealed reduced transcriptional activity of the hnf1a promoter for two promoter variants. we also observed cosegregation with diabetes of the arg263his coding region mutation in eight members of one mody family, whereas it was absent in nondiabetic subjects of this family. this study suggests that mutations in the hnf1a gene comprise about 9% of clinically diagnosed mody subjects in southern india and a novel arg263his mutation cosegregates with mody in one family.',\n", + " 'to conduct tests of relationships between different factors that could influence the course of retinopathy of prematurity (rop) and rop, particularly the role of hemoglobin variant replacement in adult blood transfusions. a retrospective, observational study of 83 infants born between 23 and 34 wks gestation was conducted. the infants without rop, with 1 and 2 stage of rop and with ‚â• 3 stage of rop received q 28 (12-134); 51 (14-149); 156 (38-244) ml/kg of transfused blood, respectively, and the factor qt was 1,545 (560-10,045); 3,093 (614-13,419); 11,907 (1,288-20,638) (ml/kg)¬∑day, respectively. for the same groups mcv(35) (mean cell volume at the arbitrary time of the 35(th) wk post-conception) was 92.3 (82.9-110.5); 91.0 (79.3-101.4); 87.1 (80.2-94.8) fl, respectively, and factor p(mcv)/t was 99.5 (89.2-108.8); 96.3 (84.6-106.3); 90.7 (85.3-96.5) fl, respectively. there is high influence on the stage of rop of the amount of transfused blood and mcv, both with or without the time factor. the statistical differences between p(mcv)/t were more significant than the differences between mcv(35), for different stages of rop. the influence of the time factor on the statistical differences of mcv but not on the amount of transfused adult blood suggests that hbf - hba replacement may play a role in rop development.',\n", + " \"current knowledge about the natural history, treatment and physicians' perception of chronic allograft nephropathy (can) is limited. the present study evaluated the prevalence and determinants of can in renal transplant patients. epidemiological, cross-sectional multi-centre study conducted in spain. a total of 872 renal transplant recipients with a functioning graft and at least 2 years of post-transplant data on renal function were consecutively included. can diagnosis was recorded based on physician's clinical criteria and on laboratory criteria (serum creatinine ‚â• 2 mg/dl and/or glomerular filtration rate ‚⧠50 ml/min). the mean time from transplantation until the time of this study was 8.2 years. can was diagnosed in 35% of patients (n = 305) according to the physician's criteria (31% of whom with histological assessment) and in 55.5% (n = 482) according to laboratory objective criteria. an older donor age, lack of induction therapy, cyclosporine use, lower tacrolimus levels at 1 year, acute rejection, hypertension and worse initial renal function were associated with can development. time from transplant to biopsy was greater in patients with anti-proteinuric treatment. immunosuppression was modified in 46.9% of patients with can diagnosis [calcineurin inhibitor (cni) reduction alone in 18.9% of cases; cni reduction and mycophenolate modification in 17.8% and cni reduction or withdrawal with introduction of proliferation signal inhibitors in 12.9%). after ~8 years from renal transplantation, 55.5% of patients presented can, which was considerably underestimated by physicians. an older donor age and less initial immunosuppression seemed to be related to can development.\",\n", + " 'the time course of progressive dilatation of the right ventricle (rv) in adults with pulmonary regurgitation (pr) late after repair of tetralogy of fallot (tof) is poorly characterized. we analysed cardiac mri data (1.5 t) from 14 adult repaired tof patients (26 ¬± 11 years of age) with dilated rvs and known significant pr, on 2 separate visits with a between mri period of 2.1 ¬± 1.0 years. indexed rv end diastolic volume (rvedvi) increased over 2 years (142 ¬± 19 to 151 ¬± 20 ml/m2, p = 0.005; change = 8.4 ¬± 9.3 ml/m2, range = - 6 to 26 ml/m2; annual ml/m2 increase = 4.3 ¬± 4.6; annual percentage increase = 3.1 ¬± 3.3%), whilst rv ejection fraction decreased (53 ¬± 8 to 49 ¬± 7 %, p = 0.039). rv muscular corpus (rvmc) edvi significantly increased (130 ¬± 19 to 138 ¬± 20 ml/m2, p = 0.014), whereas rv outflow tract (rvot) edvi did not (12 ¬± 7 vs 13 ¬± 6 ml/m2, p = 0.390). no other rv or lv measures significantly changed during the inter-mri period. the change in rvedvi correlated significantly with lv end diastolic volume (r = - 0.582, p = 0.029), rvedvi:lvedvi (r = 0.6, p = 0.023) and rvmc edvi (r = 0.9, p < 0.001) but not rvot edvi (r = 0.225, p = 0.459). adult repaired tof patients with free pr experienced a mean 3.1%, or 4.3 ml/m2, annual increase in rvedvi, unrelated to the initial rvedvi or pr fraction. the increase in rvedvi was due to rvmc rather than rvot dilatation. this provides a guide to the frequency of mr surveillance and insights into the natural history of progressive rv dilatation in this setting.',\n", + " 'to investigate the risk factors for persistent or recurrent central serous chorioretinopathy (csc). consecutive treatment-na√øve csc patients were included from january 2017 to october 2018. all patients were asked to complete questionnaires, addressing previously described risk factors for the development of csc. patients were divided into two groups: those with acute csc, who were in the first episode, with spontaneous resolution of subretinal fluid within 3‚äâmonths, and with no recurrence within 1‚äâyear; and those with persistent or recurrent csc, the remaining patients. in total, 138 patients were enrolled: 20 (14.5%) with acute csc and 118 (85.5%) with persistent or recurrent csc. using multivariate analysis, male sex (odds ratio (or), 95% confidence interval: 5.63 [1.02-31.02]; p=0.047), older age (or: 1.14 [1.03-1.25]; p=0.008), and higher insomnia severity index score (or: 1.30 [1.05-1.60]; p=0.015) were found to be independently associated with persistent or recurrent csc. male sex, age, and sleep disorders are risk factors for persistent or recurrent csc in the natural history. these patients may require early photodynamic therapy. treatment for sleep disorders is strongly recommended. all csc patients may require careful and periodic follow-up.',\n", + " 'physical activity has been infrequently measured objectively in non-small cell lung cancer (nsclc). we aimed to investigate levels of physical activity, functional and patient reported outcomes at diagnosis and over six months in participants with recently diagnosed nsclc and compare results with both physical activity guidelines and outcomes of similar-aged healthy individuals. this prospective observational study assessed 50 individuals from three australian tertiary hospitals with stage i-iiib nsclc at diagnosis, then 10 weeks and six months later. thirty five healthy individuals without cancer were assessed once. outcome measures included tri-axial accelerometery (number of steps per day), six minute walk distance (6mwd), muscle strength and questionnaires including health-related quality of life (hrqol). individuals with nsclc were engaged in significantly less physical activity than similar-aged healthy individuals, with 60% not meeting physical activity guidelines. at diagnosis they had worse quadriceps strength, nutritional status and hrqol. over six months, participants with nsclc experienced decline in self-reported physical activity, 6mwd and muscle strength, and worsening symptoms. at diagnosis individuals with nsclc engage in less physical activity, are weaker and more depressed than healthy individuals and their self-reported physical activity declines over six months. future studies are required to investigate the efficacy of interventions to increase physical activity.',\n", + " 'smear-positive tuberculosis (tb) case detection rates are far below targets in most low-income countries. the standard approach to smear microscopy involves sputum collection over multiple days and examination of sputum smears by light microscopy (lm), an insensitive and time-consuming technique. to determine whether two alternative approaches can increase smear-positive case detection by increasing the efficiency (single-specimen microscopy) or sensitivity (light-emitting diode [led] fluorescence microscopy [fm]) of tb suspect evaluation. we enrolled patients with cough of 2 weeks or more admitted to mulago hospital in kampala, uganda and collected spot and early morning sputum specimens. we compared the diagnostic accuracy of four prespecified strategies based on the number of sputum specimens collected (one specimen versus two specimens) and the type of microscopy (lm versus led fm) using mycobacterial culture as a reference standard. two hundred thirty-three of 464 (50%) patients had culture-positive tb. there was no difference in sensitivity between single-specimen and two-specimen strategies when smears were examined with lm (55 vs. 56%; difference, -1%; 95% confidence interval [ci], -5 to +2%) or led fm (61 vs. 64%; difference, -3%; 95% ci, -7 to +1%). led fm was more sensitive than lm with both the single-specimen (61 vs. 55%; difference, 6%; 95% ci, 2-10%) and two-specimen strategies (64 vs. 56%; difference, 8%; 95% ci, 3-12%). findings were similar among the hiv-infected patient subset (n = 321 patients). in low-income, high tb burden settings, single-specimen microscopy and led fm, either alone or in combination, could considerably increase identification of smear-positive tb cases.',\n", + " 'infantile hemangiomas are characterized by rapid capillary growth during the first year of life followed by involution during early childhood. the natural history of these lesions creates a unique opportunity to study the changes in gene expression that occur in the vessels of these tumors as they proliferate and regress. here we use laser capture microdissection and genome-wide transcriptional profiling of vessels from proliferating and involuting hemangiomas to identify differentially expressed genes. relative to normal placental vessels, proliferating hemangiomas were characterized by increased expression of genes involved in endothelial-pericyte interactions, such as angiopoietin-2 (angpt2), jagged-1 (jag1), and notch-4 (notch4), as well as genes involved in neural and vascular patterning, such as neuropilin-2 (neto2), a plexin domain containing receptor (plexinc1), and an ephrin receptor (ephb3). insulin-like growth factor binding protein-3 (igfbp3) was down-regulated in proliferating hemangiomas. involuting hemangiomas were characterized by the expression of chronic inflammatory mediators, such as the chemokine, stromal cell-derived factor-1 (sdf-1), and factors that may attenuate the angiogenic response, such as a member of the down syndrome critical region (dscr) family. the identification of genes differentially expressed in proliferating and involuting hemangiomas in vivo will contribute to our understanding of this vascular lesion, which remains a leading cause of morbidity in newborn children.',\n", + " 'there is lack of reliable predictors of disease severity and mortality in dengue. the present study was carried out to identify these predictors during the 2015 outbreak in india. this prospective observational study included confirmed adult dengue patients hospitalized between august and november 2015 in a tertiary care centre in new delhi, india. appropriate statistical tests were used to compare clinicolaboratory characteristics, derive predictors of severe disease and mortality, and compute a predictive score for mortality. serotyping was done. data of 369 patients were analyzed (mean age, 30.9 years; 67% males). of these, 198 (54%) patients had dengue fever, 125 (34%) had dengue hemorrhagic fever (grade 1 or 2), and 46 (12%) developed dengue shock syndrome (dss). twenty-two (6%) patients died. late presentation to the hospital (‚â•5 days after onset) and dyspnea at rest were identified as independent predictors of severe disease. age ‚â•24 years, dyspnea at rest and altered sensorium were identified as independent predictors of mortality. a clinical risk score was developed (12*age + 14*sensorium + 10*dyspnea), which, if ‚â•22, predicted mortality with a high sensitivity (81.8%) and specificity (79.2%). the predominant serotypes in delhi (2015) were dengue virus denv2 and denv4. age ‚â•24 years, dyspnea at rest, and altered sensorium were identified as independent predictors of mortality. platelet counts did not determine outcome in dengue patients. timely referral/access to healthcare is important. the clinical risk score for mortality prediction that was developed in this study can be used in all healthcare settings, after validation in larger cohorts.',\n", + " 'the aim of the present study was to evaluate the clinical usefulness of the cytokeratin tumor marker tissue polypeptide antigen (tpa) in patients with vulvar cancer. this retrospective study comprises 41 patients with vulvar cancer figo stages i-iii, 17 patients with vulvar intraepithelial neoplasia (vin) iii, and 40 healthy female controls. serum concentrations of tpa were measured using a microparticle enzyme immunoassay. results were correlated to clinical data. median serum concentrations of tpa in healthy female controls, patients with vin iii, and patients with vulvar cancer were 42 u/l (range 12-192), 53 u/l (range 17-127.9) and 57 u/l (range 4.2-423), respectively (mann-whitney u test, p = 0.8). serum concentrations of tpa were not associated with stage of disease, histological grade, and age at the time of diagnosis. in vulvar cancer patients, elevated serum concentrations of tpa prior to therapy were not associated with a shortened disease-free or overall survival (log-rank test: p = 0.5 and p = 0.9, respectively). in a multivariate cox regression model comprising tumor stage and tpa, tumor stage, but not tpa revealed a statistically significant influence on disease-free (cox proportional hazard regression model, p = 0.05 and p = 0.6, respectively) and overall (cox proportional hazard regression model, p = 0.04 and p = 0.8, respectively) survival of patients with vulvar cancer. we conclude that cytokeratin expression, as reflected by serum concentrations of tpa, does not play a role in the natural history of vulvar cancer. the evaluation of serum concentrations of tpa prior to therapy is not recommended.',\n", + " 'serum-mediated phagocytosis of antibody- and complement-opsonized necrotic cell material (ncm) by polymorphonuclear leukocytes can be quantified by using a flow cytometry-based assay. the phagocytosis of necrotic cell material (pnc) assay parallels the well-known lupus erythematosus cell test. in this study, we aimed to investigate the diagnostic accuracy of the assay and the relationship with clinical manifestations and disease activity in systemic lupus erythematosus (sle). the diagnostic accuracy for sle diagnosis of the pnc assay was studied by cross-sectional assessment of blood samples from 148 healthy control subjects and a multicenter rheumatic group (mrg) of 529 patients with different rheumatic symptoms. a cohort of 69 patients with an established sle diagnosis (sle cohort) underwent longitudinal clinical and laboratory follow-up for analysis of the temporal relationships between pnc positivity and specific clinical manifestations. in 35 of 529 mrg patients, 13 of whom had sle, the pnc assay result was positive. combined positivity of the pnc assay and anti-double-stranded dna antibodies increased specificity and positive predictive value for sle diagnosis to 0.99 and 0.67, respectively. in the longitudinal study, 42 of 69 sle cohort patients had positive results in the pnc assay at least once. pnc assay positivity was associated with current hematological manifestations and could predict mucocutaneous manifestations. when combined with hypocomplementemia, pnc positivity preceded increased systemic lupus erythematosus disease activity index 2000 score, glomerulonephritis, and alopecia. serum-mediated pnc by polymorphonuclear leukocytes is commonly but not exclusively seen in patients with sle. the pnc assay may be used in follow-up of patients with sle and, especially in combination with other routinely assessed laboratory tests, may help to predict flares and different clinical manifestations, including glomerulonephritis. our results encourage further development of the pnc assay as a complementary laboratory tool in management of patients with sle.',\n", + " 'introduction diffuse large b-cell lymphoma (dlbcl) is an aggressive b-cell lymphoma. the 2016 world health organization (who) update on hematopoietic tumors suggested that all dlbcl cases should be subtyped into germinal and non-germinal center phenotypes. ki67 immunohistochemistry is a maker of cell proliferation and thus is used as a prognostic and predictive marker in various tumors of human body. only a few studies evaluated the proliferative index of dlbcl subtypes in our population. therefore, in this study, we evaluated the frequency of subtypes of dlbcl in our population and k67 index in each subtype. methods a retrospective observational study was conducted in the department of histopathology, liaquat national hospital and medical college, from january 2018 till december 2020, over a period of three years. a total of 101 cases with a histopathological diagnosis consistent dlbcl were included in the study. immunohistochemical (ihc) stains cd10, b-cell lymphoma 6 (bcl-6), and multiple myeloma oncogene 1 (mum1) were applied for the further sub-categorization of dlbcl into germinal center b-cell-like (gcb)¬†and non-gcb subtypes according to the hans algorithm. the ki67 index was interpreted in hot spots of the tumor and reported as an average percentage. results out of 101 dlbcl cases, 47.5% of dlbcl were gcb, while 52.5% were non-gcb subtypes. bcl-2, bcl-6, mum1, c-myc, cd10, and cd30 expression were noted in 62.4%, 45.5%, 42.6%, 44.6%, 39.6%, and 7.9% cases, respectively. the mean ki67 index was 72.94¬±16.69%. the mean ki67 index in non-gcb-type dlbcl was 77.67¬±14.80%, which was significantly higher than the mean ki67 index in gcb-type dlbcl (67.70¬±17.22%) with a significant p-value (p=0.002). cervical lymph node was the most common site of dlbcl, while the stomach was the most common extra-nodal site. a significant association of ki67 index was noted with subtypes of dlbcl. a higher proportion of non-gcb-type dlbcl exhibited greater than 80% ki67 index than gcb subtype dlbcl. moreover, a significant association ki67 index was noted with c-myc positivity. a higher proportion of c-myc-positive dlbcl had greater than 80% ki67 index. conclusion we found that non-gcb-type dlbcl had a higher ki67 index than gcb subtype dlbcl, portending a poor prognostic significance of non-gcb subtype of dlbcl. moreover, c-myc expression was associated with a higher ki67 index.',\n", + " 'mycobacterium genavense is an opportunistic non-tuberculous mycobacterium previously mostly associated with hiv-infected patients with cd4 counts below 100/œºl. in this retrospective observational study of medical charts we studied all dutch patients in whom m. genavense was detected between january 2002 and january 2010. of the 14 patients identified, 13 (93%) showed clinically relevant m. genavense disease. all patients with m. genavense disease were severely immunocompromised, including hiv-infected patients, solid organ transplant recipients, those with chronic steroid use in combination with other immune modulating drugs, recipients of chemotherapy for non-hodgkin lymphoma, and those with immunodeficiency syndromes. two patients had non-disseminated pulmonary m. genavense disease. of the 12 patients treated, eight (75%) showed a favourable outcome. four patients died in this study, three despite treatment for m. genavense disease. we conclude that m. genavense is a clinically relevant pathogen in severely immunocompromised patients that causes predominantly disseminated disease with serious morbidity and mortality. m. genavense is increasingly seen among non-hiv immunocompromised patients.',\n", + " 'renal cell carcinoma (rcc) is a biologically heterogeneous disease, with many small renal masses (srms) exhibiting an indolent natural history, while others progress more rapidly to become life-threatening. existing multiphase contrast-enhanced imaging methods, such as computed tomography or magnetic resonance imaging, cannot definitively distinguish between benign and malignant solid tumors or identify histologic subtype, and early results of molecular imaging studies (positron emission tomography [pet]) in the evaluation of srms have not improved on these established modalities. alternative molecular markers/agents recognizing aberrant cellular pathways of cellular oxidative metabolism, dna synthesis, and tumor hypoxia tracers are currently under development and investigation for rcc assessment, but to date none are yet clinically applicable or available. in contrast, immuno-pet offers highly selective binding to cancer-specific antigens, and might identify radiographically recognizable and distinct molecular targets. a phase i proof-of-concept study first demonstrated the ability of immuno-pet to discriminate between clear-cell rcc (ccrcc) and non-ccrcc, utilizing a chimeric monoclonal antibody to carbonic anhydrase ix (cg250, girentuximab) labeled with (124)i ((124)i-girentuximab pet); the study examined patients with renal masses who subsequently underwent standard surgical resection. a follow-up phase iii multicenter trial confirmed that (124)i-cg250-pet can accurately and noninvasively identify ccrcc with high sensitivity (86%), specificity (87%), and positive predictive value (95%). in the challenge to appropriately match treatment of an incidentally identified srm to its biological potential, this highly accurate and histologically specific molecular imaging modality demonstrates the ability of imaging to provide clinically important preoperative diagnostic information, which can result in optimal and personalized therapy.',\n", + " 'infection with plasmodium falciparum leads to severe malaria and death in approximately 400‚äà000 children each year in sub-saharan africa. blood transfusion might benefit some patients with malaria but could potentially harm others. the aim of this study was to estimate the association between transfusion and death among children admitted to hospital with p falciparum malaria. in this prospective, multicentre observational study, we analysed admissions to six tertiary care hospitals in the gambia, malawi, gabon, kenya, and ghana that participated in the severe malaria in african children network. patients were enrolled if they were younger than 180 months and had a giemsa-stained thick blood smear that was positive for p falciparum. blood transfusion (whole blood at a target volume of 20 ml per kg) was administered at the discretion of the responsible physicians who were aware of local and international transfusion guidelines. the primary endpoint was death associated with transfusion, which was estimated using models adjusted for site and disease severity. we also aimed to identify factors associated with the decision to transfuse. the exploratory objective was to estimate optimal haemoglobin transfusion thresholds using generalised additive models. between dec 19, 2000, and march 8, 2005, 26‚äà106 patients were enrolled in the study, 25‚äà893 of whom had their transfusion status recorded and were included in the primary analysis. 8513 (32¬∑8%) patients received a blood transfusion. patients were followed-up until discharge from hospital for a median of 2 days (iqr 1-4). 405 (4¬∑8%) of 8513 patients who received a transfusion died compared with 689 (4¬∑0%) of 17‚äà380 patients who did not receive a transfusion. transfusion was associated with decreased odds of death in site-adjusted analysis (odds ratio [or] 0¬∑82 [95% ci 0¬∑71-0¬∑94]) and after adjusting for the increased disease severity of patients who received a transfusion (0¬∑50 [0¬∑42-0¬∑60]). severe anaemia, elevated lactate concentration, respiratory distress, and parasite density were associated with greater odds of receiving a transfusion. among all study participants, transfusion was associated with improved survival when the admission haemoglobin concentration was up to 77 g/l (95% ci 65-110). among those with impaired consciousness (blantyre coma score ‚â§4), transfusion was associated with improved survival at haemoglobin concentrations up to 105 g/l (95% ci 71-115). among those with hyperlactataemia (blood lactate ‚â•5¬∑0 mmol/l), transfusion was not significantly associated with harm at any haemoglobin concentration-ie, the or of death comparing transfused versus not transfused was less than 1 at all haemoglobin concentrations (lower bound of the 95% ci for the haemoglobin concentration at which the or of death equals 1: 90 g/l; no upper bound). our findings suggest that whole blood transfusion was associated with improved survival among children hospitalised with p falciparum malaria. among those with impaired consciousness or hyperlactataemia, transfusion was associated with improved survival at haemoglobin concentrations above the currently recommended transfusion threshold. these findings highlight the need to do randomised controlled trials to test higher transfusion thresholds among african children with severe malaria complicated by these factors. us national institute of allergy and infectious diseases.',\n", + " 'elevated plasma b-type natriuretic peptide (bnp) levels in patients with critical sepsis (severe sepsis and septic shock) may indicate septic cardiomyopathy. however, multiple heterogeneous conditions may also be involved in increased bnp level. in addition, the prognostic value of bnp in sepsis remains debatable. in this study, we sought to discover potential independent determinants of bnp elevation in critical sepsis. the prognostic value of bnp was also evaluated. in this observational study, we enrolled mechanically ventilated, critically septic patients requiring hemodynamic monitoring through a pulmonary artery catheter. all clinical, laboratory and survival data were prospectively collected. plasma bnp concentrations were measured daily for five consecutive days. septic cardiomyopathy was assessed on day 1 on the basis of left and right ventricular ejection fractions (ef) derived from echocardiography and thermodilution, respectively. mortality was recorded at day 28. a total of 42 patients with severe sepsis (n‚äâ=‚äâ12) and septic shock (n‚äâ=‚äâ30) were ultimately enrolled. daily bnp levels were significantly elevated in septic shock patients compared with those with severe sepsis (p ‚â§0.002). critical illness severity (assessed by acute physiology and chronic health evaluation ii and maximum sequential organ failure assessment scores), and peak noradrenaline dose on day 1 were independent determinants of bnp elevation (p <0.05). biventricular efs were inversely correlated with longitudinal bnp measurements (p <0.05), but not independently. pulmonary capillary wedge pressures (pcwp) and volume expansion showed no correlation with bnp. in septic shock, increased central venous pressure (cvp) and cvp/pcwp ratio were independently associated with early bnp values (p <0.05). the severity of critical illness, rather than septic cardiomyopathy, is probably the major determinant of bnp elevation in patients with critical sepsis. daily bnp values are of limited prognostic value in predicting 28-day mortality; however, fast bnp decline over time and a decrease in bnp <500 pg/ml may imply a favorable outcome.',\n", + " 'upper limb evaluation of patients with duchenne muscular dystrophy is crucially important to evaluations of efficacy of new treatments in non-ambulant patients. in patients who have lost ambulation, there are few validated and informative outcome measures. in addition, longitudinal data demonstrating sensitivity to clinical evolution of outcome measures over short-term periods are lacking. we report here the results of a one-year multicenter study using specifically designed tools to assess grip, pinch strength, and hand function in wheelchair-bound patients. our study assessed 53 non-ambulant patients with duchenne muscular dystrophy aged 17.1 ¬± 4.8 years (range: 9 - 28.1 years). the average brooke functional score of these patients was 4.6 ¬± 1.1. the average forced vital capacity was 44.5% predicted and 19 patients used non-invasive ventilation. patients were assessed at baseline, 6 months, and one year using the motor function measure and innovative devices (namely the myoset composed of myogrip, myopinch, and moviplate). our study confirmed preliminary data previously reported regarding feasibility of use and of reliability of the myoset and the correlation at baseline between distal strength and clinical outcomes such as fvc, brooke score, age, and duration since loss of ambulation. a significant correlation was observed between the distal upper limb strength and clinical variables. the sensitive dynamometers (myogrip and myopinch) and moviplate captured a 12-month change in non-ambulant duchenne muscular dystrophy patients of all ages. clinicaltrials.gov nct00993161 nct00993161.',\n", + " 'we sought to identify predictors of mortality and cardiopulmonary hospitalizations in patients at risk for pulmonary hypertension (ph) and enrolled in pharos, a prospective cohort study to investigate the natural history of ph in systemic sclerosis (ssc). the at-risk population for ph was defined by the following entry criteria: echocardiogram systolic pulmonary arterial pressure > 40 mmhg, or dlco < 55% predicted or ratio of % forced vital capacity/%dlco > 1.6, measured by pulmonary function testing. baseline clinical measures were evaluated as predictors of hospitalization and death between 2005 and 2014. cox proportional hazards models were censored at date of ph onset or latest study visit and adjusted for age, sex, race, and disease duration. of the 236 at-risk subjects who were followed for a median of 4 years (range 0.4-8.5 yrs), 35 developed ph after entering pharos (reclassified as ph group). in the at-risk group, higher mortality was strongly associated with male sex, low %dlco, exercise oxygen desaturation, anemia, abnormal dyspnea scores, and baseline pericardial effusion. risks for cardiopulmonary hospitalization were associated with increased dyspnea and pericardial effusions, although ph patients with dlco < 50% had the highest risk of cardiopulmonary hospitalizations. risk factors for poor outcome in patients with ssc who are at risk for ph were similar to others with ssc-ph and ssc-pulmonary arterial hypertension, including male sex, dlco < 50%, exercise oxygen desaturation, and pericardial effusions. this group should undergo right heart catheterization and receive appropriate intervention if ph is confirmed.',\n", + " \"backgroundto validate the findings of a single-center pilot study showing elevated urinary n-terminal b-type natriuretic peptide (ntprobnp) concentrations in preterm infants subsequently developing severe retinopathy of prematurity (rop) in a multicenter setting across eight european and middle east countries.methodsprospective observational study in 967 preterm infants <30 weeks' gestational age assessing the capacity of urinary ntprobnp on days of life (dols) 14 and 28 to predict rop requiring treatment.resultsurinary ntprobnp concentrations were markedly elevated in infants who developed rop requiring treatment (n=94) compared with survivors without rop treatment (n=837), at both time points (median (interquartile range) dol14: 8,950 (1,925-23,783) vs. 3,083 (1,193-17,393) vs. 816 (290-3,078) pg/ml, p<0.001) and dol28 (2,203 (611-4,063) vs. 1,671 (254-11,340) vs. 408 (162-1,126) pg/ml, p<0.001). c-statistic of ntprobnp for treated rop or death was 0.731 (95% confidence interval 0.654-0.774) for dol14 and 0.683 (0.622-0.745) for dol28 (p<0.001). threshold scores were calculated, potentially enabling around 20% of infants with low ntprobnp scores never to be screened with ophthalmoscopy.conclusionthere is a strong association between early urinary ntprobnp and subsequent rop development, which can be used to further refine subgroups of patients with high or low risk of severe rop.\",\n", + " 'clinical decisions in primary sclerosing cholangitis (psc) depend upon understanding its variable natural history. several prognostic models for survival have been developed. we explored the child-pugh classification (cpc) to determine if it predicts survival as well as a disease-specific model (dsm). we identified 208 psc patients who satisfied established criteria. prognostic variables were measured from the first visit. kaplan-meier survival estimates were obtained for cpc twice, once censoring observations at orthotopic liver transplantation and again considering orthotopic liver transplantation as a failure. a stepwise cox proportional hazards-model was used to identify the factors associated with mortality. for 208 patients, the mean follow-up was 70 months (sd + 55). kaplan-meier 7-year survivals for cpc a, b, and c were 89.8%, 68%, and 24.9%, respectively (p < .001). the cox model identified cpc and age as the most significant predictors of mortality. adding the dsm risk score did not significantly improve the fit of the model (p = .75). the following were concluded: 1) cpc is a powerful predictor of survival in psc; 2) dsm does not enhance the predictive ability of cpc; and 3) cpc may be used as an alternative to the dsm in research studies and clinical decision-making.',\n", + " 'targeted therapies are the standard treatment in patients with metastatic renal cell carcinoma (mrcc) and are known to cause adverse pulmonary events. organizing pneumonia (op) with its various manifestations in computed tomography (ct) has therefore lately received more attention. to describe the spectrum of ct patterns of op in patients with mrcc receiving targeted therapies. seventeen patients with known therapy-related op were analyzed retrospectively by two blinded radiologists in consensus. images were scored according to op patterns that have previously been described. additionally, the distribution and the predominant imaging pattern in each patient were determined. in our cohort, ground glass opacity was the most common imaging pattern (17/17, 100%) in patients with op followed by a reticular pattern (12/17, 71%), consolidations (10/17, 59%), nodules (7/17, 41%), crazy paving (5/17, 29%), bronchi(ol)ectasis (4/17, 24%), focal mass (3/17, 18%), and reversed halo (1/17, 6%). the most common imaging pattern was changing multifocal consolidations (8/17, 47%). a bronchocentric and a nodular pattern were found in four patients (24%) each, a progressive fibrotic pattern in none patient, and reversed halo/atoll pattern in one (6%) case. op is the major differential diagnosis to be considered in patients with targeted therapies and pulmonary changes. knowledge of the variety of imaging findings can facilitate diagnosis.',\n", + " 'the purpose of this study was investigate whether replacing or discontinuing drugs that are inhibitors or substrates of cytochrome p450 3a4 (cyp3a4) may improve the clinical course of central serous chorioretinopathy (csc). a retrospective observational study included 43 patients with active csc. twenty seven patients (32 eyes, group 1) were using drugs that act as substrates or inhibitors of cyp3a4. in 25 of these 27 patients, treatments including steroids, calcium channel blockers, anticoagulants, statins, beta-adrenolytics, angiotensin receptor antagonists, antidepressants, muscarinic receptor antagonists, phosphodiesterase type 5 inhibitors, and others were discontinued or replaced with medications not affecting cyp3a4. sixteen patients (19 eyes, group 2) not using any medication that affects cyp3a4, were given eplerenone, rifampicin, or laser treatment. main outcomes measures were assessed by functional and anatomical images obtained using multimodal imaging techniques. the average follow-up time was 12 months. in group i after discontinuing or replacing substrates or inhibitors of cyp3a4, improvements were observed in 18 patients (22 eyes). none of the patients that were using drugs affecting cyp3a4 improved with eplerenone therapy, however, all 18 patients improved after discontinuing the drugs. all these drugs had a blocking effect on eplerenone therapy. best corrected visual acuity (bcva) improved in 14 eyes, remained unchanged in 5 eyes, and worsened in 3 eyes. in 21 of the 22 eyes, subretinal fluid absorption was observed with optical coherence tomography (oct). mean central retinal thickness decreased from 361 œºm to 219 œºm. one patient (2 eyes) was unable to change treatment (due to neoplasm), one patient (1 eye) did not agree to change or stop treatment, and seven patients (7 eyes) were lost to follow-up. of the 16 patients (19 eyes) who were treated with eplerenone, rifampicin, or laser, improvements were observed in 14 patients (16 eyes), two patients (2 eyes) were lost to follow-up, and csc worsened in 1 eye. we concluded that patients with csc should not take substrates or inhibitors of cyp3a4. these drugs should be replaced with alternatives that act through other metabolic pathways.',\n", + " 'chronic hepatitis b is a major cause of liver disease worldwide, ranking as the first cause of cirrhosis and hepatocellular carcinoma. hepatitis b surface antigen (hbsag) is usually used as a qualitative marker for the diagnosis of hepatitis b virus (hbv) infection. hbsag clearance is the closest to cure outcome as one can expect to achieve in hepatitis b. support for this comes from natural history studies demonstrating increased length of survival, lower rates of hepatic decompensation, reduction in the frequency of hepatocellular carcinoma, and regression of liver fibrosis in patients who clear hbsag. hbsag seroclearance may occur spontaneously at a yearly incidence of 1-2%, preceded usually by a long period of inactive disease. interferon treatment enhanced hbsag seroclearance by approximately three-fold in western studies and sixfold in asian studies compared with non-treated patients. pegylated interferon induced a 10-15% yearly rate of hbsag seroclearance in patients who developed sustained virological response in clinical trials. by contrast, treatment with nucleos (t) ides analogues did not significantly affect the rate of hbsag seroclearance, especially in patients with hepatitis b e antigen (hbeag) - negative disease. recently, serum hbsag has been shown to be a surrogate marker of covalently closed circular dna (cccdna) concentration in the liver. quantification of serum hbsag has also been recently shown to be a promising tool for monitoring virologic response in hbeag-negative patients treated with pegylated interferon.',\n", + " 'cardiac magnetic resonance imaging (cmr) allows for detection of fibrosis in hypertrophic cardiomyopathy (hcm) by quantification of the extracellular volume fraction (ecv). to quantify native t1 mapping and ecv in cats. we hypothesize that native t1 mapping and ecv will be significantly increased in hcm cats compared with healthy cats. seventeen healthy and 12 preclinical hcm, age-matched, client-owned cats. prospective observational study. tests performed included indirect blood pressure, cbc, biochemical analysis including total thyroid, urinalysis, transthoracic echocardiogram, and cmr. cats were considered healthy if all tests were within normal limits and a diagnosis of hcm was determined by the presence of left ventricular concentric hypertrophy ‚â•6‚äâmm on echocardiography. there were statistically significant differences in lv mass (healthy = 5.87‚äâg, hcm = 10.3 g, p <‚äâ.0001), native t1 mapping (healthy = 1122‚äâms, hcm = 1209‚äâms, p =‚äâ.004), and ecv (healthy = 26.0%, hcm = 32.6%, p <‚äâ.0001). variables of diastolic function including deceleration time of early diastolic transmitral flow (dte), ratio between peak velocity of early diastolic transmitral flow and peak velocity of late diastolic transmitral flow (e : a), and peak velocity of late diastolic transmitral flow (a wave) were significantly correlated with ecv (dte; r =‚äâ0.73 p =‚äâ.007, e : a; r =‚äâ-0.75 p =‚äâ.004, a wave; r =‚äâ0.76 p = .004). quantitative assessment of cardiac ecv is feasible and can provide additional information not available using echocardiography.',\n", + " 'early diagnosis during newborn screening or infancy has enabled the observation of the natural history of hemoglobin h disease, a subtype of œ±-thalassemia. we analyzed longitudinal clinical data for patients with hemoglobin h disease arising from the deletion of three of four œ±-globin genes (hbh) and from hemoglobin h constant spring (hcs), caused by the deletion of two œ±-globin genes and the constant spring mutation. we identified 86 patients with hemoglobin h disease (48 through newborn screening). of these patients, 60 (70%) had hbh, 23 (27%) had hcs, and 3 (3%) had other, nondeletional forms of hemoglobin h disease. the parental ethnic background was asian in 81% of patients, hispanic in 5%, and african american in 3%, whereas mixed ancestry was observed in 10% of patients. among the patients with deletional hemoglobin h disease, 15% had one or both parents with african-american ancestry. growth was normal in patients with hbh during the first decade, but growth deficits began during infancy in those with hcs. anemia was more severe in patients with hcs at all ages (p<0.001). acute worsening of anemia with infections requiring urgent blood transfusion was observed in patients with hcs but not in those with hbh. the probability of receiving at least one transfusion by the age of 20 years was 3% for patients with hbh and 80% for those with hcs (p<0.001). among patients with hcs, transfusions occurred in 13% of infants and 50% of children under the age of 6 years; splenectomy was associated with a significant improvement in hemoglobin levels (p=0.01) and a reduction in the number of transfusions. hcs should be recognized as a distinct thalassemia syndrome with a high risk of life-threatening anemia during febrile illnesses. hbh was not associated with an increased rate of severe anemia with infections and was managed without blood transfusions. many patients with these disorders had mixed ethnic backgrounds, which highlights the need for extended newborn screening in populations that are traditionally considered to be at low risk for hemoglobin h disease.',\n", + " 'lactose intolerance is a frequent gastrointestinal disease affecting 47% of the eastern european population. small intestinal bacterial overgrowth (sibo) leads to carbohydrate malabsorption and therefore to false results during lactose breath and tolerance tests. we aimed to assess the prevalence of lactose maldigestion and intolerance in hungary and to investigate the role of combined diagnostic method and testing for sibo in reducing false results. we retrospectively analyzed data from 264 adult symptomatic patients who underwent 50g lactose breath and tolerance tests in parallel over a one-year period at our center. a ‚â•20 ppm elevation of h2 or less than 1.1 mmol/l rise of blood glucose was diagnostic for lactose maldigestion. patients with maldigestion who had symptoms during the test were defined as lactose intolerant. patients with an early (‚â§90 min) significant (‚â•20 ppm) rise of h2 during lactose and/or lactulose breath tests were determined to have sibo. patients with slow/rapid oro-cecal transit and inappropriate preparation before the test were excluded. 49.6% of the 264 patients had lactose maldigestion, and 29.5% had lactose intolerance. the most frequent symptom was bloating (22.7%), while 34.8% of the study population and 60% of the symptomatic patients had sibo. in 9.1% and 9.8% of the patients, the lactose breath and tolerance test alone gave false positive result compared with the combined method. sibo was present in 75% of the false positives diagnosed with breath test only. the prevalence of lactose intolerance is lower in hungary compared to the eastern european value (29.5% vs 47%), so it is worth performing a population-based prospective analysis in this area. a combination of lactose breath and tolerance tests and the careful monitoring of results (with early h2 rise, lactulose breath test, etc.) can decrease the false cases caused by e.g. sibo.',\n", + " \"the behavior of intra-abdominal desmoids in familial adenomatous polyposis is incompletely understood. findings range from typical mass lesions to flat sheets, termed the desmoid reaction or desmoid precursor lesion. the latter often are incidental findings of uncertain significance. the study was designed to describe the natural history of incidental intra-abdominal desmoid tumors with particular reference to the desmoid reaction. patients who underwent laparotomy for familial adenomatous polyposis at the cleveland clinic foundation were identified. the incidence of incidental intra-abdominal desmoid tumors was determined by review of operative records. intra-abdominal desmoid tumors were classified as mass lesions if three-dimensional or desmoid reaction if two-dimensional. the incidence of clinically apparent intra-abdominal desmoid tumors (typical mass lesions on physical examination or cross-sectional imaging in symptomatic patients) was determined by chart review. the incidence of clinical intra-abdominal desmoid tumors between groups was compared by fisher's exact test. a total of 266 patients (153 females; median age, 26 (range, 9-63) years) underwent abdominal surgery for familial adenomatous polyposis. incidental intra-abdominal desmoid tumors were identified in 34 patients: 8 at the index surgery and 26 at relaparotomy. these lesions influenced the planned procedure in eight cases (26 percent), including preventing ileoanal pouch in 3 of 19 patients in whom this was intended. the median follow-up from the time of identification of intra-abdominal desmoids was 42 (range, 2-178) months at which point four patients (11 percent) had developed clinical intra-abdominal desmoid tumors. there was no significant difference in incidence of clinical intra-abdominal desmoid tumors between mass and desmoid reaction groups ( p = 0.27). incidental intra-abdominal desmoid tumors are a common finding at relaparotomy in patients with familial adenomatous polyposis. these lesions influence planned surgery in a minority of cases. desmoid reaction may have little bearing on the subsequent development of clinically significant intra-abdominal desmoid tumors.\",\n", + " 'the aim of this retrospective observational study is to assess the association between various radiation heart dosimetric parameters (rhdps) and acute myocardial infarct (ami) and overall survival (os) outcomes in stage iii non-small cell lung cancer (nsclc) treated with definitive radiotherapy with or without chemotherapy. we identified eligible patients treated at two institutions from 2007 to 2014. we linked their electronic medical records to the national ami and death registries. we performed univariable and multivariable cox regressions analysis to assess the association between various rhdps, ami and os. 120 eligible patients were included with a median follow-up of 17.6 months. median age was 65.5 years. median prescription dose was 60‚äøgy. median mean heart dose (mhd) was 12.6‚äøgy. univariable analysis showed that higher mhd (hazard ratio (hr), 1.03; 95% confidence interval (ci), 1.01-1.06; p‚äø=‚äø.008) and volume of heart receiving at least 5‚äøgy (v5) (hr, 1.01; 95% ci, 1.00-1.03; p‚äø=‚äø.042) were associated with increased hazards for ami. univariable analysis showed that higher mhd, v5, v25, v30, v40, v50 and dose to 30% of heart volume were associated with increased hazards for death. multivariable analysis showed that there was no statistically significant association between various rhdps and os. the incidence of ami is low among stage iii nsclc treated with definitive radiotherapy with or without chemotherapy. there is insufficient evidence to conclude that rhdps are associated with ami or os in our study.',\n", + " 'the identification of subepithelial lesions is a relatively frequent finding at endoscopy however their natural history is not well known. our aim was to analyze the role of endoscopic ultrasound (eus) in the diagnostic approach of subepithelial lesions of the upper gastrointestinal tract. retrospective study which included 324 patients undergoing upper radial eus for evaluation of subepithelial lesions from 2008 to 2014. the eus features, presumptive diagnosis and management decision were analyzed. 324 patients included, 60% with gastric subepithelial lesions, 28% oesophageal and 12% from the duodenum. based on eus features the presumptive diagnosis was: 25% gastrointestinal stromal tumor, 21% lipoma, 19% leiomyoma, 17% pancreatic rest, 7% submucosa cysts, 1% granular cell tumors, 1% carcinoids, 1% mucosa lesions and 8% not defined. after eus the suggested approach was no follow-up in 45%, follow-up with re-examination with eus in 35% and additional tissue sampling or endoscopic/surgical resection in 20%. the latter was based on eus features of risk at the diagnosis (53%), such as size ‚â•2¬†cm, hypoechogenicity, heterogeneity, lobulation, calcifications, cystic component and regional adenopathies; impossibility to define a presumptive diagnosis (39%) or eus features change at follow-up (8%). the combination of multiple features correlated with a higher probability of this recommended strategy (p¬†<¬†0.001), in 100% when 4 or more features were present. among the 33 patients who underwent fine needle aspiration, in 66% the result was inconclusive. during follow-up, none of the patients who were managed with surveillance radial eus presented complications. eus is the method of choice in the study of subepithelial lesions of the upper gastrointestinal tract, in most cases defining a diagnosis. the need for a definitive diagnosis or therapeutic approaches can be based on ultrasound risk features, presented, in the majority, at presentation. this study shows that eus is capable of safely and accurately define those subepithelial lesions that can be managed only with surveillance ultrasound while waiting for better results with fine needle aspiration.',\n", + " 'the relationship between infective endocarditis (ie) and osteoarticular infections (oais) are not well known. we aimed to study the characteristics of patients with ie and oais, and the interactions between these two infections. an observational study (1993-2014) which includes two cohorts: (1) patients with ie (n¬†=¬†607) and (2) patients with bacteremic oais (n¬†=¬†458; septic arthritis of peripheral and axial skeleton, and vertebral and peripheral osteomyelitis). these two cohorts were prospectively collected, and we retrospectively reviewed the clinical and microbiological variables. there were 70 cases of ie with concomitant oais, representing 11.5% of ie cases and 15% of bacteremic oai cases. among cases with ie, the associated oais mainly involved the axial skeleton (n¬†=¬†54, 77%): 43 were vertebral osteomyelitis (61%), mainly caused by \"less virulent\" bacteria (viridans and bovis streptococci, enterococci, and coagulase-negative staphylococci), and 15 were septic arthritis of the axial skeleton (21%), which were mainly caused by staphylococcus aureus. oais with involvement of the axial skeleton were associated with ie (adjusted or¬†=¬†2.2; 95% ci 1.1-4.3) independently of age, sex, and microorganisms. among patients with ie, the associated oais mainly involve the axial skeleton. transesophageal echocardiography should be carefully considered in patients presenting with these bacteremic oais.',\n", + " 'the objective of this study was to determine the predictive value of serum hypoxia-inducible factor-1œ± (hif-1œ±) combined with uterine artery doppler in singleton pregnancy during 11-13+6¬†weeks of gestation for preeclampsia. this prospective observational study was conducted in singleton pregnant women at 11-13+6¬†weeks of gestation who visited the king chulalongkorn memorial hospital, faculty of medicine, chulalongkorn university for antenatal care between february 2019 and may 2020. serum hif-1œ± levels and uterine artery doppler ultrasound were performed. pregnancy outcomes were recorded. the sensitivity, specificity, positive predictive value (ppv), and negative predictive value (npv) of these tests at the optimal cut-off values were determined to predict preeclampsia. a total of 385 participants were analyzed. of these, 31 cases had preeclampsia (8.1%), and 6 cases of them had early-onset preeclampsia (1.6%). preeclamptic women had significantly higher serum hif-1œ± levels than normal pregnant women (median 1315.2¬†pg/ml vs. 699.5¬†pg/ml, p‚äâ<‚äâ0.001). there was no difference in the mean pulsatility (pi) of the uterine artery. serum hif-1œ± levels were higher than 1.45 multiple of median for the gestational age as a cut-off value for predicting preeclampsia; the sensitivity, specificity, ppv, and npv were 66.7%, 71.5%, 17.2%, and 96.2%, respectively. when a combination of abnormal serum hif-1œ± levels and abnormal uterine artery doppler pi (above the 95th percentile) were used as a predictive value to predict preeclampsia, the sensitivity, specificity, ppv, and npv were 74.2%, 67.2%, 16.6%, and 96.8%, respectively. this study showed that the serum hif-1œ± levels with or without uterine artery doppler at 11-13+6¬†weeks of gestation were effective in predicting preeclampsia.',\n", + " 'delayed hyponatremia can occur after transsphenoidal pituitary tumor surgery, resulting in unexpected readmission. predictive factors for delayed hyponatremia after this type of surgery are not well established. in this retrospective study, predictive factors for delayed hyponatremia were investigated in patients undergoing transsphenoidal pituitary tumor surgery. preoperative data (demographics, comorbidities, and hormonal assessment), preoperative, intraoperative, and immediate postoperative sodium concentrations, the nadir sodium concentration on postoperative day (pod) 1-2, characteristics of pituitary tumor (size, cell type, optic chiasm compression, and cavernous sinus invasion), and intraoperative data (operation time and fluid balance) were retrospectively collected from 234 patients undergoing endoscopic transsphenoidal surgery for removal of nonfunctioning pituitary tumors. delayed hyponatremia was defined as serum sodium concentration <135 meq/l on pod 3 or later, and after discharge, postoperative sodium concentration was measured on pod 7-10. delayed hyponatremia was observed in 53 patients (22.6%). of these patients, 5 (9.4%) were readmitted because of delayed hyponatremia. in binary logistic regression analysis, age >60 years (odds ratio [or], 2.22; 95% confidence interval [ci], 1.16-4.26; p¬†= 0.017), the nadir sodium concentration on pod 1-2 (or, 0.88; 95% ci, 0.77-0.99; p¬†= 0.034), and operation time (or, 1.01; 95% ci, 1.00-1.02; p¬†= 0.018) were independent risk factors for delayed hyponatremia after endoscopic transsphenoidal pituitary surgery. the incidence of delayed hyponatremia in patients with nonfunctioning pituitary tumor who underwent endoscopic transsphenoidal surgery was 22.6%. old age, low sodium concentration on pod 1-2, and long operation time were associated with the development of delayed hyponatremia in such patients.',\n", + " 'despite improvements in diagnostic and therapeutic approach to adult patients with bacterial meningitis, the overall mortality rate is still high. the aim of this study was to evaluate antibiotic timing in the course and outcome of bacterial meningitis. two hundred and eighty six patients with community-acquired bacterial meningitis aged 14 years and more were included in this retrospective cohort study. observational period was between 1 january 1990 and 31 december 2004. to assess the association of antibiotic timing and disease outcome we analyzed three timing periods (according to the onset of disease, onset of consciousness disturbance and the time of admission to hospital). analysis was also performed in a subgroup of culture positive meningitis in 176 patients with altered mental status. unfavorable outcome was found in 125 (43,7%) patients. in this group, the start of appropriate antibiotic treatment in relation to the onset of first symptoms and particularly to the onset of consciousness disturbance was significantly delayed (p = 0.018 and p < 0.001, respectively) compared to the favorable group. logistic regression analysis in a subgroup of culture positive meningitis in patients with altered mental status revealed that early adequate antibiotic treatment related to the onset of overt signs of meningitis was independently associated with favorable outcome (or = 11.19; 95% ci 4.37-32.57; p < 0.001). advanced age, lower gcs and seizures (or = 1.05, or = 1.45 and or = 3.65, respectively) were other risk factors of poor outcome. the presence of chronic diseases, pneumococcal etiology and clinical and laboratory variables which are indicators of disease severity (renal and/or liver dysfunction, hypotension and low cerebrospinal fluid glucose) were not confirmed as independent risk factors of poor outcome. our study emphasizes the importance of early and adequate antibiotic treatment in the management of bacterial meningitis which significantly enhances the chances for favorable outcome.',\n", + " \"microalbuminuria, often referred to as the urinary albumin-creatinine ratio (acr), is thought to be a reflection of increased capillary permeability associated with the systemic inflammatory response syndrome, and has been found to be predictive of outcome in several studies. therefore, we explored the usefulness of acr as a predictor of mortality, and whether there was a correlation between acr and pao2/ fio2 ratios in patients with extensive burns. a retrospective observational study was carried out on all patients with extensive burns admitted to the burns intensive care unit. all adult patients with burns of at least 40%, or those with significant inhalational injury, were included. exclusion criteria were paediatric patients or those with non-thermal processes such as stevens-johnson's syndrome. acr was measured daily, and data including pao2/ fio2 ratios were collected. the outcome studied was mortality. a total of 21 patients were studied, of which there were 7 mortalities. data were analysed using spss ver11. patient characteristic data between survivors and mortalities were similar. we did not find any correlation between trends of acr with pao2/ fio2 ratios. however, in non-survivors, there were two peaks in acr, an early peak at days 8-9, and a later peak at day 32, whereas concentrations remained stable in survivors. we conclude that while acr is useful as a predictor of mortality and that mean acr of more than 20 mg mmol(-1)is associated with poorer outcome, changes in acr do not reflect changes in the patients' immediate clinical conditions.\",\n", + " 'bradykinin-mediated angioedema is characterized by transient attacks of localized edema of subcutaneous or submucosal tissues and can be life-threatening when involving the upper airways. the aim of this study was to determine the features of acute attacks that might be associated with admission to an icu. we carried out a retrospective, multicenter, observational study in consecutive patients attending one of six reference centers in france for acute bradykinin-mediated angioedema attacks. patients had been hospitalized for an acute episode at least once previously. acute attacks requiring icu admission were compared with acute attacks that had not required icu admission. overall, 118 acute attacks in 31 patients were analyzed (10 patients with hereditary angioedema, 19 patients with angiotensin-converting enzyme inhibitor-induced angioedema, and two patients with acquired c1-inhibitor deficiency angioedema). in multivariate analysis, upper airway involvement, corticosteroid, and c1-inhibitor concentrate administration were associated with icu admission. seven episodes (18%) needed airway protection. the evolution was favorable in 38 of 39 attacks warranting icu admission: patients were able to get out of the service (mean icu stay 4¬±5 days). one death was observed by asphyxiation because of laryngeal swelling. upper airway involvement is an independent risk factor for icu admission. corticosteroid use, which is an ineffective treatment, and c1-inhibitor concentrate use are factors for icu admission. the presence of upper airway involvement should be a warning signal that the attack may be severe.',\n", + " 'the coronavirus disease 2019 (covid-19) has been shown to involve the gastrointestinal tract, which implies bacterial translocation and endotoxemia. the aim of this study was to evaluate the role of extracorporeal endotoxin removal by polymyxin b hemoperfusion (pmx-hp), in the treatment of patients with covid-19 and secondary bacterial infection. we conducted a subgroup analysis of a multicenter, multinational, prospective, and observational web-based database (euphas2 registry). we included 12 patients with severe acute respiratory syndrome coronavirus 2 infection confirmed by real-time reverse transcriptase-polymerase chain reaction from nasal/oral swab, admitted to the intensive care unit between february and may 2020, who were affected by septic shock and received pmx-hp as per clinical indication of the attending physician. septic shock was diagnosed in nine patients (75%), with a median time between symptoms onset and pmx-hp treatment of 16 (14-22) days. we identified gram-negative bacteria in most of the microbiological cultures (n¬†=¬†17, 65%), followed by gram-positive bacteria in (n¬†=¬†4, 15%), fungi (n¬†=¬†3, 12%) and no growth (n¬†=¬†2, 8%). sequential organ failure assessment (sofa) score progressively improved over the next 120¬†hours following pmx-hp and it was associated with median endotoxin activity assay (eaa) decrease from 0.78 [0.70-0.92] at t0 to 0.60 [0.44-0.72] at t120 (p¬†=¬†.245). a direct correlation was observed between sofa score and eaa. lung injury score decreased and was associated with hemodynamic improvement over the same period. no statistically significant difference was observed for rifle score at each time point. nine out of 12 patients (75%) required continuous renal replacement therapy because of acute kidney injury. in a series of consecutive covid-19 patients with endotoxic shock, pmx-hp was associated with organ function recovery, hemodynamic improvement, and contemporary eaa level reduction. no pmx-hp-related complications were observed.',\n", + " 'blood transfusion has always been an important route for chagas disease (cd) transmission. the high prevalence of cd in latin america and its lifelong asymptomatic clinical picture pose a threat for the safety of the blood supply. the outcome of measures designed to improve transfusion safety can be assessed by evaluating the prevalence of cd among multitransfused patients in order to assess the impact of cd control measures on the safety of the blood supply, an observational cross-sectional study was designed to determine the prevalence of cd in 351 highly transfused patients, in which vectorial transmission was excluded. this study compared patients that received transfusion products before (n = 230) and after (n = 121) 1997, when measures to control transfusion-transmitted cd were fully implemented in brazil. the study group consisted of 351 patients exposed to high numbers of blood products during their lifetime (median number of units transfused = 51, range 10-2086). a higher prevalence of transfusion-transmitted cd (1.30%) was observed among multitransfused patients that received their first transfusion before 1997, compared with no cases of transfusion-transmitted cd among multitransfused patients transfused after that year. the magnitude of the exposure to blood products was similar among both groups (mean number of units transfused per year of exposure = 25.00 +/- 26.46 and 23.99 +/- 30.58 respectively; p = 0.75, mann-whitney test). multiple initiatives aimed to control vector and parental transmission of cd can significantly decrease transfusion-transmitted cd in brazil. our data suggest that mandatory donor screening for cd represents the most important measure to interrupt transmission of cd by blood transfusions.',\n", + " 'during infancy, this 50-year-old man with a previously undiagnosed multiple congenital anomalies/intellectual disability (mca/mr) syndrome had grossly symptomatic hypercalcemia and was (briefly) thought to have williams syndrome. results of studies with the cytogenetic methods of the 1960s and 1970s were apparently normal. he matured late, but is high-functioning and healthy. over 50 years he remained a diagnostic enigma. thus, it came as a surprise when recent high-resolution banding methods showed an abnormality of the terminal portion of 13q, determined on array-comparative genomic hybridization to constitute an unbalanced chromosome rearrangement with a 0.35‚äâmb loss of 13q34-ter and 7.67‚äâmb gain of 14q32.2q32.33 translocated to 13q34. this apparently de novo genomic abnormality must be presumed as the cause of this previously undescribed mca/mr syndrome which, however, may remain a private syndrome in this family. williams syndrome was ruled out, and presently it is not possible to ascribe this patient\\'s severely symptomatic infantile hypercalcemia to any gene on the deleted or duplicated chromosome segments. this \"case\" does underscore the importance of re-studying previously obscure but evidently genetic conditions, of long-term follow-up and documentation of natural history, and of providing, at last, a causal explanation to the family.',\n", + " 'atrioventricular valve regurgitation (avvr) influences morbidity and mortality in the atrioventricular canal defect (avc). fetal cardiac structures are subject to hemodynamic changes, as well as growth and maturation during gestation, which may alter the degree of avvr and affect prognosis. we sought to investigate the frequency of change in degree of avvr documented by fetal echocardiography (echo) between different periods of gestational age. subjects with avc seen in the fetal heart program between january 2008 and september 2010 were identified. degree of avvr was assessed by color doppler imaging and categorized as grade 0 (no avvr), grade 1 (hemodynamically insignificant avvr = trivial or mild), and grade 2 (hemodynamically important avvr = ‚â•moderate). levels of avvr between periods were compared. forty-three fetuses were analyzed. overall, 60% had no change, 14% had a decrease, and 26% had an increase in avvr grade. two fetuses progressed from grade 0 or 1 to grade 2, while one fetus decreased from grade 2 to grade 0. trisomy 21 and heterotaxy syndrome were not risk factors for avvr progression. transitional and incomplete canal defects may be more susceptible to avvr progression. sixty percent of fetuses with avc will not exhibit progression of avvr between the second and third trimesters of gestation. in those who exhibit change, it is most often within a hemodynamically insignificant range between none and mild regurgitation (grades 0 and 1). these findings have implications for the counseling, follow-up, and delivery plans of the fetus with avc defect.',\n", + " 'rationale: nonexpandable lung is a recognized phenomenon that can create management challenges in patients with mesothelioma. its prevalence and clinical importance are unknown.objectives: the aim of this study was to describe the prevalence of nonexpandable lung and to evaluate whether there was any association between nonexpandable lung and survival in a clinical cohort of patients with mesothelioma.methods: this was a prospective, observational cohort study of patients with mesothelioma who were seen in a single center between march 1, 2008, and august 3, 2017. baseline characteristics were collected at diagnosis. serial chest radiographs were assessed for the presence of pleural effusions and nonexpandable lung (defined as a lack of lung expansion after pleural aspiration or drainage). patients were followed until they died or were censored on march 14, 2019.results: of 229 patients, 192 (82.7%) had a pleural effusion at presentation, and nonexpandable lung was observed in 64 of these 192 patients (33.3%). breathlessness and cough were more frequent in patients with pleural effusions, especially in those with underlying nonexpandable lung, whereas chest pain was more prevalent in patients without effusions. patients with pleural effusions, both with and without underlying nonexpandable lung, were more likely to have epithelioid or early-stage disease and to receive chemotherapy than patients with no pleural effusion. nonexpandable lung was an independent risk factor for short survival, with a hazard ratio for mortality of 1.80 (95% confidence interval, 1.16-2.80) compared with patients without nonexpandable lung. the presence of a pleural effusion did not appear to be associated with a worse prognosis compared with patients with an effusion (adjusted hazard ratio, 1.86; 95% confidence interval, 0.93-3.72).conclusions: this is the first study to describe the prevalence and clinical implications of nonexpandable lung in mesothelioma. it demonstrates that nonexpandable lung is a relatively common phenomenon that is associated with significant symptomatology and shorter survival.keywords: mesothelioma; nonexpandable lung; pleural effusion.',\n", + " \"glycogen storage disease type vi (gsd-vi; also known as hers disease, liver phosphorylase deficiency) is caused by mutations in the gene coding for glycogen phosphorylase (pygl) leading to a defect in the degradation of glycogen. since there are only about 40 patients described in literature, our knowledge about the course of the disease is limited. in order to evaluate the long-term outcome of patients with gsd-vi, an observational retrospective case study of six patients was performed at the university children's hospital zurich. the introduction of small, frequent meals as well as cornstarch has led to normal growth in all patients and to normalization of liver transaminases in most patients. after starting the dietary regimen, there were no signs of hypoglycemia. however, three of six patients showed persistent elevation of triglycerides. further, we identified four novel pathogenic pygl mutations and describe here their highly variable impact on phosphorylase function.conclusions: after establishing the diagnosis, dietary treatment led to metabolic stability and to prevention of hypoglycemia. molecular genetics added important information for the understanding of the clinical variability in this disease. while outcome was overall excellent in all patients, half of the patients showed persistent hypertriglyceridemia even after initiating treatment.what is known:‚ä¢ glycogen storage disease type vi (gsd-vi) is a metabolic disorder causing a defect in glycogen degradation. dietary treatment normally leads to metabolic stability and prevention of hypoglycemia.‚ä¢ however, our knowledge about the natural course of patients with gsd-vi is limited.what is new:‚ä¢ while outcome was overall excellent in all patients, half of the patients showed persistent hypertriglyceridemia even after initiating treatment.‚ä¢ molecular genetics added important information for the understanding of the clinical variability in this disease.\",\n", + " 'to describe clinical characteristics of diabetes mellitus (dm) in a group of patients with wolfram syndrome (ws). descriptive, cross-sectional observational design. the sample consisted of 50 patients diagnosed with ws. clinical criteria contributing to ws diagnosis were analyzed: diabetes mellitus (dm), optic nerve atrophy (oa), sensorineural deafness, urological and neurological dysfunction, among others. these parameters were assessed according to their presence/absence, age of onset, and various clinical-analytical parameters. all the patients studied presented dm and oa, with a mean age of onset of 5.4‚ä⬱‚äâ.9 (1-14) years and 9‚ä⬱‚äâ.9 (1-16) years, respectively. the remaining criteria were present with a variable frequency: 77% had diabetes insipidus, 66.7% auditory alterations, 77.8% neurogenic bladder, 61.1% neurological involvement, and 27.8% hypogonadism. a 16.7% of the patients had positive albuminuria (urinary albumin/creatinine ratio‚äâ>‚äâ30‚äâmg/g) and 72.2% had hyporreflexia. there were no significant differences in the age of diagnosis nor of the presence of different pathologies according to sex. the early presence of a non-autoimmune insulin dependent dm, should alert us of an \"infrequent\" diabetes syndrome. wolfram\\'s presumptive diagnosis could be established if juvenile-onset dm occurs concomitantly with oa, and this visual impairment is not attributable to diabetic retinopathy. despite the long period of evolution of dm and altered values of hba1c, the prevalence of microvascular complications in the sample are low.',\n", + " 'no comprehensive information exists nationwide about the familial prevalence and age of rearranged during transfection (ret) germline mutations. the current investigation was undertaken to provide such natural history data which are urgently needed to enable factual decision-making about dna-based screening programmes for ret germline mutations. descriptive study drawn on countrywide referrals to a specialist surgical centre. included were 452 patients from 141 german ret families: 277 carriers referred for pre-emptive or therapeutic surgery, and 175 additional carriers or relatives with endocrine tumours associated with multiple endocrine neoplasia type 2 (men2). key variables included familial prevalence, phenotype and latest year of birth of ret germline mutations. results a total of 26 different ret germline mutations were identified among the 141 ret families: c634r (21%); m918t (15%); c634y (9%); l790f/ttg-->ttt (8%), y791f (7%), v804m (6%); c620r and c634f (5% each); l790f/ttg-->ttc and c634s/tgc-->tcc (4% each); c618s/tgc-->agc, c634g and s891a (2% each); c618f and e768d (1% each); and in < 1% each: c609g, c611f, c611y, c618g, c618y, c620s/tgc-->agc, c620s/tgc-->tcc, c620y, c630r, d631y and v804l. most of these differences in prevalence rates, seemingly, were caused by recent spontaneous mutations in the germline. with rare exceptions, longstanding transmission was noted in at least one ret family per affected codon. many germline mutations were traceable back to the early 20th, and a few even to the 19th century. these data reveal the potential of dna-based screening of all relevant ret exons, especially for index patients with solitary, seemingly sporadic disease.',\n", + " 'myhre syndrome, a connective tissue disorder characterized by deafness, restricted joint movement, compact body habitus, and distinctive craniofacial and skeletal features, is caused by heterozygous mutations in smad4. cardiac manifestations reported to date have included patent ductus arteriosus, septal defects, aortic coarctation and pericarditis. we present five previously unreported patients with myhre syndrome. despite varied clinical phenotypes all had significant cardiac and/or pulmonary pathology and abnormal wound healing. included herein is the first report of cardiac transplantation in patients with myhre syndrome. a progressive and markedly abnormal fibroproliferative response to surgical intervention is a newly delineated complication that occurred in all patients and contributes to our understanding of the natural history of this disorder. we recommend routine cardiopulmonary surveillance for patients with myhre syndrome. surgical intervention should be approached with extreme caution and with as little invasion as possible as the propensity to develop fibrosis/scar tissue is dramatic and can cause significant morbidity and mortality.',\n", + " 'juvenile myelomonocytic leukemia (jmml) is a pediatric myeloproliferative neoplasm that arises from malignant transformation of the stem cell compartment and results in increased production of myeloid cells. somatic and germline variants in cbl (casitas b-lineage lymphoma proto-oncogene) have been associated with jmml. we report an incompletely penetrant cbl y371c mutation discovered by whole-exome sequencing in three individuals with jmml in a large pedigree with 35 years of follow-up. the y371 residue is highly evolutionarily conserved among cbl orthologs and paralogs. in silico bioinformatics prediction programs suggested that the y371c mutation is highly deleterious. protein structural modeling revealed that the y371c mutation abrogated the ability of the cbl protein to adopt a conformation that is required for ubiquitination. clinically, the three mutation-positive jmml individuals exhibited variable clinical courses; in two out of three, primary hematologic abnormalities persisted into adulthood with minimal clinical symptoms. the penetrance of the cbl y371c mutation was 30% for jmml and 40% for all leukemia. of the 8 mutation carriers in the family with available photographs, only one had significant dysmorphic features; we found no evidence of a clinical phenotype consistent with a \"cbl syndrome\". although cbl y371c has been previously reported in familial jmml, we are the first group to follow a complete pedigree harboring this mutation for an extended period, revealing additional information about this variant\\'s penetrance, function and natural history.',\n", + " 'in a population sample of 501 persons aged 75 to 86 years, doppler echocardiography uncovered moderate or severe aortic valve stenosis in 8.8% of women and 3.6% of men. severe aortic valve stenosis predicted a four-fold-age- and sex-adjusted risk of death within 4 years of diagnosis, and mortality tended to be increased also with moderate lesions; mild aortic valve stenosis had a favorable outcome.',\n", + " \"to describe the evolution of imaging characteristics of solitary cerebral cysticercal lesions (sccl) on serial mri, and to study the effect of treatment with albendazole. randomised controlled prospective trial. 123 patients with new-onset seizures and sccl on contrast mri were randomised to treatment with albendazole and followed with up to five serial mris. 81 patients (m - 41, f - 40) with mean age of 19.6+/-11.7years and 4 or 5 serial mri were included in the analysis. analysis was performed on 356 mri's. scolex was seen in 61.9% of patients in postcontrast t1 sequence in the first mri study, and there was a significant drop in visibility from the next scan onwards. cyst contents were initially t1-hypointense and t2-hyperintense with inversion on flair in 30.8% and later scans showed t2-hypointensity. cyst wall characteristics changed significantly from initially t2-hypointensity to later hyperintense rim. initial scan revealed perilesional oedema in 98.5%, which is resolved by the second scan. around 17.5% showed subtle perilesional t2-hyperintensity in follow-up scans. enhancement pattern changed significantly from ring to disc, and later to non-enhancement. initially, 69.7% lesions were in colloid-vesicular stage. lesions moved through subsequent stages of cyst degeneration: time needed for this process is described. imaging characteristics, both on the first and on subsequent scans, did not differ between albendazole and control groups. evolution of sccl follows a predictable sequence corresponding to morphologic stages described earlier, taking over a year to complete. contrast enhancement decreases as degeneration progresses, but some calcific lesions continue to enhance. albendazole therapy may hasten resolution of inflammation around the lesion but affects neither the morphology of the cysticercus nor the process of degeneration and subsequent healing.\",\n", + " 'the purpose of this study was to evaluate a population-based radiographic hip surveillance programme for children with cerebral palsy (cp) and to assess the natural history of hip displacement. the study comprised 335 children (188 males, 147 females), born during 2002 to 2006 in the 10 south-eastern counties in norway. their mean age at the first radiograph was 3 years (range 6mo-7y 11mo) and the mean age at the most recent follow-up was 5 years 5 months. distribution according to cp type was spastic hemiplegia in 38%, diplegia in 27%, quadriplegia in 21%, dyskinesia in 10%, and ataxia in 3%; gross motor function classification system (gmfcs) levels i to v were, 44%, 14%, 8%, 11%, and 23% respectively. migration percentage (mp), acetabular index, and pelvic obliquity were measured on the radiographs. hip displacement (mp>33%) occurred in 26% of all children (subluxation in 22% and dislocation in 4%) and in 63% of those in gmfcs levels iv or v. dislocation occurred in 14 children at a mean age of 4 years 5 months (range 1y 10mo-9y 7mo). the mean migration percentage was 20.4% at the initial radiographs and 34.0% at the last follow-up. mean progression in migration percentage increased markedly with decreasing functional level, from 0.2% per year at gmfcs level i to 9.5% at level v. there is a pronounced trend towards hip displacement in nonambulant children. close surveillance from age 1 to 2 years is needed to find the appropriate time for preventive surgery. since 12% of the nonambulant children developed dislocation, our routines for hip surveillance need improvement.',\n", + " 'the natural history, prognostication and optimal treatment of richter transformation developed from chronic lymphocytic leukemia (cll) are not well defined. we report the clinical characteristics and outcomes of a large series of biopsy-confirmed richter transformation (diffuse large b-cell lymphoma or high grade b-cell lymphoma, n=204) cases diagnosed from 1993 to 2018. after a median follow up of 67.0 months, the median overall survival (os) was 12.0 months. patients who received no prior treatment for cll had significantly better os (median 46.3 vs. 7.8 months; p<0.001). patients with elevated lactate dehydrogenase (median 6.2 vs. 39.9 months; p<0.0001) or tp53 disruption (median 8.3 vs. 12.8 months; p=0.046) had worse os than those without. immunoglobulin heavy chain variable region gene mutation, cell of origin, myc/bcl-2 double expression and myc/bcl2/bcl6 double-/triple-hit status were not associated with os. in multivariable cox regression, elevated lactate dehydrogenase [hazard ratio (hr) 2.3, 95% confidence interval (ci): 1.3-4.1; p=0.01], prior cll treatment (hr 2.0, 95%ci: 1.2-3.5; p=0.01), and older age (hr 1.03, 95%ci: 1.01-1.05; p=0.01) were associated with worse os. twenty-four (12%) patients underwent stem cell transplant (20 autologous and 4 allogeneic), and had a median post-transplant survival of 55.4 months. in conclusion, the overall outcome of richter transformation is poor. richter transformation developed in patients with untreated cll has significantly better survival. stem cell transplant may benefit select patients.',\n", + " 'the mayo natural history model has been used widely as a tool to estimate prognosis in patients with primary biliary cirrhosis (pbc), particularly liver transplant candidates. we present an abbreviated model in which a tabular method is used to approximate the risk score, which may be incorporated in the minimal listing criteria for liver transplant candidates. data used in the development and validation of the original mayo model were derived from 418 patients with well-characterized pbc. to construct an abbreviated risk score in a format similar to that of child-turcotte-pugh score, 1 to 3 cut-off criteria were determined for each variable, namely age (0 point for <38, 1 for 38 to 62 and 2 for >/=63 years), bilirubin (0 point for <1, 1 for 1 to 1.7, 2 for 1.7 to 6.4, and 3 for >6.4 mg/dl), albumin (0 point for >4.1, 1 for 2.8 to 4.1, and 2 for <2.8 g/dl), prothrombin time (1 point for normal and 2 for prolonged) and edema (0 point for absent and 1 for present). the intervals between these criteria were chosen in a way to enable a meaningful classification of patients according to their risk for death. this score is highly correlated with the original risk score (r = 0.93; p <.01). the kaplan-meier estimate at 1 year was 90.6% in patients with a score of 6. the abbreviated risk score is a convenient method to quickly estimate the risk score in patients with pbc. an abbreviated score of 6 may be consistent with the current minimal listing criteria in liver transplant candidates.',\n", + " 'oral infection with human papillomavirus (hpv) is likely to underpin the rapidly rising incidence of oropharyngeal squamous cell carcinoma; however, there are few data describing the natural history of oral hpv infection. we recruited 704 participants aged 20 to 70‚äâyears from worksites, universities and primary care practices in brisbane, australia. participants completed questionnaires at baseline, 12 and 24‚äâmonths and donate four saliva samples at baseline, 6, 12 and 24 months for hpv polymerase chain reaction testing and typing. we estimated the prevalence of oral hpv infection at baseline, incidence of new infections among those hpv-negative at baseline, clearance rate and persistent infections. at baseline, 10.7% of participants had oral hpv infections from 26 different hpv types. sexual behaviours were associated with oral hpv infection, including more partners for passionate kissing (29 or more; odds ratio [or] 3.4, 95% confidence interval [ci] 1.5-8.0), and giving and receiving oral sex (16 or more; or 5.4, 95% ci 1.6-17.7 and or 5.6, 95% ci 1.6-18.7, respectively). of 343 participants, hpv-free at baseline and with subsequent saliva samples, 87 (25%) acquired new infections over the 24‚äâmonths. sixty-eight of 87 people included in the clearance analysis (78%) cleared their oral hpv infections. clearance was associated with being a nonsmoker (or 12.7, 95% ci 1.3-122.8), and no previous diagnosis of a sexually transmitted infection (or 6.2, 95% ci 2.0-19.9). new oral infections with hpv in this sample were not rare. although most infections were cleared, clearance was not universal suggesting a reservoir of infection exists that might predispose to oropharyngeal carcinogenesis.',\n", + " 'left ventricular outflow tract gradients are absent in an important proportion of patients with hypertrophic cardiomyopathy (hcm). however, the natural course of this important patient subgroup remains largely unresolved. the authors systematically employed exercise (stress) echocardiography to define those patients without obstruction to left ventricular outflow at rest and/or under physiological exercise and to examine their natural history and clinical course to create a more robust understanding of this complex disease. we prospectively studied 573 consecutive hcm patients in 3 centers (44 ¬± 17 years; 66% male) with new york heart association functional class i/ii symptoms at study entry, including 249 in whom left ventricular outflow tract obstruction was absent both at rest and following physiological exercise (<30 mm hg; nonobstructive hcm) and retrospectively assembled clinical follow-up data. over a median follow-up of 6.5 years, 225 of 249 nonobstructive patients (90%) remained in classes i/ii, whereas 24 (10%) developed progressive heart failure to new york heart association functional classes iii/iv. nonobstructive hcm patients were less likely to experience advanced limiting class iii/iv symptoms than the 324 patients with outflow obstruction (1.6%/year vs. 7.4%/year rest obstruction vs. 3.2%/year provocable obstruction; p < 0.001). however, 7 nonobstructive patients (2.8%) did require heart transplantation for progression to end stage versus none of the obstructive patients. hcm-related mortality among nonobstructive patients was low (n = 8; 0.5%/year), with 5- and 10-year survival rates of 99% and 97%, respectively, which is not different from expected all-cause mortality in an age- and sex-matched u.s. population (p = 0.15). hcm patients with nonobstructive disease appear to experience a relatively benign clinical course, associated with a low risk for advanced heart failure symptoms, other disease complications, and hcm-related mortality, and largely without the requirement for major treatment interventions. a small minority of nonobstructive hcm patients progress to heart transplant.',\n", + " 'marburg virus (marv; family filoviridae) causes sporadic outbreaks of marburg hemorrhagic fever in sub-saharan africa with case fatality rates reaching 90%. wild-type filoviruses, including marv and the closely related ebola virus, are unable to suppress the type i interferon response in rodents, and therefore require adaptation of the viruses to cause disease in immunocompetent animals. in the current study, we demonstrate that stat2 knockout syrian hamsters are susceptible to infection with different wild-type marv variants. marv musoke causes a robust and systemic infection resulting in lethal disease. histopathological findings share features similar to those observed in human patients and other animal models of filovirus infection. reverse-transcription polymerase chain reaction analysis of host transcripts shows a dysregulation of the innate immune response. our results demonstrate that the stat2 knockout hamster represents a novel small animal model of severe marv infection and disease without the requirement for virus adaptation.',\n", + " 'there is emerging evidence that early trauma-induced coagulopathy (tic) is mechanistically linked to disruption of the vascular endothelium and its glycocalyx, assessed by thrombomodulin and syndecan 1, respectively. this study evaluated if degradation of the endothelial glycocalyx and ensuing release of its heparin-like substances induce autoheparinization and thereby contributes to tic. prospective observational study of 77 trauma patients admitted to a level i trauma center having blood sampled at admission. data on demography, hematology, injury severity score, transfusion requirements, 30-day mortality, and thrombelastography (teg, concurrent kaolin-activated/kaolin-heparinase-activated) were recorded. retrospective analysis of plasma/serum for biomarkers reflecting endothelial glycocalyx and cell damage (syndecan 1, thrombomodulin), tissue injury (histone-complexed dna fragments), sympathoadrenal activation (adrenaline, noradrenaline), coagulation activation/anticoagulation (prothrombin fragment 1+2, fibrinogen, von willebrand factor, factor xiii, antithrombin, protein c, activated protein c, tissue factor pathway inhibitor), fibrinolysis (tissue-type plasminogen activator, plasminogen activator inhibitor 1) and inflammation (interleukin 6, terminal complement complex). stratification of patients was according to the degree of teg-measured heparinization. four patients (5.2%) displayed evidence of high-degree autoheparinization, and these patients had higher injury severity score (median [interquartile range], 31 [26-37] vs. 17 [10-26]), increased glucose (median, 13.6 vs. 8.0 mmol/l), and lower hemoglobin level (median, 5.8 vs. 8.4 mmol/l) and received more transfusions during the first 1 hour (median, 5 vs. 0) and 24 hours (median, 10 vs. 0) (all p < 0.05). importantly, patients with autoheparinization had fourfold higher syndecan 1 levels (median [interquartile range], 116 ng/ml [78-140 ng/ml] vs. 31 ng/ml [18-49 ng/ml]), and they had higher international normalized ratio (median, 1.4 vs. 1.1), thrombomodulin (median, 4.1 vs. 1.7 ng/ml) and interleukin 6 (median, 129 vs. 71 pg/ml) but lower protein c (85% vs. 109%) (all p < 0.05), indicating profound endothelial damage, coagulopathy and inflammation. five percent of the patients with trauma in the present study had evidence of acute endogenous coagulopathy with autoheparinization by teg, which appeared mechanistically linked to endothelial glycocalyx degradation. acute endogenous autoheparinization may contribute to tic. prognostic study, level iii.',\n", + " 'lipomatosis of nerve (ln) is a condition of massive peripheral nerve enlargement due to proliferation of fibrous and adipose tissue within the nerve, the natural history of which is currently unknown. we measured the pattern of growth in individuals with long-term radiologic follow-up. review of the searchable records for ln at our institution found 52 patients, confirmed by pathology or pathognomic appearance on mri. ten patients had serial mri of the same anatomic region for more than 2 years of clinical follow-up. volumetric analysis was performed using regions of interest on serially imaged segments of affected nerves. adjustment for skeletal growth was performed for pediatric patients. ln enlarged in 7 of 10 individuals, often both longitudinally along the nerve and in cross-sectional volume. regarding cross-sectional volume, 2 of the 10 patients demonstrated volume growth more than doubling and 5 additional patients had a >20% increase in nerve volume; the remaining 3 patients were quiescent, where change in the nerve volume was within the error range of volumetric analysis. all cases with growth remained >20% after adjustment for skeletal growth. five of 10 individuals had longitudinal extension, even with correction for skeletal growth. more significant growth was noted in younger patients (p=0.02). growth rates more than 5% per year correlated with surgery, without statistical significance in this small population (p=0.14). serial mri reveals progressive enlargement of ln. the rate of growth was more profound in youth, but also occurred in early adulthood.',\n", + " 'encephalitis, the inflammation of the brain, may be caused by an infection or an autoimmune reaction. however, few researches were focused on the gut microbiome characteristics in encephalitis patients. a prospective observational study was conducted in an academic hospital in guangzhou from february 2017 to february 2018. patients with encephalitis were recruited. fecal and serum samples were collected at admission. healthy volunteers were enrolled from a community. disease severity scores were recorded by specialized physicians, including glasgow coma scale (gcs), sequential organ failure assessment (sofa), and acute physiology and chronic health evaluation-ii (apache-ii). 16s rrna sequence was performed to analyze the gut microbiome, then the œ±-diversities and œ≤-diversities were estimated. short-chain fatty acids (scfas) were extracted from fecal samples and determined by gas chromatography-mass spectrometry. serum d-lactate (d-la), intestinal fatty acid-binding protein (ifabp), lipopolysaccharide (lps), and lipopolysaccharide-binding protein (lbp) were measured by enzyme-linked immunosorbent assay (elisa). the associations among microbial indexes and clinical parameters were evaluated by spearman correlation analysis. in total, twenty-eight patients were recruited for analysis (median age 46 years; 82.1% male; median gcs 6.5; median sofa 6.5; median apache-ii 14.5). twenty-eight age- and sex-matched healthy subjects were selected as controls. the œ≤-diversities between patients and healthy subjects were significantly different. the œ±-diversities did not show significant differences between these two groups. in the patient group, the abundances of bacteroidetes, proteobacteria, and bacilli were significantly enriched. accordingly, fecal scfa levels were decreased in the patient group, whereas serum d-la, ifabp, lps, and lbp levels were increased compared with those in healthy subjects. correlation analyses showed that disease severity had positive correlations with proteobacteria and akkermansia but negative correlations with firmicutes, clostridia, and ruminococcaceae abundances. the cerebrospinal fluid albumin-to-serum albumin ratio (csar) was positively related to the œ±-diversity but negatively correlated with the fecal butyrate concentration. gut microbiota disruption was observed in encephalitis patients, which manifested as pathogen dominance and health-promoting commensal depletion. disease severity and brain damage may have associations with the gut microbiota or its metabolites. the causal relationship should be further explored in future studies.',\n", + " 'kaposi sarcoma (ks)-associated herpesvirus (kshv)-associated multicentric castleman disease (mcd) is a relapsing and remitting systemic lymphoproliferative disorder characterized by severe inflammatory symptoms most common among people living with hiv (plwh). patients with kshv-mcd may present with concurrent kshv-associated diseases, such as ks and/or primary effusion lymphoma (pel). we evaluated clinical and immunologic characteristics, the effects of concurrent kshv malignancies, and treatments from the largest prospective natural history study of participants with kshv-mcd within the united states. treatment options administered at investigator discretion included high-dose zidovudine with valganciclovir (azt/vgc), rituximab, or rituximab with liposomal doxorubicin (r-dox) during kshv-mcd flares. survival analyses and prognostic factors were explored for all participants. sixty-two participants with hiv were enrolled, including 20 with kshv-mcd alone, 34 with kshv-mcd and ks, 1 with kshv-mcd and pel, and 7 with all kshv-associated diseases. forty-four percent of kshv-mcd diagnoses were made at our institution. forty-four participants received rituximab-based therapies, 20 of whom had maintenance azt/vgc or interferon. participants receiving r-dox and then maintenance azt/vgc had the highest 5-year progression-free survival (89%). cytokine profiles during kshv-mcd flares did not differ by the presence of concurrent kshv-associated diseases. the 10-year survival was 71% (95% confidence interval [ci], 56% to 82%) for all participants. a concurrent diagnosis of pel negatively impacted survival (pel hazard ratio, 5.4; 95% ci, 1.8 to 16.8). kshv-mcd is an underdiagnosed condition among plwh, including those with ks. kshv-mcd has an excellent prognosis with appropriate treatment. physicians should be alert for patients with multiple kshv diseases, which impact optimal treatment and survival outcomes. this study was registered at www.clinicaltrials.gov as #nct00099073.',\n", + " \"there has been no report on the clinical features or natural history of autoimmune hemolytic anemia (aiha) in the korean adult population. this study retrospectively analyzed the clinical characteristics and long-term outcomes of aiha in the korean adults. patients newly diagnosed with aiha between january 1994 and december 2010 at chungnam national university hospital were enrolled. patient characteristics at diagnosis, response to treatment, and the natural course of the disease were documented. thirty-two patients (31 females and 1 male) with a median age of 48 years (range, 17-86) were enrolled. of these, 21.9% were initially diagnosed with secondary aiha. thirteen patients (40.6%) were initially diagnosed with evans' syndrome. of the 29 patients who were placed on therapy, 27 (93.1%) showed a partial response or better. nevertheless, 1 year after initiating treatment, 80% of the patients were still treatment-dependent. during follow-up (median length 14 months; range, 0.5-238), 14 of 25 patients (56.0%) who were initially diagnosed with primary warm antibody aiha were found to have systemic lupus erythematosus (sle). median time to conversion to sle was 8.0 months (95% ci, 4.3-11.7), and the probabilities of conversion at 12 and 24 months were 63% and 91%, respectively. younger age (<60 years) and a positive fluorescent anti-nuclear antibody test were associated with a higher probability of sle conversion (p=0.01 and p<0.001, respectively). primary aiha is rare. regular, vigilant testing for sle is required in patients initially diagnosed with aiha.\",\n", + " 'a retrospective analysis of patients with lipomyelomeningocele cared for at two referral centers was completed to derive relationships between neurological function and patient age. thirty-seven percent of 177 patients had intact neurological function on initial examination. neurological deficits were progressive and linked with a logarithmic relationship to increasing patient age. each child with intact examination retained normal bladder function following lipomyelomeningocele repair and release of cord tethering; complications of surgery were limited. our analysis suggests that surgery on patients with intact function offers greater long-term protection of critical function than is offered by conservative management and expectant care. we recommend repair of lipomyelomeningocele at the time of diagnosis regardless of patient age or neurological function.',\n", + " 'invasive fungal infection (ifi) is associated with high morbidity and high mortality in hematopoietic stem cell transplantation (hsct) patients. the purpose of this study was to assess the characteristics and outcomes of hsct patients with ifis who are undergoing mv at a single institution in taiwan. we performed an observational retrospective analysis of ifis in hsct patients undergoing mechanical ventilation (mv) in an intensive care unit (icu) from the year 2000 to 2009. the characteristics of these hsct patients and risk factors related to ifis were evaluated. the status of discharge, length of icu stay, date of death and cause of death were also recorded. there were 326 hsct patients at the linkou chang-gung memorial hospital (taipei, taiwan) during the study period. sixty of these patients (18%) were transferred to the icu and placed on mechanical ventilators. a total of 20 of these 60 patients (33%) had ifis. multivariate analysis indicated that independent risk factors for ifi were admission to an icu more than 40 days after hsct, graft versus host disease (gvhd), and high dose corticosteroid (p < 0.01 for all). the overall icu mortality rate was 88% (53 of 60 patients), and was not significantly different for patients with ifis (85%) and those without ifis (90%, p = 0.676). there was a high incidence of ifis in hsct patients requiring mv in the icu in our study cohort. the independent risk factors for ifi are icu admission more than 40 days after hsct, gvhd, and use of high-dose corticosteroid.',\n", + " 'hypertrophic cardiomyopathy is a disease entity characterized by marked heterogeneity in morphology and natural history. most of our knowledge of the natural history of this disorder derives from the study of hospital-based populations and is influenced by referral bias. therefore, this population-based study was undertaken to examine the natural history of hypertrophic cardiomyopathy among unselected residents of olmsted county, minnesota. patients with hypertrophic cardiomyopathy, confirmed by echocardiography, were identified by use of the resources of the rochester epidemiology project. patients with the echocardiographic features of hypertrophic cardiomyopathy but with long-standing hypertension requiring drug therapy were categorized as having hypertensive hypertrophic cardiomyopathy. baseline clinical details and follow-up events were obtained by retrospective chart review. thirty-seven patients were diagnosed with hypertrophic cardiomyopathy and 24 with hypertensive hypertrophic cardiomyopathy. eight additional patients were first diagnosed at autopsy. the mean age of the 37 patients with hypertrophic cardiomyopathy was 59 +/- 20 years (range, 1 week to 92 years); the mean ventricular septal thickness was 17.5 +/- 3 mm. follow-up was obtained for a median of 7.7 years (range, 45 days to 17.2 years). the 1- and 5-year survival rates were 95% and 92%, respectively; these rates did not differ from those of an age- and sex-matched population (p = ns). the annual risk of cardiac death was 0.7%. the mean age of patients with hypertensive hypertrophic cardiomyopathy was 79 +/- 8 years (range, 62 to 91 years), and the mean ventricular septal thickness was 19 +/- 2.5 mm. follow-up was obtained for a median of 2.8 years (range, 4 days to 16.7 years). the 1- and 5-year survival rates were 75% and 43%, respectively, which differed sharply from the expected rates of 94% and 70% (p = .0028). the annual risk of cardiac death was 5%. atrial fibrillation and evidence for myocardial infarction on ecg, use of digoxin and diuretics, and a high new york heart association functional class at presentation were all associated with decreased survival by multivariate analysis for both groups combined. a history of myocardial infarction, atrial fibrillation, and mitral annual calcification at presentation were associated with cardiac death. hypertrophic cardiomyopathy is a more benign disease than previously reported from tertiary referral centers. patients assessed as having hypertensive hypertrophic cardiomyopathy represent a subset at higher risk for cardiac and noncardiac death, with an overall decreased survival rate.',\n", + " \"pompe disease is a rare lysosomal storage disorder characterized by muscle weakness and wasting. the majority of adult patients have slowly progressive disease, which gradually impairs mobility and respiratory function and may lead to wheelchair and ventilator dependency. it is as yet unknown to what extent the disease reduces the life span of these patients. our objective was to determine the survival of adults with pompe disease not receiving ert and to identify prognostic factors associated with survival. data of 268 patients were collected in a prospective international observational study conducted between 2002 and 2009. survival analyses from time of diagnosis and from time of study entry were performed using kaplan-meier curves and cox-proportional-hazards regression. median age at study entry was 48 years (range 19-79 years). median survival after diagnosis was 27 years, while median age at diagnosis was 38 years. during follow-up, twenty-three patients died prior to ert, with a median age at death of 55 (range 23-77 years). use of wheelchair and/or respiratory support and patients' score on the rotterdam handicap scale (rhs) were identified as prognostic factors for survival. five-year survival for patients without a wheelchair or respiratory support was 95% compared to 74% in patients who were wheelchair-bound and used respiratory support. in a dutch subgroup of 99 patients, we compared the observed number of deaths to the expected number of deaths in the age- and sex-matched general population. during a median follow-up of 2.3 years, the number of deaths among the dutch pompe patients was higher than the expected number of deaths in the general population. our study shows for the first time that untreated adults with pompe disease have a higher mortality than the general population and that their levels of disability and handicap/participation are the most important factors associated with mortality. these results may be of relevance when addressing the effect of ert or other potential treatment options on survival.\",\n", + " 'to determine the long-term outcome of patients operated with pars plana vitrectomy (ppv) for primary rhegmatogenous retinal detachment (rrd) and to identify potential predictors for poor visual outcome. prospective, observational 30-month study of patients operated for primary rrd with ppv. examinations were performed preoperatively and after months 2, 6, and 30. eighty-four patients (84 eyes) were included and 73 (86.9%) participated at month 30. the macula was attached in 30 (35.7%) patients at primary operation. the majority of patients (n = 59, 80.8%) achieved a good final best corrected visual acuity (bcva ‚â§0.3 logmar, ‚â•0.5 snellen) with a better outcome in patients with the macula attached than detached (0.02 vs. 0.17 logmar, p = 0.007). variables associated with poor visual outcome were baseline bcva >0.3 logmar (p = 0.03), female gender (p = 0.02), silicone oil (p = 0.03), and larger areas of retinal detachment (p = 0.01). in multivariable regression analysis, female gender (or = 8.5 [95% ci 1.8-39.8]) was the strongest risk factor for poor visual outcome. the majority of patients operated for primary rrd achieved a reasonable long-term visual outcome. notably, female gender was associated with poor visual outcome, indicating a need for closer follow-up.',\n", + " \"to evaluate the evolution of monochorionic-diamniotic twin pregnancies with and without the twin-twin transfusion syndrome (ttts), followed up in an expectant way. retrospective study in which the pregnancies with and without ttts and with mild (quintero's stage i) and severe (quintero's stages ii, iii, iv and v) disease manifestations were compared according to extreme preterm delivery, neurological impairment and the twins' nursery discharge. the extreme preterm twins who had had ttts, or not, were compared whether they had or not neurological impairment. the chi2 or fisher's exact test were used. among 149 monochorionic-diamniotic twin pregnancies, 15 presented ttts, 11 (11/15 - 73.3%) in the severe form and 4 (4/15 - 26.7%) at stage i. the extreme preterm delivery was more frequent (p<0.001) in the cases with the disease (11/15 - 73.3%) than in the cases without it (25/134 - 18.7%), and more common (p=0.033) in severe (10/11 - 91.1%) than in mild cases (1/4 - 25.0%). neurological impairment in at least one twin was more frequent in cases with (5/8 - 62.5%) than in cases without (9/134 - 6.7%) the disease (p<0.001). nursery discharge of at least one twin was more common (p<0.001) in cases without (132/134 - 98.5%) than in cases with the disease (8/15 - 53.0%). neurological impairment in at least one of the twins was more frequent (p=0.04) in the severe (5/5 - 100%) than in the mild (1/4 - 25%) form of the disease. nursery discharge of both twins was more common (p=0.004) at stage i (4/4 - 100%), than in the severe form of the disease (1/11 - 9.0%). among the 47 extreme preterm twins, the neurological impairment was more frequent (p=0.001) among the ones who had (6/6 - 100%), than among those who did not have ttts (11/41 - 26.8%). cases with twin-twin transfusion syndrome, followed up in an expectant way have bad perinatal prognosis, with high neonatal mortality and high rates of neurological arrest among the survivors.\",\n", + " 'plasma cell disorders (pcds) are clonal plasma cell disorders that include conditions such as monoclonal gammopathy of undetermined significance (mgus), monoclonal gammopathy of renal significance (mgrs), multiple myeloma (mm), smoldering mm (smm), solitary plasmacytoma, and light-chain (al) amyloidosis. the risk factors associated with and the clinical course of pcds after renal transplantation is not well established although immunosuppressive protocols may impact the incidence and natural history of pcds posttransplant. this single-center retrospective study evaluated patients with a history of renal transplant who developed a pcd between january 1, 2014-december 31, 2018. a total of 41 patients met the inclusion criteria including 29 with mgus and 12 with symptomatic pcd (4 with mm, 2 with smm, 4 with mgrs, 1 with al amyloidosis, and 1 with solitary plasmacytoma). the median follow-up of survivors was 41.6 months. three patients (1 with mgus and 2 with mgrs) progressed to mm during the follow-up period. there was a male preponderance in both groups. there was no correlation between the donor and immunosuppressive regimen and the development of a pcd. patients with symptomatic pcd had higher serum creatinine and m-protein levels at diagnosis and higher free light chain ratio and plasma cell burden. there was also a higher percentage of allograft failure noted in the symptomatic pcd subset 50% (n = 6), whereas only 23% (n = 7) of patients had allograft failure in the mgus group. this study shows the importance of considering monoclonal gammopathy in the differential of renal dysfunction after kidney transplant and the need to follow these patients closely to monitor for progression to symptomatic pcd.',\n", + " 'autosomal dominant polycystic kidney disease (adpkd) is the most common inherited kidney disease. the major objective of this study was to analyse the natural history of disease progression in all patients with adpkd seen at the sheffield kidney institute between 1978 and 2012. a retrospective analysis was performed based on recorded renal function up to 30 years prior to analysis. the rate of estimated glomerular filtration rate (egfr) decline (œîegfr) was determined by linear regression, based on a minimum of 5 years of renal function prior to the study or renal replacement therapy. patients who had reached end-stage renal disease (esrd) (n = 113) were compared with those under follow-up in a dedicated polycystic kidney disease (pkd) clinic (n = 88). the two groups were comparable in age and gender though the mean follow-up duration was longer in the pkd clinic group. overall, œîegfr was significantly higher in the esrd group compared with the pkd clinic group (4.19 ¬± 1.66 vs. 1.71 ¬± 1.36 ml/min/1.73 m(2)/year). retrospective analysis for each 5-year period prior to esrd or analysis showed a significant difference in œîegfr between both groups 10 years before with an increasing trend in œîegfr 20 years before especially in the esrd group. in the pkd clinic group, the age of diagnosis and mean kidney length were also predictors of œîegfr. this is one of the longest natural history studies in adpkd. the difference in œîegfr can be predicted at least 10 years prior to the onset of esrd and thus will enable higher risk patients to be identified early for treatment.',\n", + " 'isolated pulmonary hypertension (pht) is now the most frequent cause of disease-related death in limited cutaneous scleroderma, the commonest disease variant of this disabling connective tissue disorder. endothelin-1 receptor antagonists provide symptomatic benefit but to date have not been shown to prolong survival. to determine the frequency, disease characteristics and survival of symptomatic patients with isolated pht in our cohort of scleroderma patients. systematic review of the clinical course of all patients registered on the south australian scleroderma register, a population-based register of 374 living and 234 deceased patients with scleroderma. thirty-four patients were identified with isolated pht, the majority with limited scleroderma. from our deceased register, we estimate that >11% of patients with this limited variant will develop this complication. isolated pht occurs as a late-stage complication approximately 20 years after the first symptoms of scleroderma. patients with isolated pht were characterized by the presence of multiple telangiectasia, reduced nailfold capillary density, digital ulceration, gross reduction of diffusing capacity for carbon monoxide and echocardiographic evidence of elevated pulmonary artery pressure. survival was significantly shortened as compared with those patients without this complication (p=0.002), with a mean survival of 2.5 years from symptomatic onset of pht. isolated pht occurs as a late-stage complication in > or =11% of patients with limited cutaneous scleroderma and leads to rapid death from right heart failure. the early use of endothelin-1 receptor antagonists may change the natural history of this fatal complication.',\n", + " \"idiopathic pulmonary fibrosis acute exacerbation (ipf-ae) constitutes ipf's most devastating event, representing the unexpected superimposition of diffuse alveolar damage of unknown etiology. guidelines recommend high-dose steroids treatment despite unproven benefit. we hypothesized that previous immunosuppression and the administration of high-dose steroids adversely affect ipf-ae outcome. we studied all consecutive patients hospitalized in our department for ipf deterioration from 2007 to june 2013. our protocol consisted of immediate cessation of immunosuppression (if any), best supportive care, broad-spectrum antimicrobials and thorough evaluation to detect reversible causes of deterioration. patients were followed-up for survival; post-discharge none received immunosuppression. twenty-four out of 85 admissions (28%) fulfilled ipf-ae criteria. ipf-ae were analyzed both as unique events and as unique patients. as unique events 50% survived; 3 out of 12 (25%) in the group previously treated with immunosuppression whereas nine out of 12 (75%) in the group not receiving immunosuppression (p‚äâ=‚äâ0.041). as unique patients 35.3% survived; 3 out of 6 (50%) in the never treated group whereas three out of 11 (27.3%) in the group receiving immunosuppression (p‚äâ=‚äâ0.685). the history of immunosuppression significantly and adversely influenced survival (p‚äâ=‚äâ0.035). survival was greater in the never treated group compared to the immunosuppressed patients (p‚äâ=‚äâ0.022). post-discharge, our ipf-ae survivors had an 83% 1-year survival. by applying the above mentioned protocol half of our patients survived. the history of immunosuppression before ipf-ae adversely influences survival. avoiding steroids in ipf patients may favor the natural history of the disease even at the moment of its most devastating event.\",\n", + " 'alport syndrome is a clinically and genetically heterogeneous nephropathy. the majority of cases are transmitted as an x-linked semidominant condition due to col4a5 mutations. in this form males are more severely affected than females. less than 10% of cases are autosomal recessive due to mutation in either col4a3 or col4a4. in this rarer form, both males and females are severely affected. only two cases of autosomal-dominant alport syndrome have been reported, one due to a col4a3 mutation and the other due to a col4a4 mutation. because of the paucity of the reported families, the natural history of autosomal-dominant alport syndrome is mostly unknown. four families with likely autosomal-dominant alport syndrome were investigated. col4a3 and col4a4 genes were analyzed by denaturing high-performance liquid chromatography (hplc). automated sequencing was performed to identify the underlying mutation. two families had a mutation in the col4a4 gene and two in the col4a3. accurate clinical evaluation of family members showed interesting results. affected individuals (22 persons) had a wide range of phenotypes from end-stage renal disease (esrd) in the fifth decade to a nonprogressive isolated microhematuria. finally, three heterozygous individuals (90, 22 and 11 years old, respectively) were completely asymptomatic. this paper demonstrated that patients affected by autosomal-dominant alport syndrome have a high clinical variability. moreover, a reduced penetrance of about 90% (3 of 25) may be considered for the assessment of recurrence risk during genetic counseling of these families.',\n", + " 'neuroendocrine tumors (nets) metastasize to bone; however, a multi-institution evaluation of the natural history and complications of bone metastases across multiple net subtypes has not, to our knowledge, previously been conducted. at two tertiary academic centers, we identified patients with bone metastases from databases of patients with a diagnosis of net between 2004 and 2008. detection of bone metastases, occurrence of skeletal-related events (sres), and interventions were analyzed using summary statistics and categorical methods. time-to-event data were assessed using kaplan-meier estimates and log-rank tests. between 2004 and 2008, 82 out of 691 net patients (12%) were reported to have bone metastases. of the 82 patients with bone metastases, 55% were men and their median age was 49. bone metastases occurred in 25% of pheochromocytomas and paragangliomas, 20% of high-grade neuroendocrine carcinomas, 9% of carcinoid tumors, and 8% of pancreatic nets. at time of detection of bone metastases, 60% reported symptoms, including pain; 10% developed cord compression, 9% suffered a pathological fracture, and 4% developed hypercalcemia. occurrence of sres did not differ significantly with regard to tumor histology. of patients with bone metastases, 67 (82%) received at least one form of bone-directed treatment, 50% received radiation, 45% received a bisphosphonate, 18% underwent surgery, 11% received (131)i-mibg, 5% received denosumab, and 46% were treated with more than one treatment modality. bone metastases occur in a substantial number of patients diagnosed with nets. patients are often symptomatic and many develop sres. given the recent therapeutic advances and increasing life expectancy of patients with nets, development of guidelines for surveillance and clinical care of bone metastases from nets is needed.',\n", + " 'we present our experience over the long-term of monitoring of visual function in children with craniopharyngioma. our study involves an analysis of all paediatric patients with craniopharyngioma younger than 16 at the time of diagnosis and represents a series of predominantly sub-totally resected tumours. visual data, of multiple modality, of the paediatric patients was collected. twenty patients were surveyed. poor prognostic indicators of the visual outcome and rate of recurrence were assessed. severe visual loss and papilledema at the time of diagnosis were more common in children under the age of 6. in our study visual signs, tumour calcification and optic disc atrophy at presentation are predictors of poor visual outcome with the first two applying only in children younger than 6. in contrast with previous reports, preoperative visual field (vf) defects and type of surgery were not documented as prognostic indicators of poor postoperative visual acuity (va) and vf. contrary to previous reports calcification at diagnosis, type of surgery and preoperative vf defects were not found to be associated with tumour recurrence. local recurrence is common. younger age at presentation is associated with a tendency to recur. magnetic resonance imaging (mri) remains the recommended means of follow-up in patients with craniopharyngioma.',\n", + " 'there are limited data on the natural history of untreated myasthenia gravis (mg) with ocular presentation. we analyzed 93 patients from symptom onset who presented to the birmingham midlands eye centre (bmec) between january 2004 and july 2015. we used multiple stepwise logistic regression to identify predictive factors of generalization and kaplan-meier analysis on time to generalization. forty-six percent of patients developed generalized symptoms during the study period. median time to generalization was 7 months. time to generalization was earlier in patients seropositive for acetylcholine receptor (achr) antibody (median 5 months vs. 21 months, p‚äâ<‚äâ0.0001) and bilateral ptosis at onset (p‚äâ=‚äâ0.015). multivariate analysis identified achr seropositivity [hazard ratio (hr) 5.03; 95% confidence interval (ci) 1.48-17.14; p‚äâ=‚äâ0.001] and disease onset‚äâ<‚äâ50 years (hr 3.58; 95% ci 1.18-10.90; p‚äâ=‚äâ0.035) as risk factors for generalization. as patients were steroid-naive before generalization, our cohort approximated the natural history of the condition. muscle nerve 57: 622-627, 2018.',\n", + " 'the purpose of this study is to analyze the seizure semiologic characteristics of patients with autoimmune epilepsy (ae) and describe the investigation characteristics of ae using a larger sample size. this observational retrospective case series study was conducted from a tertiary epilepsy center between may 2014 and march 2017. cases of new-onset seizures were selected based on laboratory evidence of autoimmunity. at the same time, typical mesial temporal lobe epilepsy (mtle) patients with hippocampal sclerosis (hs) were recruited as the control group from the subjects who underwent presurgical evaluation during the same period. a total of 61 patients with ae were identified. specific autoimmune antibodies were detected in 39 patients (63.93%), including anti-vgkc in 23 patients (37.70%), anti-nmda-r in 9 patients (14.75%), anti-gabab-r in 6 patients (9.84%), and anti-amphiphysin in 1 patient (1.64%). regarding the seizure semiology, no significant differences were noted between ae patients with autoantibody and patients with suspected ae without antibody. compared to typical mtle patients with hs, both ae patients with autoantibody and patients with suspected ae without antibody had the same seizure semiologic characteristics, including more frequent sps or cps, shorter seizure duration, rare postictal confusion, and common sleeping sgtc seizures. this study highlights important seizure semiologic characteristics of ae. patients with autoimmune epilepsy had special seizure semiologic characteristics. for patients with autoimmune epilepsy presenting with new-onset seizures in isolation or with a seizure-predominant neurological disorder, the special seizure semiologic characteristics may remind us to test neuronal nuclear/cytoplasmic antibodies early and initiate immunomodulatory therapies as soon as possible. furthermore, the absence of neural-specific autoantibodies does not rule out ae.',\n", + " 'biallelic mutations of the alsin rho guanine nucleotide exchange factor (als2) gene cause a group of overlapping autosomal recessive neurodegenerative disorders including infantile-onset ascending hereditary spastic paralysis (iahsp), juvenile primary lateral sclerosis (jpls), and juvenile amyotrophic lateral sclerosis (jals/als2), caused by retrograde degeneration of the upper motor neurons of the pyramidal tracts. here, we describe 11 individuals with iahsp, aged 2-48¬†years, with iahsp from three unrelated consanguineous iranian families carrying the homozygous c.1640+1g>a founder mutation in als2. three affected siblings from one family exhibit generalized dystonia which has not been previously described in families with iahsp and has only been reported in three unrelated consanguineous families with jals/als2. we report the oldest individuals with iahsp to date and provide evidence that these patients survive well into their late 40s with preserved cognition and normal eye movements. our study delineates the phenotypic spectrum of iahsp and als2-related disorders and provides valuable insights into the natural disease course.',\n", + " \"spinal muscular atrophy is a disorder of lower motor neurons, most commonly caused by recessive mutations in smn1 on chromosome 5q. cases without smn1 mutations are subclassified according to phenotype. spinal muscular atrophy, lower extremity-predominant, is characterized by lower limb muscle weakness and wasting, associated with reduced numbers of lumbar motor neurons and is caused by mutations in dync1h1, which encodes a microtubule motor protein in the dynein-dynactin complex and one of its cargo adaptors, bicd2. we have now identified 32 patients with bicd2 mutations from nine different families, providing detailed insights into the clinical phenotype and natural history of bicd2 disease. bicd2 spinal muscular atrophy, lower extremity predominant most commonly presents with delayed motor milestones and ankle contractures. additional features at presentation include arthrogryposis and congenital dislocation of the hips. in all affected individuals, weakness and wasting is lower-limb predominant, and typically involves both proximal and distal muscle groups. there is no evidence of sensory nerve involvement. upper motor neuron signs are a prominent feature in a subset of individuals, including one family with exclusively adult-onset upper motor neuron features, consistent with a diagnosis of hereditary spastic paraplegia. in all cohort members, lower motor neuron features were static or only slowly progressive, and the majority remained ambulant throughout life. muscle mri in six individuals showed a common pattern of muscle involvement with fat deposition in most thigh muscles, but sparing of the adductors and semitendinosus. muscle pathology findings were highly variable and included pseudomyopathic features, neuropathic features, and minimal change. the six causative mutations, including one not previously reported, result in amino acid changes within all three coiled-coil domains of the bicd2 protein, and include a possible 'hot spot' mutation, p.ser107leu present in four families. we used the recently solved crystal structure of a highly conserved region of the drosophila orthologue of bicd2 to further-explore how the p.glu774gly substitution inhibits the binding of bicd2 to rab6. overall, the features of bicd2 spinal muscular atrophy, lower extremity predominant are consistent with a pathological process that preferentially affects lumbar lower motor neurons, with or without additional upper motor neuron involvement. defining the phenotypic features in this, the largest bicd2 disease cohort reported to date, will facilitate focused genetic testing and filtering of next generation sequencing-derived variants in cases with similar features.\",\n", + " 'few studies discuss dwi findings in patients with ncc, and their conclusions are variable and contradictory. the aim of our study was to describe dwi findings of a cohort of patients with ncc, emphasizing the frequency of reduced diffusion. this retrospective study included 48 patients with ncc. two neuroradiologists analyzed mr images regarding location, number, and stage of ncc lesions. on the basis of visual analysis, they defined, by consensus, the presence of high signal within ncc lesions on dwi and measured their adc values when feasible. the total number of lesions was 342: parenchymal (263), subarachnoid (65), and intraventricular (14); 83 were dwi hyperintense. the first pattern was a small eccentric hyperintense dot/curvilinear structure on dwi (representing the scolex) noted in intraparenchymal lesions in vesicular (41 lesions, 29%) and colloidal vesicular (18 lesions, 19%) stages, in 14 (22%) subarachnoid lesions, and 2 (14%) intraventricular lesions; radc calculations were hampered by the intrinsic small dimensions of this finding. the second pattern was the presence of total/subtotal dwi hyperintensity in intraparenchymal lesions, 5 in the colloidal vesicular stage (5%) and 1 in the granular nodular phase (3%). two subarachnoid lesions also showed the same presentation; in this second pattern, reduced diffusion was present in different degrees, measured by radc calculations. dwi may identify the scolex, increasing diagnostic confidence for ncc. total/subtotal dwi hyperintensity, related to the stage of the lesion, though uncommon, allows including ncc as a consideration in the differential diagnosis of lesions with reduced diffusion and ring enhancement.',\n", + " 'loeys-dietz syndrome (lds) is an aggressive connective tissue disorder associated with increased risk of aortic dissection and aneurysm rupture at an early age and smaller aortic diameters. we report our experience with lds to better understand its natural history and treatment outcomes and help establish treatment guidelines. we retrospectively reviewed all patients with lds who underwent medical or surgical treatment at cleveland clinic before april 27, 2017. primary endpoints were postoperative in-hospital morbidity and mortality. secondary endpoints were aorta-related reoperations and short- and long-term mortality. we identified 53 patients with lds. of these, 33 (62%) underwent aortic surgery. mean age was 39¬†¬±¬†14¬†years, and mean maximum aortic diameter was 4.3¬†cm. there were 2 (6%) deaths after urgent or emergency surgery. twenty-two patients (67%) required no aortic reoperation; 20 of these had prophylactic surgery. multiple aortic operations were performed on 11 (33%) patients, 9 of whom experienced aortic dissections. six patients (18%) required total aortic replacement. among 19 patients with modified root reimplantation, no aorta- or valve-related complications occurred. overall, 33 patients underwent 58 aortic and 81 cardiovascular operations, with 1 late death. kaplan-meier survival of the aortic-surgery cohort was 89% at 10¬†years (median follow-up 5.2 years). there were no late deaths in the non-aortic surgery group (20/53; 38%). prophylactic aortic surgical outcomes in lds are excellent. surgical reintervention remains high, particularly after aortic dissections. close surveillance of medically managed and postoperative patients and early prophylactic surgery are crucial to avoid aortic catastrophe and achieve a good long-term prognosis.',\n", + " 'the natural history of squamous cell carcinoma (scc) of the oral cavity (oc) in young adults is unknown. we sought to provide an updated report on treatment outcomes of patients with oc scc who were 40‚äøyears or younger. we performed a retrospective analysis of 124 consecutive patients with primary oc scc treated at mayo clinic (1980-2014). patient and tumor characteristics and treatment approach were abstracted from patient charts. median patient age was 35‚äøyears (range, 19-40‚äøyears). the most common primary site was oral tongue (107 patients; 86.3%). most patients (101; 81.5%) underwent wide local excision. surgery alone was curative in 77 patients (62.1%); 47 (37.9%) received radiotherapy, and 26 (21%) received chemotherapy. five-year overall survival (os) was 78.1%; 10-year os was 76.9%. five-year disease-free survival (dfs) was 66.6%; 5-year local control was 87.6%; and 5-year locoregional control was 78.5%. on multivariable analysis, factors associated with worse os and dfs were higher pathologic t stage (p‚äø=‚äø.008), lymph node positivity (p‚äø<‚äø.001), and disease recurrence (p‚äø<‚äø.001). young adults with primary oc scc may be treated with a similar treatment approach as older adults.',\n", + " 'scoliosis is prominent in rett syndrome (rtt). following the prior report from the us natural history study, the onset and progression of severe scoliosis (‚â•40¬∞ cobb angle) and surgery were examined regarding functional capabilities and specific genotypes, addressing the hypothesis that abnormal muscle tone, poor oral feeding, puberty, and delays or absence of sitting balance and ambulation¬†may be responsible for greater risk in rtt. the multicenter rtt natural history study¬†gathered longitudinal data for classic rtt, including mutation type, scoliosis, muscle tone, sitting, ambulation, hand function, and feeding. cox regression models were used to examine the association between scoliosis and functional characteristics. all analyses utilized sas 9.4; two-sided p values of <0.05 were considered significant. a total of 913 females with classic rtt were included. scoliosis frequency and severity increased with age. severe scoliosis was found in 251 participants (27%), 113 of whom developed severe scoliosis during the follow-up assessments; 168 (18%) had surgical correction. severe mecp2 mutations (r106w, r168x, r255x, r270x, and large deletions) showed a higher proportion of scoliosis. individuals developing severe scoliosis or requiring surgery were less likely to sit, ambulate, or use their hands and were more likely to have begun puberty. significant differences were absent for epilepsy rates, sleep problems, or constipation. scoliosis requires vigilance regarding the risk factors noted, particularly specific mutations and the role of puberty and motor abilities. bracing is recommended for moderate curves and surgery for severe curves in accordance with published guidelines for scoliosis management.',\n", + " 'ours was a descriptive observational cross-sectional study carried out in a tertiary care hospital in eastern india over a period of one year to study the profile of neurological involvement in paediatric dengue patients. of 71 laboratory-confirmed cases, 20 (28.17%) had neurological involvement. common forms observed were acute encephalopathy (40%), encephalitis (30%), pure motor weakness (15%), transverse myelitis (5%), acute disseminated encephalomyelitis (5%) and guillain-barr√© syndrome (5%). the dengue igm antibody could be detected in the cerebrospinal fluid of only two patients with encephalitis. neurological involvement was present in all four patients who died during the study period (two-tailed p value‚äâ=‚äâ0.005).',\n", + " 'paroxysmal nocturnal hemoglobinuria is a rare, acquired disease associated with hemolytic anemia, bone marrow failure, thrombosis, and, frequently, poor quality of life. the international pnh registry is a worldwide, observational, non-interventional study collecting safety, effectiveness, and quality-of-life data from patients with a confirmed paroxysmal nocturnal hemoglobinuria diagnosis or detectable paroxysmal nocturnal hemoglobinuria clone, irrespective of treatment. in addition to evaluating the long-term safety and effectiveness of eculizumab in a global population, the registry aims to improve diagnosis, optimize patient management and outcomes, and enhance the understanding of the natural history of paroxysmal nocturnal hemoglobinuria. here we report the characteristics of the first 1610 patients enrolled. median disease duration was 4.6 years. median granulocyte paroxysmal nocturnal hemoglobinuria clone size was 68.1% (range 0.01-100%). overall, 16% of patients had a history of thrombotic events and 14% a history of impaired renal function. therapies included anticoagulation (31%), immunosuppression (19%), and eculizumab (25%). frequently reported symptoms included fatigue (80%), dyspnea (64%), hemoglobinuria (62%), abdominal pain (44%), and chest pain (33%). patients suffered from poor quality of life; 23% of patients had been hospitalized due to paroxysmal nocturnal hemoglobinuria-related complications and 17% stated that paroxysmal nocturnal hemoglobinuria was the reason they were not working or were working less. this international registry will provide an ongoing, valuable resource to further the clinical understanding of paroxysmal nocturnal hemoglobinuria.',\n", + " 'severe anaemia requiring emergency blood transfusion is a common complication of malaria in children. to ensure access for urgent blood transfusion, the world health organization has developed clear guidelines with haemoglobin thresholds prevent unwarranted transfusion,. few studies have reported outcome and haematological recovery of children with severe malaria where transfusion practice complies with who recommendations. a prospective observational study of survivors of severe and complicated malaria transfused in accordance with who guidelines. children were invited for review at one month post-discharge. non-attendees were traced in the community to ascertain survival. outcome was assessed in 213 survivors. those transfused were younger, had a higher base deficit, mean lactate levels and a higher prevalence of respiratory distress. as expected mean admission haemoglobin (hb) was significantly lower amongst transfused [5.0 g/dl sd: 1.9] compared to non-transfused children [8.3 g/dl sd: 1.7] (p < 0.001). at discharge mean hb was similar 6.4 g/dl [sd: 1.5] and 6.8 g/dl [sd: 1.6] respectively (p = 0.08), most children remained moderately to severely anaemic. at one month follow up 166 children (78%) returned, in whom we found no differences in mean hb between the transfused (10.2 g/dl [sd: 1.7]) and non-transfused (10.0 g/dl [sd: 1.3]) survivors (p = 0.25). the major factors affecting haematological recovery were young age (<24 months) and concomitant malaria parasitaemia; hb being 8.8 g/dl [sd: 1.5] in parasitaemic individuals compared with 10.5 g/dl [sd: 1.3] in those without (p < 0.001). this data supports the policy of rational use of blood transfusion, as proposed in the who guidelines, for children with anaemia in areas where access to emergency transfusion is not guaranteed. we have provided empirical data indicating that transfusion does not influence superior recovery in haemoglobin concentrations and therefore cannot be justified on this basis alone. this may help resolve the disparity between international policy and current clinical practice. effective anti-malarial treatment at discharge may prevent reoccurrence of anaemia.',\n", + " 'we have analyzed the clinical and laboratory features of 42 patients with b-cell leukemia. based on the fab criteria, the cases were classified in 3 groups: i) typical cll 15, ii) atypical cll 9 which included 6 cases with large cells, and iii) b-cell lymphoma in leukemic phase 18. cases diagnosed as typical cll (group i) had similar features to those seen in cll patients from western countries. the morphology and markers in cases from group iii corresponded to b-cell lymphoma in leukemic phase. on the other hand, group ii included 3 cases classified as atypical cll according to fab criteria. 1 cll/pl and 2 mixed cll and 6 cases with rather distinct features, namely: 1) lymphocytosis (42 +/- 41 x 10(9)/l in average) with large mature-looking lymphocytes with abundant cytoplasm: 2) an immunological profile consistent with cll but, in addition with the consistent expression of cd38; 3) absence of a monoclonal band in the serum and 4) a clinical course and prognosis similar to cll. our findings suggest the existence of a b-cell disorder in japan very close to cll but distinct from typical and atypical cll as seen in western countries. further studies would clarify whether such an entity is exclusively confined to japan having a distinct natural history.',\n", + " 'the db/db mouse is a well-established model of diabetes. previous reports have documented contractile dysfunction (i.e., cardiomyopathy) in these animals, although the extant literature provides limited insights into cardiac structure and function as they change over time. to better elucidate the natural history of cardiomyopathy in db/db mice, we performed cardiac magnetic resonance (cmr) scans on these animals. cmr imaging was conducted with a 4.7-t magnet on female db/db mice and control db/+ littermates at 5, 9, 13, 17, and 22 wk of age. gated gradient echo sequences were used to obtain cineographic short-axis slices from apex to base. from these images left ventricular (lv) mass (lvm), wall thickness, end-diastolic volume (lvedv), and ejection fraction (lvef) were determined. additionally, cardiac [(18)f]fluorodeoxyglucose ([(18)f]fdg) pet scanning, pressure-volume loops, and real-time quantitative pcr on db/db myocardium were performed. relative to control, db/db mice developed significant increases in lvm and wall thickness as early as 9 wk of age. lvedv diverged slightly later, at 13 wk. interestingly, compared with the baseline level, lvef in the db/db group did not decrease significantly until 22 wk. additionally, [(18)f]fdg metabolic imaging showed a 40% decrease in glucose uptake in db/db mice. furthermore, contractile dysfunction was observed in 15-wk db/db mice undergoing pressure-volume loops. finally, real-time quantitative pcr revealed an age-dependent recapitulation of the fetal gene program, consistent with a myopathic process. in summary, as assessed by cmr, db/db mice develop characteristic structural and functional changes consistent with cardiomyopathy.',\n", + " \"urticaria pigmentosa (up) is the most common form of mastocytosis in children and is associated with systemic signs, symptoms, and triggers. to our knowledge, the effect of up on children's quality of life has not been studied. the objective of the current study was to characterize the natural history, triggers, and complications of pediatric up, identify prognostic indicators, and determine its effect on quality of life. between 2002 and 2007, children with three or more mastocytomas diagnosed by a pediatric dermatologist were recruited during visits at the children's hospital of wisconsin dermatology clinic (milwaukee, wi). research visits were conducted every 3 years and telephone interviews yearly. the children's dermatology life quality index was administered to subjects 4 years of age and older at enrollment. laboratory test results were collected for subjects younger than 4 years at enrollment. subjects were followed until up resolution or study end in august 2015. the final cohort size was 43 subjects followed for a median of 8.1 years. twenty-six subjects were followed through study completion. at age 12 years, 6 patients had disease resolution and 14 remained active. patients who had disease resolution before age 12 years were more likely to be male and had fewer years of age and smaller lesions, fewer affected areas, and earlier onset. common medications and anesthetics resulted in no serious reactions. hymenoptera stings occurred in 51%, with no reports of anaphylaxis. no patient reported a severe effect on quality of life, with most indicating mild to no effect. severe complications are not common with historically identified triggers. disease does not resolve before adolescence in most children. up has a minimal effect on quality of life for most children.\",\n", + " 'to characterize the clinical course of retinal angiomatosis (ra) in von hippel-lindau (vhl) disease. retrospective observational case series from a tertiary referral center. fifty-seven consecutive vhl disease patients with ra with a mean follow-up of 7.3 years. a retrospective chart review was performed to characterize the clinical course and functional outcome of ra to substantiate ophthalmic screening recommendations for vhl disease patients. age and visual acuity (va) at diagnosis, angioma number, size, fundus position and growth behavior, functional outcome, and risk factors for adverse visual outcome (va < or =20/1000) were evaluated. the onset of ra was observed to occur between the ages of 5.5 and 62.5 years. ocular disease was unilateral in 58% of patients at diagnosis; prevalence of bilateral ra as calculated by kaplan-meier analysis was 100% at age 56.4 years. twenty-seven eyes showed an adverse visual outcome, occurring at a mean age of 23.2 years. risk factors included large angiomas at presentation, first manifestation at a younger age, and symptomatic ra. in most eyes, development of new angiomas was slow and only small angiomas were detected on annual follow-up. eyes harboring multiple angiomas or ra complicated by retinal detachment were at risk of developing large angiomas after short follow-up intervals. formation of new angiomas was largely independent of patient age. retinal angiomatosis in vhl disease bears a high risk of severe vision loss at a young age. in uncomplicated ra, annual ocular screening for presymptomatic angiomas is sufficient. because ra can occur at any age, lifelong ocular screening is recommended in vhl disease gene carriers starting at preschool age.',\n", + " 'acute febrile encephalopathy (afe) in children is a medical emergency and could be a manifestation of many systemic and central nervous system pathologies. the clinical features of afe are nonspecific and etiological spectrum variable depending on the studied population. a prospective, observational study was carried out including children aged between 1 month and 12 years with afe admitted to the pediatric intensive care unit of a tertiary care hospital in western india. the primary objective was to assess the clinical presentation and etiology of afe while the secondary objectives were to correlate the clinical and etiological findings and to determine the risk factors associated with mortality. out of the ninety children with afe included in this study, male:female ratio was 1.2:1; most of them were aged between 1 and 5 years and came with a history of < 7 days (82.2%). all of them had altered sensorium, about 2/3rd had seizures and 47.8% having a glasgow coma score (gcs) <8. etiology remained elusive in about 40% of the cases, and viral infections were the most common among the ones with an identifiable cause. a variety of morbidity (shock, disseminated intravascular coagulopathy, respiratory failure, etc.) and high mortality (40%) was observed with risk factors associated with mortality being gcs < 8, the presence of raised intracranial pressure, shock, and respiratory failure. afe, though a rare diagnosis in children, is associated with significant morbidity and high mortality in a developing country like india.',\n", + " 'to determine the natural history of treated and untreated congenital toxoplasmosis and impact of this infection on vision. in this prospective, longitudinal study, 76 newborns were treated with pyrimethamine and sulfadiazine for approximately one year, and 18 individuals not treated during their first year of life entered the study after age 1 year (historical patients). chorioretinal scars were the most common eye finding in all patients and were most common in the periphery (58% of treated and 82% of historical patients). macular scars were present in 54% of the treated patients; 41% were bilateral. macular scars were present in 76% of the historical patients; 23% were bilateral. visual acuity in the presence of macular lesions ranged from 20/20 to 20/400. of the patients followed up from the newborn period and treated, 29% had bilateral visual impairment, with visual acuity for the best eye of less than 20/40. causes for this visual impairment in eyes with quiescent lesions included macular scars, dragging of the macula secondary to a peripheral lesion, retinal detachment, optic atrophy, cataract, amblyopia, and phthisis. there were recurrences in both treated (13%, 7/54) and previously untreated historical patients (44%, 8/18). the total, median, and range of years of follow-up during which recurrences were observed were, for treated patients, 189 years (total), five years (median) and three to ten years (range) and, for historical, untreated patients, 160 years (total), 11 years (median), and three to 24 years (range). new lesions occurred in previously normal retinas and also contiguous to older scars. active lesions appeared to become quiescent within ten to 14 days after beginning pyrimethamine and sulfadiazine therapy. many children with congenital toxoplasmosis have substantial retinal damage at birth and consequent loss of vision. nonetheless, vision may be remarkably good in the presence of large macular scars. active lesions become quiescent with treatment.',\n", + " 'to characterize hand stereotypies (hs) in a large cohort of participants with rett syndrome (rtt). data from 1,123 girls and women enrolled in the rtt natural history study were gathered. standard tests for continuous and categorical variables were used at baseline. for longitudinal data, we used repeated-measures linear and logistic regression models and nonparametric tests. hs were reported in 922 participants with classic rtt (100%), 73 with atypical severe rtt (97.3%), 74 with atypical mild rtt (96.1%), and 17 females with mecp2 mutations without rtt (34.7%). individuals with rtt who had classic presentation or severe mecp2 mutations had higher frequency and earlier onset of hs. heterogeneity of hs types was confirmed, but variety decreased over time. at baseline, almost half of the participants with rtt had hand mouthing, which like clapping/tapping, decreased over time. these 2 hs types were more frequently reported than wringing/washing. increased hs severity (prevalence and frequency) was associated with worsened measures of hand function. number and type of hs were not related to hand function. overall clinical severity was worse with decreased hand function but only weakly related to any hs characteristic. while hand function decreased over time, prevalence and frequency of hs remained relatively unchanged and high. nearly all individuals with rtt have severe and multiple types of hs, with mouthing and clapping/tapping decreasing over time. interaction between hs frequency and hand function is complex. understanding the natural history of hs in rtt could assist in clinical care and evaluation of new interventions.',\n", + " 'multiple system atrophy (msa) is a refractory neurodegenerative disease, but novel treatments are anticipated. an accurate natural history of msa is important for clinical trials, but is insufficient. this regional registry was launched to complement clinical information on msa. patient recruitment started in november 2014 and is ongoing at the time of submission. the number of participating facilities was 66. postal surveys were sent to medical facilities and patients with msa in hokkaido, japan. after obtaining written consent from 196 participants, 184 overview surveys and 115 detailed surveys were conducted. an overview survey evaluated conformity to diagnostic criteria and a detailed survey implemented an annual assessment based on the unified multiple system atrophy rating scale (umsars). at the time of registration, 58.2% of patients were diagnosed with cerebellar symptoms predominant type msa (msa-c) and 29.9% were diagnosed with parkinsonism predominant type msa (msa-p). umsars part ‚ö£ score of 4 or 5 accounted for 53.8% of participants. the higher the umsars part ‚ö£ score, the higher the proportion of msa-p. at baseline, levodopa was used by 69 patients (37.5%) and the average levodopa dose was 406.7‚äâmg/day. the frequency of levodopa use increased over time. eleven cases changed from msa-c to msa-p during the study, but the opposite was not observed. information about survival and causes of death was collected on 54 cases. half of deaths were respiratory-related. sudden death was recorded even in the group with umsars part ‚ö£ score of 1. this study is the first large-scale prospective msa cohort study in asia. msa-c was dominant, but the use of antiparkinsonian drugs increased over the study period. changes from msa-c to msa-p occurred, but not vice versa.',\n", + " 'natural history studies performed 30 years ago identifying higher mortality among children born with achondroplasia, a genetic dwarfing condition, resulted in clinical recommendations aimed at improving mortality in childhood. the objective of this study was to determine if mortality rates have changed over the past few decades. children born with achondroplasia during 1996 to 2003 were ascertained from the texas birth defects registry and matched with death certificate data from the bureau of vital statistics through 2007. infant and overall mortality rates, both crude and standardized to the 2005 (smr2005 ) and 1975 (smr1975 ) u.s. populations, were calculated. 106 children born with achondroplasia were identified. four deaths were reported, with all occurring in the first year of life (mortality rate: 41.4 /1000 live-births). infant mortality was higher when standardized to the 2005 u.s. population (smr2005 :6.02, 95% ci:1.64-15.42) than the 1975 population (smr1975 :2.58, 95% ci:0.70-6.61). the higher smr2005 compared with smr1975 , along with the fact that smr1975 was nearly half that of a previous cohort reported 25 years ago (rate ratio: 0.53, 95% ci: 0.11-2.25), reflect a discrepancy in the changes in mortality in the overall population and in our cohort. although an overall improvement in mortality, especially after the first year of life, is observed in our cohort, children with achondroplasia are still at a much higher risk of death compared with the general population. a longer follow-up is needed to elucidate whether evaluation/intervention changes have resulted in significant improvement in long-term survival among these patients.',\n", + " 'the natural history of nonalcoholic fatty liver disease (nafld) in the community remains unknown. we sought to determine survival and liver-related morbidity among community-based nafld patients. four hundred twenty patients diagnosed with nafld in olmsted county, minnesota, between 1980 and 2000 were identified using the resources of the rochester epidemiology project. medical records were reviewed to confirm diagnosis and determine outcomes up to 2003. overall survival was compared with the general minnesota population of the same age and sex. mean (sd) age at diagnosis was 49 (15) years; 231 (49%) were male. mean follow-up was 7.6 (4.0) years (range, 0.1-23.5) culminating in 3192 person-years follow-up. overall, 53 of 420 (12.6%) patients died. survival was lower than the expected survival for the general population (standardized mortality ratio, 1.34; 95% ci, 1.003-1.76; p = .03). higher mortality was associated with age (hazard ratio per decade, 2.2; 95% ci, 1.7-2.7), impaired fasting glucose (hazard ratio, 2.6; 95% ci, 1.3-5.2), and cirrhosis (hazard ratio, 3.1, 95% ci, 1.2-7.8). liver disease was the third leading cause of death (as compared with the thirteenth leading cause of death in the general minnesota population), occurring in 7 (1.7%) subjects. twenty-one (5%) patients were diagnosed with cirrhosis, and 13 (3.1%) developed liver-related complications, including 1 requiring transplantation and 2 developing hepatocellular carcinoma. mortality among community-diagnosed nafld patients is higher than the general population and is associated with older age, impaired fasting glucose, and cirrhosis. liver-related death is a leading cause of mortality, although the absolute risk is low.',\n", + " 'mesoamerican nephropathy (men) is a chronic kidney disease affecting rural inhabitants in central america. we have previously described the renal morphology in 8 patients from el salvador. to confirm the renal pathology, we have studied kidney biopsies from patients with men in nicaragua. follow-up urine and blood samples from both biopsy studies were collected to investigate the natural history. case series. in the kidney biopsy study, 19 male sugarcane workers in nicaragua with suspected men were investigated with questionnaires, kidney biopsies, and blood and urine analysis. inclusion criteria were age 20 to 65 years and plasma creatinine level of 1.13 to 2.49mg/dl or estimated glomerular filtration rate (egfr) of 30 to 80ml/min/1.73m(2). exclusion criteria were proteinuria with protein excretion >¬†3g/24 h, uncontrolled hypertension, diabetes mellitus, or other known kidney disease. in the follow up-study, blood and urine from the kidney biopsy study in nicaragua (n=18) and our previous biopsy study of men cases in el salvador (n=7) were collected 1 to 1.5 and 2 to 2.5 years after biopsy, respectively. renal morphology, clinical, and biochemical characteristics, change in egfr per year. egfr was calculated using the ckd-epi creatinine (egfrcr), cystatin c (egfrcys), and creatinine-cystatin c (egfrcr-cys) equations. in the kidney biopsy study, participants had a mean egfrcr of 57 (range, 33-96) ml/min/1.73m(2). 47% had low plasma sodium and 21% had low plasma potassium levels. 16 kidney biopsies were representative and showed glomerulosclerosis (mean, 38%), glomerular hypertrophy, and signs of chronic glomerular ischemia. mild to moderate tubulointerstitial damage and mostly mild vascular changes were seen. in the follow up-study, median duration of follow-up was 13 (range, 13-27) months. mean change in egfrcr was¬†-4.4¬±8.4 (range,¬†-27.7 to 10.2) ml/min/1.73m(2) per year. most patients had stopped working with sugarcane cultivation. 3 biopsy specimens had 4 or fewer glomeruli. this study confirms the renal morphology of men: chronic glomerular and tubulointerstitial damage with glomerulosclerosis and chronic glomerular ischemia. follow-up data show that egfrs, on average, deteriorated.',\n", + " 'although multiple studies have been conducted in the adult population, there is a vast knowledge gap regarding the epidemiologic characteristics of cardiomyopathies in the paediatric population. this issue is even more crucial when the precarious situation of medical research in latin america is considered. given the potential impact that these disorders could have on latin american health systems, a comprehensive epidemiologic study regarding the clinical profile and sociodemographic characteristics of these patients will influence the way we approach paediatric cardiomyopathies. an observational retrospective study was conducted at a tertiary referral centre for colombian and latin american paediatric cardiology. we analysed all cases of primary cardiomyopathies in children younger than 18 years of age who presented at our institution between 2010 and 2016. cases of cardiomyopathies were classified according to world health organization guidelines. from a total of 29,533 children who attended our institution during the study period, 89 new cases of primary cardiomyopathies were identified. the median age at diagnosis was 11 years (interquartile range 4-9). dilated cardiomyopathy accounted for 57.3% (n = 51) of cases; hypertrophic cardiomyopathy, 12.3% (n = 11); restrictive cardiomyopathy, 8.9% (n = 8); non-compacted cardiomyopathy, 7.8% (n = 7); arrhythmogenic ventricular cardiomyopathy, 6.7% (n = 6); and unspecified cardiomyopathy, 6.7% (n = 6). heart failure was observed in 53.93% of the patients. the overall mortality was 12.36% (n = 11), which included two of eight patients who underwent cardiac transplantation.',\n", + " 'the management of choice of non-functioning pituitary adenomas (nfpas) remains debulking surgery when symptomatic. however, patient series systematically reporting the nfpas outcome that were not treated either surgically, medically or with radiotherapy during long follow-up thereby giving an indication of their natural history are limited. aim of the present study was to evaluate the natural course of presumed nfpas, the outcome of confirmed nfpas during a long follow-up period. between 1993 and 2013, 84 patients with presumed nfpa were studied retrospectively. patients were enrolled based on the following criteria: imaging suggestive of pituitary adenoma, absence of any biochemical/clinical evidence of hormonal excess, exclusion of prolactinomas and at least one sequential imaging during the follow-up. repeated assessment of the pituitary function, visual fields and imaging was performed at regular intervals. the follow-up duration was evaluated from the first and last imaging dates. in group f (follow-up without surgery, 33 patients), the macroadenomas showed a 15% probability of tumor growth and reduction. similar tumor size alterations were observed also for the microadenomas. in group s (surgery, 51 patients), both residual tumors (>1 and <1 cm) following initial surgical resection remain mainly stable until the last imaging. based on the given lack of approved medical treatment and the possible risks of surgical intervention in presence of significant comorbidities, our study proposes a conservative approach with a careful follow-up in patients with nfpas without visual or neurological abnormalities.',\n", + " \"children with prader-willi syndrome (pws) have a predictable pattern of weight gain, with obesity beginning in early childhood and worsening as they get older and hyperphagia increases. data on the most effective dietary modifications are scant and primarily anecdotal. as part of a longitudinal study investigating the natural history of pws, we evaluated the effect of a well-balanced, energy-restricted diet on body composition and weight in young children with pws. sixty-three children, aged 2-10 years, with genetically proven pws participated in the present study. these children had measurements of body composition by dual-energy x-ray absorptiometry and resting energy expenditure (ree), as well as a 3-day diet history analysis both before and after intervention. energy calculations were based on the individual's ree, with the recommendation that the macronutrients of the diet consist of 30% fat, 45% carbohydrates and 25% protein, with at least 20 g of fibre per day. thirty-three families adhered to our dietary recommendations for both energy intake and macronutrient distribution. those 33 children had lower body fat (19.8% versus 41.9%; p < 0.001) and weight management (body mass index sd score 0.3 versus 2.23; p < 0.001) than those whose parents followed the energy intake recommendations but did not alter the macronutrient composition of the diet. those who followed our recommendations also had a lower respiratory quotient (0.84 versus 0.95; p = 0.002). our recommendation for an energy-restricted diet with a well-balanced macronutrient composition and fibre intake improves both weight and body composition in children with pws compared to a simple energy-restricted diet.\",\n", + " 'in order to understand contemporary natural history of duchenne muscular dystrophy (dmd), we report 6-minute walk distance (6mwd) and its change over time from a large single centre population of corticosteroid treated dmd boys. sixty-five boys on daily corticosteroid treatment were identified with a mean (sd) age of 9.5 (2.3) years at first observation. 6mwd was described for 1year age groupings. in addition, changes in 6mwd at 1, 1.5 and 2years (¬±12weeks) of follow-up were evaluated. the same evaluations were applied to 6mwd data converted to percent predicted values based on the geiger equation. 6mwd showed an increase from age group 4.5-5.5years to age group 6.5-7.5years, followed by a decline, which became precipitous from 12.5years onwards. from 15.5years, all boys were unable to perform the 6-min test. changes in 6mwd demonstrated a mean (median, sd) decline of -43 (-14, 90) m at 1year (n=25, mean baseline age 9.5years), -64 (-56, 99) m at 1.5years (n=18, mean baseline age 9.6years), -125 (-106, 139) m at 2years (n=14, mean baseline age 10.0years). conversion to percent predicted values showed the same pattern of evolution.this study provides data on the ambulatory capacity and its changes over time in a homogenous cohort of 65 dmd boys on daily corticosteroids. the variability, the age-related aspects and the slope of decline of the 6mwd should be considered in the design and interpretation of therapeutic trials in ambulant dmd patients.',\n", + " \"series of patients systematically investigating the outcome of clinically nonfunctioning pituitary adenomas (nfas) not treated by surgery or radiotherapy during long follow-up periods are limited. most reports involve the follow-up of selected cases of incidentally found lesions, rendering their results unreliable on the assessment of the pros and cons of a 'watch and wait' policy. to investigate the outcome of a series of consecutive patients with presumed nfa (microadenoma or macroadenoma), who were not offered treatment at presentation (for a number of reasons) and were regularly followed up, and to identify possible factors predicting subsequent increase in tumour size. all patients presenting to the department of endocrinology in oxford between 1989 and 2005 with presumed nfa were studied retrospectively. inclusion criteria were: (i) imaging features suggestive of a pituitary adenoma, (ii) no clinical and/or biochemical evidence of hormonal hypersecretion by the tumour, (iii) monitoring being the initial choice of management, and (iv) at least one repeat scan during the follow-up period. subjects presenting with acute apoplexy were excluded. follow-up management included clinical evaluation, assessment of the visual acuity and fields and imaging at regular intervals. the duration of observation was estimated from the dates of first and last scan. forty subjects were included in the study [18 males/22 females, median age 52 years (range 18-89), 16 with microadenoma/24 with macroadenoma]. the mean follow-up period was 42 months (range 8-128). during the observation interval, 12.5% of the microadenomas and 50% of the macroadenomas increased in size. the 48-month probability for enlargement was 19% for the microadenomas and 44% for the macroadenomas. among the subjects with tumour enlargement, 57% showed new or worse visual field defects (all had macroadenomas) and 21% showed chiasmatic involvement on imaging without visual deterioration (all had macroadenomas). new or worse visual field defects were found in 67% of the macroadenomas showing increase in size. no microadenoma enlarged to cause visual deterioration. in microadenomas, sex and age at presentation were not predictors of enlargement. in macroadenomas, sex, age, visual field defects or cavernous sinus invasion at presentation were not predictors of enlargement. the 'watch and wait' policy seems reasonable for microadenomas but is probably not a safe approach for macroadenomas, which appear to have a significant growth potential; in these cases, given the lack of established medical treatment, the decision for surgical intervention should balance the presence of significant comorbidities and the anaesthetic/peri-operative risks at presentation against the probability of tumour enlargement and its consequences, as well as the possible loss of advantages associated with early operation.\",\n", + " 'most lesions in fd and their attendant functional disability occur within the first decade; 90% of lesions are present by 15 years, and the median age when assistive devices are needed is 7 years. these findings have implications for prognosis and determining the timing and type of therapy. fibrous dysplasia of bone (fd) is an uncommon skeletal disorder in which normal bone is replaced by abnormal fibro-osseous tissue. variable amounts of skeletal involvement and disability occur. the age at which lesions are established, the pace at which the disease progresses, if (or when) the disease plateaus, and how these parameters relate to the onset of disability are unknown. to answer these questions, we performed a retrospective analysis of a group of subjects with fd. one hundred nine subjects with a spectrum of fd were studied for up to 32 years. disease progression was assessed in serial (99)tc-mdp bone scans by determining the location and extent of fd lesions using a validated bone scan scoring tool. physical function and the need for ambulatory aids were assessed. ninety percent of the total body disease skeletal burden was established by age 15. disease was established in a region-specific pattern; in the craniofacial region, 90% of the lesions were present by 3.4 yr, in the extremities, 90% were present by 13.7 yr, and in the axial skeleton, 90% were present by 15.5 yr. twenty-five of 103 subjects eventually needed ambulatory aids. the median age at which assistance was needed was 7 yr (range, 1-43 yr). the median bone scan score for subjects needing assistance was 64.3 (range, 18.6-75) compared with 23.1 (range, 0.5-63.5) in the unassisted subjects (p < 0.0001). among subjects needing assistance with ambulation, 92% showed this need by 17 yr. the majority of skeletal lesions and the associated functional disability occur within the first decade of life. the implication is that the window of time for preventative therapies is narrow. likewise, therapeutic interventions must be tailored to where the patient is in the natural history of the disease (i.e., progressive disease [young] versus established disease [older subjects]). these findings have implications for prognosis, the timing and type of therapy, and the development of trials of new therapies and their interpretation.',\n", + " 'although spinal-bulbar muscular atrophy (sbma) is generally believed to be associated with better survival and function compared to other motor neuron diseases, no systematic study of long-term functional status or survival has been reported. we report the results a retrospective review of 39 patients with genetically confirmed diagnosis and compared their survival to normal, population-based, age- and gender-matched controls. we assessed the functional status of 25 of the 33 survivors by completing the revised als functional rating scale (alsfrs-r) by telephone. the subjects with sbma had a 10-year survival of 82% compared to 95% among the age-matched controls (p = 0.053). the mean alsfrs-r score for the survivors was 37 (range 27-43). the alsfrs-r subscores indicated mild deficits in all areas in most, with the greatest limitation being the use of stairs. while all reported bulbar symptoms, none had disabling deficits. none of the subjects required a percutaneous endoscopic gastrostomy tube and one subject used noninvasive positive pressure ventilation. the long-term survival of subjects with spinal-bulbar muscular atrophy is minimally reduced from their age-matched controls. the long-term functional assessments demonstrate mild neurologic impairment in most without devastating bulbar or respiratory dysfunction and good ambulatory function years after diagnosis.',\n", + " 'most clinicians recommend followup with annual ultrasound for patients with multicystic dysplastic kidney. the aim of this study was to determine whether followup ultrasound provides any clinical benefit. we retrospectively reviewed the charts of 73 patients who were diagnosed with multicystic dysplastic kidney between october 1991 and august 2005. data were analyzed with respect to patient characteristics and followup information. we identified 61 patients (43 boys and 18 girls) with adequate followup. a total of 49 patients (80%) were diagnosed prenatally and 12 (20%) postnatally. associated urological anomalies were noted in 16 patients (26%). median followup was 2.6 years (range 6 months to 37.5 years). ultrasound examinations showed complete involution in 25 patients (41%) and partial regression in 18 (30%). the size of the multicystic dysplastic kidney increased in 1 patient (1.6%) and was unchanged in 17 (28%) without any pathological manifestations. median age at complete involution was 2.1 years (range 36 days to 13.7 years). patients with contralateral compensatory hypertrophy had more rapid complete involution. urinary tract infection developed in 6 patients, of whom 1 was ultimately found to have reflux and 1 had ureteropelvic junction obstruction. in our patients with unilateral multicystic dysplastic kidney ultrasound provided little clinically important information. our data and a review of the literature suggest that once the diagnosis is made, no urological followup is needed. the primary care provider should monitor patients with multicystic dysplastic kidney for hypertension, abdominal mass and urinary tract infection.',\n", + " 'little is known about the natural history of epithelioid hemangioendothelioma (ehe) of the liver. this study aimed to assess the natural history of hepatic ehe by evaluating ct findings of patients with pathologically proven hepatic ehe during follow-up without treatment. ct findings of 15 patients (seven men and eight women; median age, 56 years) with pathologically proven hepatic ehe were retrospectively evaluated. the median interval between the baseline and final ct was 36 months (range, 6-144 months). the maximal diameter of the largest hepatic lesion on the baseline ct and the diameter of the same lesion on the final ct were recorded. change in size of the largest lesion between the two studies was classified as enlargement, no change, and reduction. when a patient with the largest lesion showing reduction developed a new hepatic lesion on the final ct, it was referred to as \"unpredictable growth\". ct revealed multiple hepatic lesions in all patients. enlargement, no change, and reduction of the largest lesion were observed in four, five, and six patients, respectively. unpredictable growth was observed in five patients. during the follow-up of untreated patients with hepatic ehe, spontaneous regression and appearance of a new hepatic lesion were occasionally observed in the same patient.',\n", + " \"x-linked agammaglobulinemia (xla) is the prototype of primary humoral immunodeficiencies. long-term follow-up studies regarding disease-related complications and outcome are scarce. our aim was to describe the natural history of xla. a nationwide multicenter study based on the italian primary immunodeficiency network registry was established in 2000 in italy. affected patients were enrolled by documenting centers, and the patients' laboratory, clinical, and imaging data were recorded on an annual base. data on the patients (n¬†= 168) were derived from a cumulative follow-up of 1370 patient-years, with a mean follow-up of 8.35 years per patient. the mean age at diagnosis decreased after establishment of the italian primary immunodeficiency network registry (84 months before vs 23 months after). respiratory, skin, and gastrointestinal manifestations were the most frequent clinical symptoms at diagnosis and during long-term follow-up. regular immunoglobulin replacement treatment reduced the incidence of invasive infections. affected patients developed chronic lung disease over time (47% after 40 years of follow-up) in the presence of chronic sinusitis (84%). malignancies were documented in a minority of cases (3.7%). overall survival for affected patients was significantly reduced when compared with that for the healthy male italian population, and it further deteriorated in the presence of chronic lung disease. this is the first detailed long-term follow-up study for patients with xla, revealing that although immunoglobulin replacement treatment reduces the incidence of invasive infections, it does not appear to influence the development of chronic lung disease. the overall survival of affected patients is reduced. further studies are warranted to improve patients' clinical management and increase awareness among physicians.\",\n", + " 'given the paucity of data on the natural history of brainstem cavernous malformations (cms), the authors aimed to evaluate the annual hemorrhage rate and hemorrhagic risk of brainstem cms. nine hundred seventy-nine patients diagnosed with brainstem cms were referred to beijing tiantan hospital from 2006 to 2015; 224 patients were excluded according to exclusion criteria, and 47 patients were lost to follow-up. thus, this prospective observational cohort included 708 cases (324 females). all patients were registered, clinical data were recorded, and follow-up was completed. six hundred ninety (97.5%) of the 708 patients had a prior hemorrhage, 514 (72.6%) had hemorrhagic presentation, and developmental venous anomaly (dva) was observed in 241 cases (34.0%). two hundred thirty-seven prospective hemorrhages occurred in 175 patients (24.7%) during 3400.2 total patient-years, yielding a prospective annual hemorrhage rate of 7.0% (95% ci 6.2%-7.9%), which decreased to 4.7% after the 1st year. multivariate cox regression analysis after adjusting for sex and age identified hemorrhagic presentation (hr 1.574, p = 0.022), dva (hr 1.678, p = 0.001), mrs score ‚â• 2 on admission (hr 1.379, p = 0.044), lesion size > 1.5 cm (hr 1.458, p = 0.026), crossing the axial midpoint (hr 1.446, p = 0.029), and superficially seated location (hr 1.307, p = 0.025) as independent adverse factors for prospective hemorrhage, but history of prior hemorrhage was not significant. the annual hemorrhage rates were 8.3% and 4.3% in patients with and without hemorrhagic presentation, respectively; the rate was 9.9%, 6.0%, and 1.0% in patients with ‚â• 2, only 1, and 0 prior hemorrhages, respectively; and the rate was 9.2% in patients with both hemorrhagic presentation and focal neurological deficit on admission. the study reported an annual hemorrhage rate of 7.0% exclusively for brainstem cms, which significantly increased if patients presented with both hemorrhagic presentation and focal neurological deficit (9.2%), or any other risk factor. patients with a risk factor for hemorrhage needed close follow-up regardless of the number of prior hemorrhages. it should be noted that the referral bias in this study could have overestimated the annual hemorrhage rate. this study improved the understanding of the natural history of brainstem cms, and the results are important for helping patients and physicians choose a suitable treatment option based on the risk factors and stratified annual rates.clinical trial registration no.: chictr-poc-17011575 (http://www.chictr.org.cn/).',\n", + " 'due to improved diagnostic techniques, acoustic neuromas more frequently are detected at an early stage. subsequent treatment depends on such factors as expected tumor growth rate, tumor size, and patient age. the natural history of acoustic neuromas is still uncertain: this study was performed to examine possible correlations among tumor size, patient age, signs and symptoms, and duration of symptoms. the study included 164 patients with an acoustic neuroma who were treated at university hospital nijmegen, the netherlands, over a period of 13 years. comparisons were made between the findings of this study and the reports in the literature. no support was found for any of the correlations mentioned in other studies, and no relationships could be demonstrated between the parameters evaluated in this study. the authors therefore recommend that treatment policies be based only on well-established correlations.',\n", + " 'we describe the natural history of lupus nephritis (ln) in a historical cohort of 190 white patients with the diagnosis of biopsy-proven ln followed in a single reference center.we evaluated 670 patients with systemic lupus erythematosus (sle) consecutively followed in our department from 1970 until 2006. all patients fulfilled the 1997 revised criteria for the classification of sle. white patients (spanish-born) with biopsy-proven ln were selected as the study population.the cohort included 190 patients (170 female patients and 20 male) with a mean age at ln diagnosis of 31 years. renal biopsy revealed type i ln in 8 (4%) patients, type ii in 33 (17%), type iii in 46 (24%), type iv in 72 (38%), type v in 28 (15%), and type vi in 3 (2%) patients. induction remission was achieved in 85% of patients with types i and ii, 78% with type iii, 70% with type iv, and 32% of patients with type v. after a mean follow-up of 2391 patient-years, 62 (33%) patients developed chronic renal failure and 18 (9%) evolved to end-stage renal disease. adjusted multivariate cox regression analysis identified male sex (hazard ratio [hr], 4.33) and elevated creatinine at ln diagnosis (hr, 5.18) as independent variables for renal failure. survival was 92% at 10 years of follow-up, 80% after 20 years, and 72% after 30 years.our results suggest that biopsy-proven ln in white patients has an excellent prognosis. ethnicity should be considered a key factor when evaluating the prognosis and therapeutic response to different agents in patients with ln.',\n", + " 'thrombotic microangiopathy (tma) is a complication that developed in some patients receiving 12 gy total body irradiation (tbi) in addition to lymphodepleting preparative chemotherapy prior to infusion of autologous tumor-infiltrating lymphocytes (til) with high-dose aldesleukin (il-2). this article describes the incidence, presentation, and course of radiation-associated tma. the data for patients with metastatic melanoma who received act with til plus aldesleukin following myeloablative chemotherapy and 12-gy tbi was examined, in order to look at patient characteristics and the natural history of tma. the median time to presentation was approximately 8 months after completing tbi. the estimated cumulative incidence of tma was 31.2% (median follow-up of 24 months). noninvasive criteria for diagnosis included newly elevated creatinine levels, new-onset hypertension, new-onset anemia, microscopic hematuria, thrombocytopenia, low haptoglobin, and elevated lactate dehydrogenase values. once diagnosed, patients were managed with control of their hypertension with multiple agents and supportive red blood cell transfusions. tma typically stabilized or improved and no patient progressed to dialysis. tma was associated with a higher probability of an antitumor response. tma occurs in approximately a third of patients treated with a lymphodepleting preparative chemotherapy regimen with tbi prior to autologous t cell therapy. the disease has a variable natural history, however, no patient developed end-stage renal failure. successful management with supportive care and aggressive hypertension control is vital to the safe application of a systemic therapy that has shown curative potential for patients with disseminated melanoma.',\n", + " 'warm autoimmune hemolytic anemia (waiha) is a rare autoimmune disease with poorly known natural history and management remaining mainly empirical. to better describe the characteristics and outcome of waiha in adults, we performed a single-center cohort study of patients diagnosed with waiiha from 2001 to 2012 in our center. sixty patients (50% women) were included, the mean age at the time of waiha onset was 54‚ä⬱‚äâ23 years. waiha was considered \"primary\" for 21 patients (35%) and was associated with an underlying disorder in 39 (65%), including mainly lymphoproliferative disorders and systemic lupus. all patients but two needed treatment and received corticosteroids, with an overall initial response rate of 87%. however, 63% of the patients were corticosteroid-dependent and 56% required at least one second-line treatment including mainly rituximab (n‚äâ=‚äâ19). at the time of analysis, after a mean follow-up of 46 months, 28 patients (47%) were in remission and off treatment and 5 (8%) had died. the presence of an underlying lymphoproliferative disorder was associated with reduced response to corticosteroids and increased need for second-line therapy. in conclusion, in the last decade and compared to a previous series from our center, the rate of secondary waiha has increased and the use of rituximab has emerged as the preferred second-line treatment and corticosteroid-sparing strategy; the overall mortality has significantly decreased (8 vs. 18%).',\n", + " 'hepatocellular carcinoma (hcc) is common in asia, and the majority are not suitable for curative surgical treatment. we studied the natural history of untreated nonsurgical hcc to examine whether the prognosis has changed with improved supportive treatment and to identify factors affecting survival. one hundred and six ethnic chinese patients with hcc not amenable to curative treatment were managed symptomatically as control-arm patients in three randomized studies conducted between january 1996 and april 2001. seventy-six (71.7%) patients were positive for hepatitis b surface antigen (hbsag). prognostic variables for survival were identified by univariate analysis and were subjected to a multivariate cox analysis to identify the independent predictors of survival. all but four patients were followed until death. common causes of death were tumor progression (63.2%) and liver failure (31.1%). the overall median survival was 3 months, and the 1-yr survival was 7.8% only. the median survival of patients of okuda stages i, ii, and iii were 5.1 months, 2.7 months, and 1.0 month, respectively (p < 0.05 for comparison between any two stages). multivariate analysis revealed four independent prognostic variables, namely, serum bilirubin, blood urea, serum alpha-fetoprotein, and okuda stage. the prognosis of untreated hcc not suitable for curative treatment in asia is grave despite improved supportive treatment. the four prognostic variables identified in this study are important in the decision for palliative treatment, and the okuda staging remains an important prognostic guide.',\n", + " 'to characterize and describe the evolution of ventricular septal defects (vsd) from intra-uterine diagnosis to infancy in a population of fetuses with isolated defects. sixty-eight fetuses with isolated vsd represented the study population. of these, 28 underwent termination of pregnancy, 14 died in utero or after birth and 26 reached 1 year of age. in this population, the following variables were evaluated: presence of extracardiac or chromosomal anomalies, site and size of the defect, pregnancy outcome. these variables were assessed against closure of the vsd up to 1 year of age. necropsies were available for all fetuses following termination of pregnancy. all surviving neonates were followed up directly or by telephone until documented echocardiographic closure of the defect or until 1 year of age. there was a significant correlation between type of vsd and type of aneuploidy (p < 0.001). a total of 26 surviving fetuses reached 1 year of age: 46.1% (n = 12) of all defects closed in utero, 23.1% (n = 6) closed during the first year of life and 30.8% (n = 8) remained patent. only three (15.8%) of the 19 vsds < 3 mm remained patent in comparison with five (71.4%) of the seven defects > 3 mm (p < 0.05). none of the malalignment vsds closed, in comparison to 69% of the peri-membranous and 60% of the muscular defects. ventricular septal defect can undergo spontaneous closure during intra-uterine life and this process depends upon the site and the size of the defect. these data may provide useful additional information to aid prenatal counseling.',\n", + " 'paracoccidioidomycosis (pcm) is the most prevalent systemic mycosis in latin america. this study aimed to evaluate the natural history of paracoccidioides brasiliensis-induced experimental arthritis of the knee joints in wistar rats. rats were randomly allocated to either an absolute control group, or 15-day, 45-day, or 90-day experimental (fungus-inoculated) groups. experimental groups developed classic signs of articular pcm. titers of anti-gp43 were observed to increase during the interval from 15 to 45 days post-inoculation. articular arthritic lesions were induced and progressed during the study period in all experimental groups.',\n", + " 'chordoma is a rare tumor, and its natural history is still not well known. all patients affected by localized chordoma surgically treated at istituto ortopedico rizzoli, bologna, and istituto nazionale tumori, milan, italy, between 1980 and 2008 were reviewed. local recurrence, distant metastasis, and overall survival (os) were analyzed both from time of diagnosis and from time of local recurrence/distant metastasis. a multivariable analysis to identify independent prognostic factors was carried out. a total of 138 consecutive patients were identified (sacrum 78%, lumbar spine 15%, cervical-dorsal spine 7%). of these, 130 underwent surgical resection. median follow-up was 142 months. the 5- and 10-year os, local relapse-free survival (lrfs), and distant relapse-free survival (drfs) were, respectively, 78% and 54%, 52% and 33%, and 86% and 72%. size was an independent prognostic factor for os (p value < .001), lrfs (p value: .038), and drfs (p value: .004), while surgical margins independently predicted lrfs (p value: .003) with a trend for os. the 5- and 10-year os, lrfs, and drfs after the first local relapse were 50% and 26%, 47% and 31%, and 64% and 61%. the size of the recurrence and quality of surgical margins did not influence postrelapse os. the 5-year os after the second local relapse was 19%. 22% of patients developed distant metastases with a 5-year post-metastases os of 33%. tumor size and surgical margins affected outcome only on initial presentation. however, wide surgery was feasible in a minority of cases. most patients died of local-regional disease even when metastases occurred. indeed, long-term prognosis was such that disease-free survival at 10 years was only 26%.',\n", + " 'after primary infection with coxiella burnetii, patients may develop acute q fever, which is a relatively mild disease. a small proportion of patients (1%-5%) develop chronic q fever, which is accompanied by high mortality and can be manifested as infected arterial or aortic aneurysms or infected vascular prostheses. the disease can be complicated by arterial fistulas, which are often fatal if they are left untreated. we aimed to assess the cumulative incidence of arterial fistulas and mortality in patients with proven chronic q fever. in a retrospective, observational study, the cumulative incidence of arterial fistulas (aortoenteric, aortobronchial, aortovenous, or arteriocutaneous) in patients with proven chronic q fever (according to the dutch chronic q fever consensus group criteria) was assessed. proven chronic q fever with a vascular focus of infection was defined as a confirmed mycotic aneurysm or infected prosthesis on imaging studies or positive result of serum polymerase chain reaction for c.¬†burnetii in the presence of an arterial aneurysm or vascular prosthesis. of 253 patients with proven chronic q fever, 169 patients (67%) were diagnosed with a vascular focus of infection (42 of whom had a combined vascular focus and endocarditis). in total, 26 arterial fistulas were diagnosed in 25 patients (15% of patients with a vascular focus): aortoenteric (15), aortobronchial (2), aortocaval (4), and arteriocutaneous (5) fistulas (1 patient presented with both an aortocaval and an arteriocutaneous fistula). chronic q fever-related mortality was 60% for patients with and 21% for patients without arterial fistula (p¬†< .0001). primary fistulas accounted for 42% and secondary fistulas for 58%. of patients who underwent surgical intervention for chronic q fever-related fistula (n¬†= 17), nine died of chronic q fever-related causes (53%). of patients who did not undergo any surgical intervention (n¬†= 8), six died of chronic q fever-related causes (75%). the proportion of patients with proven chronic q fever developing primary or secondary arterial fistulas is high; 15% of patients with a vascular focus of infection develop an arterial fistula. this observation suggests that c.¬†burnetii, the causative agent of q fever, plays a role in the development of fistulas in these patients. chronic q fever-related mortality in patients with arterial fistula is very high, in both patients who undergo surgical intervention and patients who do not.',\n", + " 'the number of incidental meningiomas has increased because of the increased availability of neuroimaging. lack of prospective data on the natural history makes the optimal management unclear. we conducted a 5-year prospective study of incidental meningiomas to identify risk factors for tumor growth. sixty-four of 70 consecutive patients with incidental meningioma were included. clinical and radiological status was obtained at 0, 0.5, 1, 1.5, 2, 3, 4, and 5 years. gammaplan and mixed linear regression modeling were utilized for volumetric analysis with primary endpoint tumor growth. none of the patients developed tumor-related symptoms during the study period, although 48 (75%) tumors increased (>15%), 13 (20.3%) remained unchanged, and 3 (4.7%) decreased (>15%) in volume. mean time to growth was 2.2 years (range, 0.5-5.0 years).the growth pattern was quasi-exponential in 26%, linear in 17%, sigmoidal in 35%, parabolic in 17%, and continuous reduction in 5%. there was significant correlation among growth rate, larger baseline tumor volume (p < .001), and age in years (<55 y: 0.10 cm3/y, 55-75 y: 0.24 cm3/y, and >75 y: 0.85 cm3/y). the majority of meningiomas will eventually grow. however, more than 60% display a self-limiting growth pattern. our study provides level-2 evidence that asymptomatic tumors can be safely managed utilizing serial imaging until persistent radiological and/or symptomatic growth.',\n", + " \"m√©n√©trier's disease (md) is a rare disease characterized by markedly hypertrophied gastric mucosal folds typically associated with hypoalbuminemia and anemia. however, the natural history of md in adults remains unclear and is rarely reported in the literature. the current study presents a case of md with a 9-year follow-up. a 56-year-old man was diagnosed with md in 2005. the patient was followed up and underwent surveillance endoscopy once or twice each year. in the present case, the anemia and hypoproteinemia were eliminated following red blood cell transfusion and intravenous iron therapies. the symptoms were relieved after 4 years. treatment with octreotide had little effect on the gastric mucosa, while antimicrobial combination therapy provided no benefit in the present h. pylori-negative case of md. in addition, despite abnormalities of the gastric mucosa in the patient persisting after 9 years of follow-up with no evidence of malignancy, malignant transformation in md should not be overlooked, and regular monitoring of the gastric mucosa via endoscopy is necessary.\",\n", + " \"cardiac tumors are a rare entity, comprised of tumors with diverse histology and natural history. we report the clinical characteristics, echocardiograhic findings, therapy and outcome of 59 patients with primary and metastatic cardiac tumors. our institutional echocardiogram data base from 1993 through 2005 was reviewed to identify patients diagnosed with intra-cardiac tumor. a total of 59 patients with cardiac tumors were identified and included in the study. the patients' characteristics, presenting symptoms, diagnostic tests, location, histology of the tumor, treatment and the one year survival rate of this population was collected from the medical records. of the 59 cardiac tumor cases, 16 (27%) were primary cardiac tumors and 43 (73%) were secondary cardiac tumors. the most common primary tumor was sarcoma affecting 13 (81%) of the 16 cases. of these, 5 patients were angiosarcoma, 5 unclassified sarcoma, one myxoid sarcoma and 2 malignant fibrous histiocytoma. the mean age at presentation was 41.1 years, and the most common location was right atrium affecting 6 cases (37.5%). the most common symptom of dyspnea was present in 10 (62.5%) cases. eleven (25.6%) of the 43 secondary cardiac tumors were metastasis from renal cell carcinoma. the mean age at presentation was 55.4 years. right atrium was the most frequent location affecting 18 (42%) of the 43 patients. the most common presenting symptom was dyspnea in 15 (35%) cases. for both primary and secondary tumors, dyspnea was the most common symptom and right atrium was most frequently involved. sarcoma was the most common primary cardiac tumor while metastasis from renal cell carcinoma was the most common secondary tumor.\",\n", + " 'although polycystic liver disease (pcld) is one of the extrarenal complications in patients with autosomal dominant polycystic kidney disease (adpkd), longitudinal changes and the association with total liver volume (tlv) have not been clearly elucidated yet. patients with adpkd were chosen who underwent computed tomography or magnetic resonance imaging twice or more during august 2003 through december 2015. tlv, each cyst volume, and the proportion of parenchyma were measured. the natural history of liver cysts and the association between tlv and liver cysts were evaluated. to compare with liver cysts in adpkd patients with pcld, simple liver cysts in patients without adpkd were also evaluated. tlv at baseline and its growth rate in all the patients with adpkd, whose serum creatinine, estimated glomerular filtration rate, and total kidney volume were 1.45 mg/dl (0.76-2.32 mg/dl), 38.5 ml/min per 1.73 m2 (18.7-57.9 ml/min per 1.73 m2), and 1394 ml (773-2861 ml), were 1431 ml (1062-1749 ml) and¬†-0.95%/yr (-3.16 to 4.94%/yr), respectively, in the observation period (median, 1063 days). neither tlv nor its growth rate was significantly different between adpkd patients with pcld and those without pcld. the growth rate of 79 liver cysts was 39.5%/yr (17.5-80.8%/yr) in pcld patients with adpkd. it was significantly larger than that of 60 simple liver cysts in the non-adpkd group, 11.0%/yr (-2.2 to 33.1%/yr). moreover, the proportion of parenchyma reduced, whereas that of total cyst volume increased significantly (p¬†= 0.001). the reduction of parenchyma was accompanied by the growth of liver cysts during time course in pcld patients with adpkd.',\n", + " \"localized acquired hypertrichosis (lah) is a condition characterized by increased hair growth and is frequently seen after cast removal in children and adolescents. the purpose of this study was to examine the natural history of lah and its potential impact on patients' quality of life. patients between the ages of 5 and 16 years, in whom hypertrichosis was detected after the removal of a cast were enrolled in a prospective study. each patient completed the children's dermatology life quality index after cast removal and at follow-up. each patient was followed up until complete resolution of hypertrichosis. statistical analyses were performed to determine any relation between the time to resolution of hypertrichosis and potential contributing variables including age, sex, initial diagnosis, type of cast, type of cast liner, and duration of cast. of the 25 enrolled patients, 3 were lost during follow-up and 1 girl was excluded. the mean children's dermatology life quality index total score was 1.1¬±1.4, with the majority of patients (68%) scoring 0 or 1. the hypertrichosis was completely resolved within 6 months in 17 of the 21 patients and within 6 to 12 months in the remaining 4. although duration of cast showed a statistically significant correlation to time to resolution (p=0.008), the other variables studied showed no significant relationship. according to this study, lah is typically resolved within 6 months in 80% of patients. it was not found to negatively impact the quality of life in any of the patients. the study determined that the longer the cast was applied, the longer was the time for hypertrichosis to resolve. level ii, prognostic study.\",\n", + " 'dyspepsia still represents an unsolved clinical enigma. the aims of this study were to determine whether symptoms and helicobacter pylori infection are predictors of organic disease in uninvestigated dyspepsia, and if h. pylori eradication improves symptoms in functional dyspepsia. an observational study was performed on outpatients with uninvestigated dyspepsia. symptoms were scored and h. pylori status determined. patients with functional dyspepsia and h. pylori infection were randomly given either a standard eradicating treatment or a 1-month course of empirical treatment. the latter was also given to functional dyspeptic patients without infection. symptoms were re-assessed in functional dyspeptic patients at 2- and 6-month follow-up visits. patients receiving eradicating treatment were re-tested for h. pylori at the 2 month visit. a total of 860 patients were studied and 605 (70.3%) were affected by functional dyspepsia. h. pylori infection was diagnosed in 71.8% of patients with organic dyspepsia and in 65.0% with functional dyspepsia (p=0.053). male sex, anaemia, smoking habit, age over 45 years, and severe epigastric pain, but not h. pylori infection, were independent predictors of organic disease. symptoms significantly improved in most functional dyspeptic patients regardless of their h. pylori status and type of treatment. h. pylori infection is not a strong predictor of organic disease in uninvestigated dyspepsia. h. pylori eradication is not essential to improve symptoms in functional dyspepsia.',\n", + " 'the association between psoriasis and risk of malignancy has not been thoroughly evaluated in a large longitudinal cohort of asian population. to determine the long-term risk of malignancy in korean adult patients with psoriasis. we conducted a nationwide population-based prospective cohort study with a 15-year observational period. during the baseline period (1997-2000), total 1¬†773¬†786 korean subjects who received health insurance from the national health insurance system were enrolled and 5788 subjects were defined as a psoriasis group. the number of new-onset malignancy was collected during the observational period (2001-2015). patients with psoriasis had a higher adjusted hazard ratio (ahr) for development of overall malignancy [ahr 1.08, 95% confidence interval (ci) 1.00-1.18] and gastric cancer (ahr 1.31, 95% ci 1.08-1.58) compared to controls. the risks of non-hodgkin lymphoma and non-melanoma skin cancer were significantly increased only in patients with psoriasis who received systemic treatments (ahr 2.86, 95% ci 1.07-7.61 and ahr 3.93, 95% ci 1.47-10.47, respectively). psoriasis is associated with long-term risk for overall malignancy in koreans, which was primarily driven by the increased risk of gastric cancer.',\n", + " 'the lhrh-secreting hypothalamic hamartoma (hh), a congenital malformation consisting of a heterotopic mass of nervous tissue that contains lhrh neurosecretory neurons attached to the tuber cinereum or the floor of the third ventricle, can cause true or central precocious puberty (tpp). we have suggested that it functions as an ectopic lhrh pulse generator independent of the central nervous system inhibitory mechanism that normally restrains the hypothalamic lhrh pulse generator. tpp associated with a hamartoma has all of the hormonal hallmarks of puberty, including a pubertal pattern of pulsatile lh and a pubertal plasma lh response to lhrh administration. little is known about the natural history of hh. we present long term data on 10 children (5 females and 5 males) with tpp due to hh. physical signs of puberty were observed at a mean age of 2.2 +/- 1.6 yr (range, 0.5-5.1). two of 10 had a pedunculated mass, and 8 of 10 had a sessile mass. the hamartoma varied in diameter from 4-25 mm and did not change with time (3.5-8.7 yr). four patients have a seizure disorder, 3 with gelastic seizures (1 with mental retardation) and 1 with tonic-clonic seizures. the shape of the hamartoma, sessile or pedunculated, did not correlate with the occurrence of seizures. at presentation with sexual precocity, the mean height sd for chronological age was +3.5 +/- 0.4, the mean height sd for bone age was -1.9 +/- 0.4, and the mean bone age sd for chronological age was +6.8 +/- 0.7. baseline data were comparable to those of 10 females with idiopathic tpp. nine of 10 hh patients and all idiopathic tpp patients were treated with a lhrh agonist. the response to therapy was excellent in both groups and indistinguishable. nine of 10 hh children attend school regularly and, aside from those with seizures, have no neurological handicap. while surgical resection of the hamartoma has been recommended, it carries an increased risk of morbidity and mortality and, if removal is incomplete, does not arrest the sexual precocity. in our experience, lhrh agonist therapy for tpp due to hh is the preferable approach.',\n", + " 'we delineate the natural history of a right-to-left or bidirectional (rl/bd) patent ductus arteriosus (pda) in preterm infants and compare outcomes of an rl/bd and a left-to-right (lr) ductal shunt. we performed a retrospective chart review of preterm infants (< 32 weeks), who, between 2 and 30 days of age, had an rl/bd pda > 1.5 mm (study group; n = 74) or an lr pda (n = 87) on echocardiogram (echo). in the study group, 27% of infants who were of significantly lower gestational age and birth weight had a \"prolonged\" rl/bd pda on two or more echos. infants with rl/bd pda required significantly greater surfactant (98.6% versus 94.2%) and less pda therapy (27% versus 92%) and had higher mortality (48.6% versus 21.8%) compared with those with lr pda. on regression analysis, lower gestation (odds ratio [or] 1.45; 95% confidence interval [ci]: 1.15 to 1.83) and rl/bd pda (or 4.74; 95% ci: 2.18 to 10.3) were significantly associated with mortality. the independent association between an rl/bd pda shunt and mortality warrants further investigation. insights into the etiology of pulmonary hypertension may optimize outcomes in this population.',\n", + " 'to assess prospectively the maternal and fetal outcome in women with primary antiphospholipid syndrome (aps) and to find out predictors of poor obstetric outcome. a prospective observational study included 162 patients with primary aps who were divided into two groups, group 1 with previous thrombosis (n‚äâ=‚äâ74) and group 2 without previous thrombosis (n‚äâ=‚äâ88). patients were followed from the start of pregnancy till delivery under standard treatment to detect maternal and fetal outcome. there was a significant difference between the two groups with higher rate of miscarriage (p‚äâ<‚äâ0.05), maternal venous thromboembolism (p‚äâ<‚äâ0.001), intrauterine fetal demise and neonatal death (p‚äâ<‚äâ0.05) in group 1. no significant difference between the two groups regarding the rate of preeclampsia, eclampsia, postpartum hemorrhage, prematurity and admission to neonatal intensive care unit (p‚äâ>‚äâ0.05). by univariate and multivariate analyzes in the whole study participants, previous thrombosis, triple positivity of aps antibodies, previous delivery before 34 weeks, the presence of antiœ≤2gp1 antibodies and maternal age above 30 years were independent predictors of pregnancy loss. poor obstetric outcome is higher in patients with previous thrombosis. the search for optimal prognostic markers and new therapeutic measures to prevent complications in aps patients is warranted.',\n", + " 'although ataxia is the most distressing manifestation of machado-joseph disease (mjd), little is known about its natural history. therefore, we prospectively followed a cohort of patients with mjd for 13 months to characterize the progression of ataxia and identify its contributory factors. the international cooperative ataxia rating scale (icars) was used to estimate severity of ataxia at baseline and at follow-up. thirty-four patients were enrolled in the study, 22 of whom were men. mean age at onset of the disease was 34.7 years and length of expanded cag repeat was 66. mean icars scores at baseline was 37.6 and at follow-up was 42.7 (p < 0.001). multivariate analysis did not find significant association of progression of disease and age at disease onset, length of expanded (cag), or duration of disease.',\n", + " 'background duchenne muscular dystrophy (dmd) is an x-linked disease that causes progressive muscle weakness. affected boys typically die from respiratory or cardiac failure. golden retriever muscular dystrophy (grmd) is genetically homologous with dmd and causes analogous skeletal and cardiac muscle disease. previous studies have detailed features of grmd cardiomyopathy in mostly young dogs. cardiac disease is not well characterized in adult grmd dogs, and cardiac magnetic resonance (cmr) imaging studies have not been completed. methods and results we evaluated echocardiography and cmr in 24 adult grmd dogs at different ages. left ventricular systolic and diastolic functions, wall thickness, and myocardial strain were assessed with echocardiography. features evaluated with cmr included left ventricular function, chamber size, myocardial mass, and late gadolinium enhancement. our results largely paralleled those of dmd cardiomyopathy. ejection fraction and fractional shortening correlated well with age, with systolic dysfunction occurring at ‚âà30 to 45¬†months. circumferential strain was more sensitive than ejection fraction in early disease detection. evidence of left ventricular chamber dilatation provided proof of dilated cardiomyopathy. late gadolinium enhancement imaging showed dmd-like left ventricular lateral wall lesions and earlier involvement of the anterior septum. multiple functional indexes were graded objectively and added, with and without late gadolinium enhancement, to give cardiac and cardiomyopathy scores of disease severity. consistent with dmd, there was parallel skeletal muscle involvement, as tibiotarsal joint flexion torque declined in tandem with cardiac function. conclusions this study established parallels of progressive cardiomyopathy between dystrophic dogs and boys, further validating grmd as a model of dmd cardiac disease.',\n", + " \"the natural history of kaposi's sarcoma (ks) as a primary presentation of aids has been well defined, but little is known about the prognosis of ks following a different aids defining illness (adi). retrospective review of 852 consecutive individuals diagnosed with aids at fairfield hospital between 1984 and 1994. demographic data, year of diagnosis, cd4 cell counts, treatment for ks and pcp prophylaxis were included in the analysis. survival following a diagnosis of ks was evaluated, adjusting for the effects of year of diagnosis, primary or secondary ks and degree of immunodeficiency. the overall cumulative incidence of ks by three years post adi was 34%. median survival for ks as an adi (n = 130) was 20 months versus 9 months for ks subsequent to another adi (n = 75, p < 0.001). those with ks as an adi had a higher cd4 count (median 90 vs. 11, p < 0.001), lower incidence of visceral disease (5 of 130 vs. 11 of 75, p = 0.032) and fewer associated aids related illnesses (1 vs. 2, p < 0.001). poorer survival following diagnosis of ks was associated with a lower cd4 count at diagnosis of ks (p = 0.002), extensive cutaneous or visceral ks at diagnosis (p = 0.009 and p < 0.001 respectively) and with the number of associated aids related illnesses (p < 0.001). a multivariate analysis suggested that, after adjusting for these factors, there was no difference in survival between primary and secondary ks. we found no difference in survival between primary and secondary ks after adjusting for potential confounding factors. we cannot exclude, however, that the greater incidence of visceral disease identified in secondary ks reflects an inherently more aggressive biology.\",\n", + " \"avascular necrosis of the femoral head is usually seen in children aged 1.5 to 10 years, reaching a peak incidence between the ages of 4 and 9. avascular necrosis of the femoral head is a known complication of corticosteroid therapy in acute lymphoblastic leukemia. there are few reports in the literature regarding the natural history of this condition, and there is no consensus on its management. this study examined the natural history of avascular necrosis of the femoral head in children with leukemia. from 1993 to 2006, a total of 865 children with acute lymphoblastic leukemia were admitted to the hematology-oncology ward of a children's hospital. the diagnosis of acute lymphoblastic leukemia was established by bone marrow aspiration. based on clinical and radiographic findings, avascular necrosis of the femoral head was found in 7 patients; these patients underwent follow-up for 4 to 9 years. avascular necrosis of the femoral head was clinically symptomatic in all of the children, and they had advanced radiographic collapse of the femoral head. however, the head of the femur was not at risk in any patient based on clinical and radiographic findings. patients received supportive treatment such as abduction brace and physiotherapy. after 4 to 9 years of follow-up, clinical and radiographic results were satisfactory. provided that the head of the femur is not at risk, avascular necrosis of the femoral head in children with acute lymphoblastic leukemia may be successfully managed with nonoperative care.\",\n", + " 'the gaucher outcome survey (gos) is an international disease-specific registry established in 2010 for patients with a confirmed diagnosis of gaucher disease (gd), regardless of gd type or treatment status. historically, there has been a limited understanding of type 3 gd (gd3) and its natural history in patients irrespective of their treatment status. here, we describe the disease characteristics of patients with gd3 enrolled in gos. as of october 2015, 1002 patients had been enrolled, 26 of whom were reported as gd3. the majority of patients with gd3 were from the us (13; 50.0%), seven (26.9%) were from the uk, three (11.5%) from israel, and three (11.5%) from brazil. no patients were of ashkenazi jewish origin. median age of symptom onset was 1.4 (interquartile range: 0.5-2.0) years. the most common gba1 mutation genotype was l444p/l444p, occurring in 16 (69.6%) of 23 patients who had genotyping information available. nine patients reported a family history of gd (any type). of 21 patients with treatment status information, 20 (95.2%) had received gd-specific treatment at any time, primarily imiglucerase (14 patients) and/or velaglucerase alfa (13 patients). hemoglobin concentrations and platelet counts at gos entry were within normal ranges for most patients, and there were no reports of severe hepatomegaly or of splenomegaly in non-splenectomized patients, most likely indicative of the effects of treatment received prior to gos entry. this analysis provides information on the characteristics of patients with gd3 that could be used as the baseline for longitudinal follow-up of these patients.',\n", + " 'acute liver failure (alf) is classically defined by coagulopathy and hepatic encephalopathy (he); however, acute liver injury (ali), i.e., severe acute hepatocyte necrosis without he, has not been carefully defined nor studied. our aim is to describe the clinical course of specifically defined ali, including the risk and clinical predictors of poor outcomes, namely progression to alf, the need for liver transplantation (lt) and death. 386 subjects prospectively enrolled in the acute liver failure study group registry between 1 september 2008 through 25 october 2013, met criteria for ali: international normalized ratio (inr)‚â•2.0 and alanine aminotransferase (alt)‚â•10 √ó elevated (irrespective of bilirubin level) for acetaminophen (n-acetyl-p-aminophenol, apap) ali, or inr‚â•2.0, alt‚â•10x elevated, and bilirubin‚â•3.0‚äâmg/dl for non-apap ali, both groups without any discernible he. subjects who progressed to poor outcomes (alf, death, lt) were compared, by univariate analysis, with those who recovered. a model to predict poor outcome was developed using the random forest (rf) procedure. progression to a poor outcome occurred in 90/386 (23%), primarily in non-apap (71/179, 40%) vs. only 14/194 (7.2%) in apap patients comprising 52% of all cases (13 cases did not have an etiology assigned; 5 of whom had a poor outcome). of 82 variables entered into the rf procedure: etiology, bilirubin, inr, apap level and duration of jaundice were the most predictive of progression to alf, lt, or death. a majority of ali cases are due to apap, 93% of whom will improve rapidly and fully recover, while non-apap patients have a far greater risk of poor outcome and should be targeted for early referral to a liver transplant center.',\n", + " 'transient monocular vision loss (tmvl) is an alarming symptom owing to potentially serious etiologies such as thromboembolism or giant cell arteritis. our objective is to describe the phenomenon of tmvl present on awakening, which may represent a distinct and benign entity. we performed a retrospective observational case series of 29 patients who experienced tmvl on awakening. patients who described monocular dimming or blackout of vision were included, and those with blurred vision, concurrent eye pain, and binocular vision loss were excluded. descriptive statistics were used to summarize the study population. of the 29 patients we studied, 90% (n = 26) were female and 48% had crowded discs (cup-to-disc ratio ‚â§0.2). the mean age was 45.4 years, although women were significantly younger than men (mean ages 43.4 and 62.7 years, respectively, p = 0.017). brain magnetic resonance imaging and vascular imaging (magnetic resonance angiography, computed tomographic angiography, or carotid doppler) were performed in 69% and 55% of cases, respectively, and were uniformly negative. in 14 patients for whom clear follow-up data could be obtained, no medically or visually significant sequelae of this syndrome were found, and 50% experienced resolution of symptoms. evaluation was uniformly negative when patients described waking with isolated vision loss in 1 eye with subsequent resolution, usually in less than 15 minutes. the natural history seems benign with symptoms frequently remitting spontaneously. this visual phenomenon may represent an autoregulatory failure resulting in a supply/demand mismatch during low-light conditions.',\n", + " 'the clinical significance of nonspecific esophageal motility disorder (nemd) is unclear. our aim was to investigate the natural history of nemd. all manometries performed at meir hospital from 1997 to 2004 and diagnosed as nemd were reviewed. manometric criteria for nemd included either low-amplitude peristalsis, nonprogression of peristalsis, prolonged retrograde or triple-peaked waves, or incomplete relaxation of the lower sphincter. patients determined to have nemd were contacted and asked to complete a questionnaire and undergo a second manometry. nemd had been diagnosed in 137 patients. upon review of manometry results, 65 patients were eligible for the study (36 men and 29 women). the other 72 patients did not have nemd when we reviewed their manometry tracing, applying strict criteria as specified in table 1. the average age was 64 +/- 16 years (range 24-83 years). the average follow-up period was 7 +/- 2 years. all 65 patients were symptomatic at their initial prestudy visit. by the second visit, symptoms had resolved in 33 (51%) patients and improved in 13 (19%). dysphagia, chest pain, and food regurgitation had improved, whereas heartburn and respiratory symptoms had not. of 37 patients with triple-peaked waves, only 11 (30%) had improved clinically. of the 65 study patients, 17 (26%) had a second manometry during the study, which was normal in 2 (12%), unchanged in 11 (69%), and revealed achalasia in 4 (23%), representing 6% of all study patients. nemd is generally a benign disorder that improves clinically in most cases. nevertheless, in about 6% of patients, nemd may evolve into achalasia.',\n", + " 'to report the clinical and neuroimaging, central nervous system (cns) findings of patients with fabry disease (fd) during 24 months of enzyme replacement therapy (ert) with agalsidase-alpha. eight patients were included. six completed 24 months of ert. clinical and magnetic resonance imaging (mri) data were obtained at 0, 12 and 24 months of ert. white matter lesions (wml) were evaluated as well as their relation to age, symptoms and neurological examination (cns score). mri was stable in 3 patients. wml and cns score worsened in one patient, fluctuated in another, and improved in the sixth patient. in the whole series, there were 15 wml at baseline, and 19 at the 24th month. in two years, 4 lesions disappeared, whereas 8 appeared. a widespread pattern of silent wml in fd was seen. in two years, some wml appeared, and some disappeared. if these phenomena were related to the natural history, remains to be demonstrated.',\n", + " 'as younger preterm infants are able to survive, more extremely preterm infants are at risk of developing retinopathy of prematurity (rop). to investigate the incidence, progression and risk factors of rop in extremely preterm infants in korea, the medical records of infants born before 25 weeks gestation were retrospectively reviewed. the criteria for laser treatment agreed with type 1 rop as defined by the early treatment for retinopathy of prematurity study. of the 121 infants included in the analysis, 119 (98.4%) infants developed any stage rop, including 78 infants (64.5%) with type 1 rop. the mean postmenstrual age (pma) at the onset of any rop and type 1 rop were 33.5 and 36.1 weeks, respectively. all but one infant developed type 1 rop after 31 weeks pma. univariate analysis showed that duration of total parenteral nutrition and onset of any rop (pma) were associated with the development of type 1 rop. in conclusion, this study shows high incidence of rop in extremely preterm infants and suggests that, although current screening protocols are feasible for most preterm infants born before 25 weeks gestation, earlier screening before 31 weeks pma may be necessary in infants with an unstable clinical course.',\n", + " 'the purpose of this study was to describe the growth pattern of congenital malignant teratoid medulloepithelioma of the ciliary body by reporting clinical and imaging findings with pathological correlation. an 11-month-old little girl presented with a whitish-pink iris mass in the right eye resulting from a small ciliary body mass consistent with medulloepithelioma at both clinical and computed tomography (ct) findings. at ct, the lesion showed heterogeneous attenuation, without intraocular calcifications. eleven months later, clinical and ultrabiomicroscopy showed a clear enlargement of the mass, which invaded the pupil. at magnetic resonance imaging (mri), the lesion showed t1-weighted hyperintensity and t2-weighted slight hypointensity when compared to the vitreous and a notch in the anterolateral aspect of the ipsilateral lens. after intravenous gadolinium administration, the lesion showed intense homogeneous enhancement, and there was leakage of gadolinium in the anterior chamber, resulting from impairment of blood-aqueous barrier. biopsy revealed a malignant teratoid medulloepithelioma. the eye was then enucleated, and histology confirmed the diagnosis. systemic chemotherapy and radiotherapy were not performed, since there was no extraocular extension. the 57-month clinical and mri follow-up did not show disease relapse. this uncommon case displays the natural history of congenital malignant teratoid medulloepithelioma of the ciliary body. while the tumour might have been successfully treated by local excision at diagnosis, the delay in surgical treatment led to tumour overgrowth with consequent need for enucleation. the most important prognostic feature is extraocular extension, which carries a risk of local recurrence, eventually resulting in intracranial extension and/or lymphatic spread.',\n", + " 'the mechanisms leading to disability and the long-term efficacy and safety of disease modifying drugs (dmds) in multiple sclerosis (ms) are unclear. we aimed at building a prospective cohort of ms patients with standardized collection of demographic, clinical, mri data and body fluids that can be used to develop prognostic indicators and biomarkers of disease evolution and therapeutic response. the swiss ms cohort (smsc) is a prospective observational study performed across seven swiss ms centers including patients with ms, clinically isolated syndrome (cis), radiologically isolated syndrome or neuromyelitis optica. neurological and radiological assessments and biological samples are collected every 6-12 months. we recruited 872 patients (clinically isolated syndrome [cis] 5.5%, relapsing-remitting ms [rrms] 85.8%, primary progressive ms [ppms] 3.5%, secondary progressive ms [spms] 5.2%) between june 2012 and july 2015. we performed 2,286 visits (median follow-up 398 days) and collected 2,274 serum, plasma and blood samples, 152 cerebrospinal fluid samples and 1,276 brain mri scans. 158 relapses occurred and expanded disability status scale (edss) scores increased in ppms, spms and rrms patients experiencing relapses. most rrms patients were treated with fingolimod (33.4%), natalizumab (24.5%) or injectable dmds (13.6%). the smsc will provide relevant information regarding dmds efficacy and safety and will serve as a comprehensive infrastructure available for nested research projects.',\n", + " 'juvenile neuronal ceroid lipofuscinosis (jncl, ncl3, batten disease) is usually caused by a 1.02-kb deletion in the cln3 gene. mutations in the cln1 gene may be associated with a variant form of jncl (vjncl). we report the clinical course and molecular studies in 24 patients with jncl collected from 1975 to 2010 with the aim of assessing the natural history of the disorder and phenotype/genotype correlations. patients were classified into the groups of vjncl with mutations in the cln1 gene and/or granular osmiophilic deposit (grod) inclusion bodies (n = 11) and classic jncl (cjncl) with mutations in the cln3 gene and/or fingerprint (fp) profiles (n = 13). psychomotor impairment included regression of acquired skills, cognitive decline, and clinical manifestations of the disease. we used kaplan-meier analyses to estimate the age of onset of psychomotor impairment. patients with vjncl showed learning delay at an earlier age (median 4 years, 95% confidence interval [ci] 3.1-4.8) than those in the cjncl group (median 8 years, 95% ci 6.2-9.7) (p = 0.001) and regression of acquired skills at a younger age. patients with vjncl showed a more severe and progressive clinical course than those with cjncl. there may be a gypsy ancestry for v181l missense mutation in the cln1 gene. the rate of disease progression may be useful to diagnose vjncl or cjncl, which should be confirmed by molecular studies in cln1/cln3 genes. further studies of genotype/phenotype correlation will be helpful for understanding the pathogenesis of this disease.',\n", + " 'congenital pseudarthrosis of the fibula (cpf) is a rare disorder characterized by a deficiency in the continuity of the fibula and can lead to progressive ankle valgus malalignment. an existing classification system for cpf is imperfect and may contribute to heterogeneity in reporting and discrepancy of outcomes in the literature. fifteen patients with cpf treated at our institution between 1995 and 2017 were retrospectively identified. only patients with dysplasia leading to spontaneous fracture or pseudarthrosis were included in this series. the median age at presentation was 2.5 years (range: 3‚äâmo to 13.4‚äây). the median duration of follow-up from the initial presentation was 11.8 years (range: 2.0 to 24‚äây). chart review and serial radiographs were analyzed to assess natural history and outcomes following surgery. the coexistence of tibial dysplasia in cpf is very common. patients were classified into 3 groups based on the degree of tibial involvement-group 1: no evidence of tibial dysplasia, group 2: mild tibial dysplasia, and group 3: significant tibial dysplasia. age at presentation and age at which fibular fracture occurred were progressively younger with a greater degree of tibial involvement (p<0.05). in the absence of surgical intervention, group 1 patients did not undergo progressive ankle valgus (defined as the valgus change in tibiotalar angle by ‚â•4 degrees), whereas all patients in groups 2 and 3 did (p<0.001). fibular osteosynthesis was performed in 6 patients, with union seen only in group 1 patients. ten patients underwent distal tibiofibular fusion, with no cases of nonunion seen. distal tibiofibular fusion with or without medial distal tibial hemiepiphysiodesis halted the progression of ankle valgus in 8 of the 10 patients. further progression of ankle valgus occurred only in patients who did not undergo concurrent medial distal tibial hemiepiphysiodesis and with considerable wedging of the distal tibial epiphysis at the time of fusion. tibial dysplasia and cpf are intimately related. grouping patients on this basis may help guide natural history and treatment and may explain discrepancies in findings in the literature. fibular osteosynthesis, distal tibiofibular fusion, and medial distal tibial hemiepiphysiodesis may all have an important role in the treatment of cpf. level iv-case series.',\n", + " 'our aim was to assess long-term survival in patients transplanted for hcv-related end-stage liver disease (esld) and evaluate potentially modifiable predictors of survival. we performed a retrospective analysis of adult liver transplants (lt) at our institution for hcv-related esld since the program\\'s inception. pertinent demographic, clinical, and biochemical information was retrieved from electronic medical records and histological data from 990 per-protocol liver biopsies were collected. three hundred eighty lt were performed at our institution during the study period, 206 patients were transplanted for hcv-related esld; 6 died within 30 days of transplantation and were not included. the remaining 200 recipients (ddlt 168 ldlt 32) constituted the evaluable population. the demographics were as follows: 150 males, median age 53 years; median donor age 39 years; hepatocellular carcinoma (hcc) in 26%. overall 1-, 5-, and 7-year survival: 95%, 81%, and 79%; median survival 43 months, mortality 15%. significant hcv recurrence (hai >or=6 and/or fibrosis >or=2) was present in 49%, \"early recurrence\" (within 1 year of lt) in 30.5% and biopsy-proven acute rejection was present in 27%. factors with a significant negative impact on patient survival included: fibrosis stage >or=2 at 12-month biopsy, advanced donor age, history of hcc and early acute rejection. survival was similar regardless of the donor type (ddlt vs. ldlt). early and aggressive hcv recurrence has a very heavy toll on patient survival. prompt recognition and treatment of \"rapid fibrosers\" may impart benefit. as has been described before, avoidance of rejection and selection of young donors for hcv-positive recipients will also improve survival in this population. on the basis of our findings, ldlt is a good option for hcv-positive recipients.',\n", + " \"chronic diarrhea and functional abdominal pain (fap) in childhood could be an early manifestation of adult irritable bowel syndrome (ibs). the aim of this study was to investigate the presence of chronic functional digestive symptoms in childhood, interviewing adult patients diagnosed with ibs, in an attempt to establish a relationship between them. by means of a questionnaire, the history of colic, chronic diarrhea, functional abdominal pain, constipation and migraine in childhood, was analyzed in patients diagnosed with ibs according to the current rome iii criteria, and in control patients without known chronic digestive disorders. fisher's exact test was used for comparison of frequencies. the ibs study group was made up of 40 patients (24 women; average age, 33.03 years), and the control group by 40 adults (22 women; average age, 29.62 years). ibs-diagnosed adults spoke about a significantly higher prevalence of chronic diarrhea (32.5/7.5%; odds ratio [or], 7.01; 95% confidence interval [ci]: 26.84-1.80), and fap (37.5/15%; or, 4.30; 95%ci: 12.67-1.43) in their childhood, than the control group. there were no differences in the presence of other childhood functional symptoms. interestingly, the present patients, when asked about the onset of symptoms that led to the diagnosis of ibs, referred to them mostly beginning in adulthood, not linking their current diagnosis of ibs with their background in childhood. in a proportion of adults with ibs the natural history of their symptoms probably began during their childhood.\",\n", + " 'cutaneous squamous cell carcinoma (cscc) is the leading cause of death in patients with recessive dystrophic epidermolysis bullosa (rdeb). we provide the management and prognosis of cscc in rdeb patients at a spanish reference center. we retrospectively included patients with rdeb attended in la paz university hospital from november 1988 to october 2018. fourteen patients developed at least one cscc. tumors were predominantly well differentiated. nearly half of the tumors have recurred. median time to first recurrence was 23.4¬†months (95% ci: 17.2-29.5). five patients have developed distant metastases. median overall survival (mos) was 136.5¬†months since the diagnosis of the first cscc (95% ci: 30.6-242.3). when distant metastases occurred, mos was 6.78¬†months (95% ci: 1.94-11.61). cscc is a life-threatening complication of rdeb patients. although tumors are usually well differentiated, they tend to relapse. this is the first spanish report of cscc arising in rdeb patients.',\n", + " 'the knowledge about the natural history of stroke in chagas disease is incomplete. vascular risk factors and stroke subtypes of asymptomatic trypanosoma cruzi-infected patients with no clinical evidence of heart failure were assessed. they were compared with chronic chagasic cardiomyopathy patients who suffered a stroke and with a control group of 60 t. cruzi-noninfected stroke patients. eighty-six consecutive chagasic stroke patients (mean age: 57.4 years; 64% females) were studied. 38.4% of chagasic stroke patients had asymptomatic t. cruzi infection. smoking was more frequent in asymptomatic chagasic stroke patients (21.2 vs. 5.7%; p = 0.04). prevalence of hypertension, diabetes and prior stroke was similar in both groups. small-vessel infarction (15.6 vs. 3.8%) and large-vessel atherosclerosis (9.4 vs. 3.8%) were significantly more frequent in asymptomatic than in symptomatic t. cruzi-infected stroke patients (p = 0.001). nevertheless, their frequency was even higher in t. cruzi-noninfected stroke patients (36.7 and 13.3%, respectively). apical aneurysm (27.3%), left atrial dilatation (12.1%), left ventricle hypokinesia (9.4%) and right bundle branch block (36.4%) were also detected in asymptomatic t. cruzi-infected stroke patients. ischemic stroke may be the first manifestation of chagas disease in asymptomatic patients with mild left ventricle dysfunction. other noncardioembolic stroke subtypes can occur in asymptomatic t. cruzi-infected patients.',\n", + " 'mccune-albright syndrome is a rare disorder characterized by endocrine disorders, caf√©-au-lait spots and fibrous dysplasia of bone that occurs early in life. a series of 14 pediatric cases were followed between 1994 and 2013 by the competence center for rare endocrine diseases and constitutional bone diseases at chu de nancy (france). the diagnosis is based on the presence of at least two symptoms. the mean follow-up was 6 years (1-17 years). the sex ratio was six girls per boy. the incidence was 0.28 cases/million population/year. mean age at diagnosis was 6 years. a mutation in the gnas gene was found in 33% of patients tested. gonadal involvement (13/14 cases), including early peripheral puberty and ovarian cysts in girls (82%) occurred on average at 4 years of age. bone involvement (10/14 cases) appeared on average at 5 years of age and was most often multiple (80%) with fracture risk, and the skull, with a neurosensory risk. clinical definition and methods of screening and monitoring can be improved to allow for an earlier intervention. it must be multidisciplinary and take into account the disability and quality of life of the patient.',\n", + " 'soft tissue sarcomas (sts) are rare tumors accounting for less than 1% of human cancers. while the highest incidence of sarcomas is observed in elderly, this population is often excluded or poorly represented in clinical trials. the present study reports on clinicopathological presentation, and outcome of sarcoma patients over 90 recorded in the netsarc.org french national database. netsarc (netsarc.org) is a network of 26 reference sarcoma centers with specialized multidisciplinary tumor board (mdtb), funded by the french national cancer institute to improve the outcome of sarcoma patients. since 2010, presentation to an mdtb, second pathological review, and collection of sarcoma patient characteristics and follow-up are collected in a database information of patients registered from january 1, 2010, to december 31, 2016, in netsarc were collected, analyzed and compared to the younger population. patients with sarcomas aged >90 have almost exclusively sarcomas with complex genomics (92.0% vs. 66.3%), are less frequently metastatic (5.3% vs. 14¬∑7%) at diagnosis, have more often superficial tumors (39.8% vs. 14.7%), as well as limbs and head and neck sites (75.2% vs. 38.7%) (all p‚äâ<‚äâ0.001). optimal diagnostic procedures and surgery were less frequently performed in patients over 90 (p‚äâ<‚äâ0.001). these patients were less frequently operated in netsarc centers, as compared to those of younger age groups including aged 80-90. however, local relapse-free survival, metastatic relapse-free survival and relapse-free survival were not significantly different from those of younger patients, in the whole cohort, as well as in the subgroup of operated patients. as expected overall survival was worse in patients over 90 (p‚äâ<‚äâ0.001). patients over 90 who were not operated had worse overall survival than younger patients (9.9 vs. 27.3 months, p‚äâ<‚äâ0.001). patients with sts diagnosed after 90 have distinct clinicopathological features, but comparable relapse-free survival, unless clinical practice guidelines recommendations are not applied. standard management should be proposed to these patients if oncogeriatric status allows.',\n", + " 'sacrococcygeal tumors (sct) are relatively uncommon tumors affecting neonates, infants and children. the aim of this article is to clarify any special characterizations in natural history, clinical presentation and outcome of such tumors treated at south egypt cancer institute, the only research center located in south egypt. a retrospective analysis of children with sct treated at the pediatric oncology department south egypt cancer institute, assiut university between 2004 and 2010. nineteen children were included in the study. age ranged between 10 days and 5 years. all but three had sacral mass at presentation. afp levels ranged between normal age-related levels and 217,200 ng/ml. initial resection was possible in 11, while eight patients with clinical suggestion of advanced malignant disease were inoperable. they received initial chemotherapy followed by delayed surgery. yolk sac tumor (yst) was reported in 52.9% of patients. recurrence was reported in 5 patients (3 mature teratomas and 2 yst). five-year os and rfs rates of patients who had malignant disease were 81.8% and 77.8% respectively. older age and delay in presentation that resulted in predominance of extensive disease and malignant transformation at presentation were the main challenges we faced in managing patients with sct in our locality.',\n", + " 'cardiac conduction defects occur after cardiac surgery. we hypothesized that population aging and increased use of beta-blockers would increase the incidence of new conduction defects after coronary surgery. we examined the medical records of 800 coronary artery bypass grafting (cabg) patients (400 from 1991 and 400 from 2001). exclusion criteria included the following: preexisting conduction defect, permanent pacemaker, and perioperative atrial fibrillation, leaving 303 and 269 patients, respectively, included in the two study years. the incidence, type, and persistence of new conduction defects were determined from the preoperative, postoperative, and the predischarge electrocardiogram. multivariate analysis identified predictors of new defects. study populations were well-matched. there was a marked decrease in the incidence of new postoperative conduction defects from 1991 (19%) to 2001 (6%). there was also a change in the most frequently occurring block, from a right-bundle-branch-block in 1991 (10%) to first-degree atrioventricular block (3%) in 2001. finally, conduction defects in 1991 were more transient. while 19% of 1991 patients showed a conduction defect early postoperatively, only 9% were persistent. in 2001, the incidence of conduction defects at discharge (7%), was equivalent to that early postoperatively (6%). predictors of new conduction defects included year of operation, age, intraaortic balloon counterpulsation, number of vessels bypassed, and crystalloid cardioplegia. our results were the opposite of those predicted. our report identifies a changing incidence, type, and natural history of conduction defects after cabg. our comparison demonstrated a decrease in the incidence of new conduction defects, as well as a qualitative change in the defects identified. multivariate analysis provided predictors of new conduction defects after cabg.',\n", + " 'to describe the course, complications, and prognosis of ullrich congenital muscular dystrophy (ucmd), with special reference to life-changing events, including loss of ambulation, respiratory insufficiency, and death. review of the case notes of 13 patients with ucmd, aged 15 years or older at last visit, followed up at a tertiary neuromuscular centre, london, uk, from 1977 to 2007. data collected were age at onset of symptoms, presenting symptoms, mobility, contractures, scoliosis, skin abnormalities, respiratory function, and feeding difficulties. the mean age at onset of symptoms was 12 months (sd 14 months). eight patients (61.5%) acquired independent ambulation at a mean age of 1.7 years (sd 0.8 years). nine patients (69.2%) became constant wheelchair users at a mean age of 11.1 years (sd 4.8 years). three patients continued to ambulate indoors with assistance. forced vital capacity (fvc) values were abnormal in all patients from age 6 years. the mean fvc (% predicted) declined at a mean rate of 2.6% (sd 4.1%) yearly. nine patients (69.2%) started noninvasive ventilation at a mean age of 14.3 years (sd 5.0 years). two patients died of respiratory insufficiency. in ullrich congenital muscular dystrophy (ucmd), the decline in motor and respiratory functions is more rapid in the first decade of life. the deterioration is invariable, but not always correlated with age or severity at presentation. this information should be of help to better anticipate the difficulties encountered by patients with ucmd and in planning future therapeutic trials in this condition.',\n", + " 'to investigate whether an antenatal surveillance protocol including ultrasound and cardiotocograph monitoring reduces intrauterine death (iud) in cases of gastroschisis. secondary outcomes included neonatal death rate, mode of delivery and rate of intervention before planned time of delivery. this was a retrospective observational study of all women with antenatally diagnosed gastroschisis who were managed according to the surveillance program between 2002 and 2015 in a tertiary fetal medicine and pediatric surgical center covering the wessex region of england. we reviewed and analyzed data from the wessex antenatally detected anomalies (wanda) database as well as prospectively managed maternity, ultrasound and neonatal databases over the given time period. case notes were reviewed when delivery was expedited. the iud rate was 2.2%, a 58% reduction since the introduction of the surveillance protocol. delivery was expedited in 35.4% of cases, and in 86% of these, delivery was by cesarean section. in women being induced as planned at 38 weeks, the vaginal delivery rate was 88%, and for those in spontaneous labor before 38 weeks it was 75%. an antenatal surveillance program appears to reduce the iud in gastroschisis. in one-third of cases, delivery was indicated before the planned date of delivery. when expedited delivery was indicated, the chance of cesarean section was high.',\n", + " 'models of huntington disease (hd) recapitulate some neuropathological features of the disease. however, a global natural history of neuroanatomy in a mouse expressing full-length huntingtin has not been conducted. we investigated neuropathological changes in the yac128 murine model of hd using magnetic resonance imaging (mri). structures affected in human hd are reduced in the yac128 mice both in absolute terms and in terms of percentage of brain volume. structures resistant to degeneration in hd, including the cerebellum and hippocampus, are spared in the yac128 mice. segmentation of major white matter structures confirms specific, progressive, loss of white matter in hd. in parallel with their specific volume loss, the yac128 mice also show progressive increases in total ventricular volume, similarly to human hd patients. cortical atrophy in the yac128 mice is layer specific, which is the observed pattern of cortical loss in human hd patients. finally, we have used a classification tree analysis to maximize separation of genotypes using all 62 structure volumes in an objective manner. this analysis demonstrates that sub-cortical gray matter structures (striatum, globus pallidus, thalamus) and cerebral white matter structures (corpus callosum, anterior commisure, fimbria) are the most discriminatory. the high resolution of the current study enables robust measurement of subtle early pathological changes. the use of mice furthermore enables us to address questions difficult to address in humans, including the sequential changes of hd from baseline and the relation between mri and stereological measures.',\n", + " 'atrial tachycardias (ats) are a significant source of morbidity in adults with congenital heart disease (chd). this study evaluates the incidence and clinical predictors of at in a cohort of patients with chd. we included 3311 adults (median age at entry 22.6 years, 50.6% males) with chd (49% simple, 39% moderate, and 12% complex) prospectively followed up in a tertiary center for 37 607 person-years. predictors of at were identified by multivariable cox regression analysis accounting for left truncation. an external validation was performed in a contemporary cohort of 1432 patients. overall, 153 (4.6%) patients presented at. at burden was highest in complex chd, such as single ventricle (22.8%) and d-transposition of the great arteries (22.1%). hazard rates of at across lifetime, age at presentation, and the time lapse between surgery and the first at episode varied among the most common chd. independent risk factors for developing at were univentricular physiology, previous intracardiac repair, systemic right ventricle, pulmonary hypertension, pulmonary regurgitation, pulmonary atrioventricular valve regurgitation, pulmonary and systemic ventricular dysfunction. at the age of 40 years, at-free survival in patients with 0, 1, 2, and ‚â•3 risk factors was 100%, 94%, 76%, and 50%, respectively. these findings were confirmed in the validation cohort. natural history of at differed among the most common forms of chd. simple clinical parameters, easily obtained by noninvasive means, were independent predictors of at in adults with chd. although risk was negligible in patients without any of these factors, their addition progressively increased at burden.',\n", + " 'to describe the neurocognitive and adaptive behavior profile of children and adolescents with niemann-pick disease type c1 (npc1), a rare genetic disease that frequently presents in childhood, with variable onset and symptom complex involving neurodegeneration. thirty-eight participants (20 males, 18 females; mean age 8y 10mo, sd 4y 8mo, range 1-18y) with npc1 were evaluated through a natural history protocol. npc1 severity was in the mild to moderate range for most participants. cognitive scores (n=32) ranged from very low to above average; about half of the participants exhibited a clinically significant advantage of verbal iq over non-verbal iq. adaptive behavior scores (n=21) were generally in the borderline to impaired range. longitudinal cognitive data (n=19) suggested a pattern of decreasing scores over time. however, most participants remained at the same general level of functioning throughout the study. this study begins to systematically describe the neurocognitive phenotype of children and adolescents with npc1, identifying heterogeneity and decline, aiding in understanding the natural history of the disease to plan treatment studies.',\n", + " 'autosomal dominant polycystic kidney disease (adpkd) is the most common hereditary kidney disease. hypophosphatemia was demonstrated in adult patients with preserved renal function, together with high fibroblast growth factor 23 (fgf23) and low soluble klotho levels. the latter explained the relative fgf23 hyporesponsiveness in this cohort. evaluating phosphate and bone mineral metabolism in children with adpkd compared with what is known in adult adpkd patients. observational cross-sectional study. multicenter study via ambulatory care in tertiary centers. ninety-two children with adpkd (52 males; mean ¬± standard deviation age, 10.2 ¬± 5.0 years) and 22 healthy controls (hcs, 10 males; mean ¬± standard deviation age, 10.3 ¬± 4.1 years). the predictor was early adpkd stage. bone mineral metabolism and renal phosphate handling were the main outcome measures. performed measurements were serum phosphate, tubular maximum phosphorus reabsorption per glomerular filtration rate, fgf23, soluble klotho, sclerostin, and bone alkaline phosphatase. adpkd children had significantly lower serum phosphate levels compared with hc. low tubular maximum phosphorus reabsorption per glomerular filtration rate was observed in 24% of patients, although not significantly different from hc. serum fgf23 and soluble klotho levels were comparable between patients and hc. in addition, we showed decreased bone alkaline phosphatase levels in adpkd children, suggesting suppressed bone formation. this report demonstrates hypophosphatemia and suppressed bone formation in a pediatric adpkd cohort, with preserved renal function, compared with hc. although fgf23 levels were not different from controls, they should be considered inappropriate, given the concomitant hypophosphatemia. further studies are required to elucidate underlying pathophysiology and potential clinical consequences.',\n", + " \"sleep disturbances are common in patients with parkinson's disease (pd). we aimed to evaluate prevalence and severity of nighttime sleep disturbances in italian pd patients and to validate the italian version of the parkinson's disease sleep scale. a total of 221 pd patients and 57 healthy controls participated in a cross-sectional study with retest. pdss, epworth sleepiness scale (ess), hamilton depression rating scale, unified parkinson's disease rating scale (updrs), and hoehn and yahr staging were applied. pdss total and individual items scores from patients were significantly lower than those in controls. internal consistency of pdss scale was satisfactory and intraclass correlation coefficient for test-retest reliability was 0.96 for total pdss score. a significant negative correlation was found between total pdss and ess scores, and between total pdss and hdrs scores. pdss scores were also related to updrs sections ii, iii and iv, and h&y stage. pdss and ess scores were not related to levodopa equivalent dose. daytime sleepiness, depressive symptoms and disease severity correlate with sleep disturbances in italian pd patients. the pdss is a valid and reliable tool to evaluate sleep disturbances in italian patients.\",\n", + " 'patients with cholestatic liver function tests and histological features of primary sclerosing cholangitis (psc) but without the typical cholangiographic changes are considered to have small-duct psc. the incidence of small-duct psc and the natural history still is not known. we performed a retrospective search for patients diagnosed with small-duct psc between january 1997 and december 2003. the diagnosis of small-duct psc was based on biochemical features of chronic cholestasis, liver biopsy findings consistent with psc, and a normal cholangiogram on endoscopic retrograde cholangiography. six patients fulfilled the diagnostic criteria for small-duct psc. all patients received medical therapy. after a mean follow-up time of 26.0 +/- 29.8 months (range, 7-84 months), all patients are alive. repeated liver biopsy was performed in one patient, 58 months after the initial one, and disclosed amelioration of histological findings (reduction in the ludwig fibrosis score from 4 to 2). during follow-up symptoms disappeared in all patients who were symptomatic at diagnosis; none of those who were asymptomatic at diagnosis developed symptoms. at the time of last follow-up all patients showed significant improvement of their biochemical variables compared to baseline. administration of aminosalicylates seemed to be of benefit irrespective of the presence of inflammatory bowel disease. no patients underwent liver transplantation or developed cholangiocarcinoma. even though our study included a low number of patients and the follow-up time was relatively short, we can suggest that small-duct psc rarely progresses to large-duct psc and does not seem to be associated with development of cholangiocarcinoma. it thus seems to represent a separate entity with a favorable prognosis.',\n", + " 'the natural history of cervical dystonia (spasmodic torticollis) was investigated in a population-based study in rochester, minnesota. eleven new cases were identified with onset during the 20-year period 1960-1979. the overall incidence rate was 1.2 per 100,000 person-years (95% confidence interval 0.5-1.9) with a female:male ratio of age-adjusted incidence rates of 3.6:1. a unitary etiology was not apparent: injury antedated onset in four of the 11 patients, whereas six had documented thyroid disease and four had diabetes. a family history of movement disorder was recorded for only one subject. only one of the cases would have been classified as moderate in severity; the others were mild. in follow-up through 1993, progressive disability was noted in only two patients, and two others went into remission. three cases of intracranial aneurysm were confirmed, two of which produced fatal subarachnoid hemorrahage. a third death was due to amyotrophic lateral sclerosis.',\n", + " 'hereditary (attrv) and wild-type (attrwt) transthyretin amyloidosis are severe and fatal systemic diseases, characterised by amyloid fibrillar accumulation principally in the heart or peripheral nerves (or both). since 2012, tafamidis has been used in france to treat patients with attrv with neuropathy (alone or combined with cardiomyopathy). recently, the phase iii attr-act trial showed that tafamidis decreased the relative risk of mortality in attr amyloidosis with cardiomyopathy. the aims of this study were to assess the clinical characteristics of attr amyloidosis in a real-life population in comparison to the population included in the attr-act trial and to assess the impact of tafamidis treatment on major cardiovascular outcome (mco)-free survival time without cardiac decompensation, heart transplant, or death. from june 2008 to november 2018, 648 patients with attr amyloidosis (423 attrwt and 225 attrv) consecutively referred to the french referral center for cardiac amyloidosis were included. a total of 467 (72%) patients matched the inclusion criteria of the attr-act trial. for the 631 patients with cardiomyopathy, tafamidis treatment was associated with a longer median mco-free survival time (n¬†=¬†98): 1565 (1010-2400) days vs. 771 (686-895) days without treatment (log-rank p‚äâ<‚äâ0.001). this association was confirmed after considering confounding factors (age at inclusion, n-terminal pro-b-type natriuretic peptide and amyloidosis type) with a propensity score (hazard ratio 0.546; p¬†=¬†0.0132). in a large cohort of attrwt and attrv patients, representative of the inclusion criteria of the attr-act trial, the present results show an association between tafamidis treatment and a lower occurrence of cardiovascular outcomes in a real-life population.',\n", + " 'to determine the outcome of congenital lung abnormalities, data were collected retrospectively between january 1991 and december 1996 on any foetus found to have a lung lesion on antenatal ultrasound. a total of 23 foetuses had lung lesions on antenatal ultrasound. in two foetuses the antenatal ultrasound showed bilateral enlarged \"bright\" echogenic lungs with evidence of hydrops. both pregnancies were terminated and tracheal atresia was confirmed. in 15 foetuses the antenatal ultrasound appearance was of a unilateral \"bright\" echogenic lung. there was one case of bronchial atresia and two cases of congenital lobar emphysema, which all had surgery. in nine cases there was a reduction in the size of the lesion on serial antenatal ultrasounds and no lesion was detected after birth. in three cases a small lesion was present after birth on chest radiography. in six foetuses the antenatal ultrasound appearance was of unilateral cystic or mixed cystic and echogenic lung lesions. two pregnancies were terminated; both had congenital cystic adenomatoid malformation. four pregnancies were continued and three infants had surgery soon after birth and were confirmed to have had congenital cystic adenomatoid malformation. one infant has been managed conservatively. in conclusion, a definitive diagnosis cannot usually be made antenatally. a large lesion on initial scan does not necessarily predict a poor outcome. the natural history of small asymptomatic postnatal lesions is unknown and a long-term prospective study is needed to determine the outcome of these lesions.',\n", + " 'there is limited data on the natural history of takotsubo (stress-induced) cardiomyopathy in south-east asian patients. we aim to evaluate the clinical characteristics, predisposing factors and outcomes of patients diagnosed with takotsubo cardiomyopathy in our region. from january 2010 to march 2017, 98 patients were diagnosed with takotsubo cardiomyopathy in our institution. data were collected retrospectively on baseline clinical characteristics, presenting symptoms, precipitating factors, clinical investigations and in-hospital clinical outcomes. 82% of the patients were female. an antecedent physical stressor was more common than emotional trigger with 35% of patients having no identifiable stressor. the most common presenting symptoms were chest pain (53.1%), dyspnea (45%) and diaphoresis (18.5%).the apical variant (89%) was the most common form of takotsubo cardiomyopathy followed by the mid-ventricular type (5.1%). the mean left ventricular ejection fraction was 35‚äø¬±‚äø11%.in-hospital mortality due to cardiovascular causes was 4.1%. 38% of patients developed in-hospital complications. by multi-variable analysis, lower left ventricular function was an independent predictor of in-hospital complication. south-east asian patients with takotsubo cardiomyopathy are characterised by female predominance, higher incidence of physical triggers and low cardiovascular mortality. lower left ventricular function was an independent predictor of adverse outcomes.',\n", + " 'although plasma leakage is the major cause of mortality and morbidity in patients with dengue hemorrhagic fever (dhf), a detailed assessment of the natural course of this process is still lacking. we employed serial ultrasound examination to delineate the locations and the timing of plasma leakage and to evaluate the usefulness of ultrasound in detecting plasma leakage in dhf. daily ultrasound examinations of the abdomen and right thorax were performed in 158 suspected dengue cases to detect ascites, thickened gall bladder wall and pleural effusions. cases were classified into dengue fever (df), dhf or other febrile illness (ofi) based on serology and evidence of plasma leakage including hemoconcentration and pleural effusion detected by chest radiograph. ultrasonographic evidence of plasma leakage was detected in dhf cases starting from 2 days before defervescence and was detected in some cases within 3 days after fever onset. pleural effusion was the most common ultrasonographic sign of plasma leakage (62% of dhf cases one day after defervescence). thickening of the gallbladder wall and ascites were detected less frequently (43% and 52% of dhf cases respectively) and resolved more rapidly than pleural effusions. the size of pleural effusions, ascites and gall bladder wall thickness in dhf grade i and ii were smaller than those of grade iii patients. ultrasound detected plasma leakage in 12 of 17 dhf cases who did not meet the criteria for significant hemoconcentration. ultrasound examinations detected plasma leakage in multiple body compartments around the time of defervescence. ultrasonographic signs of plasma leakage were detectable before changes in hematocrits. ultrasound is a useful tool for detecting plasma leakage in dengue infection.',\n", + " 'oculomotor abnormalities are common in the spinocerebellar ataxias (scas). in studies of scas 1, 2, 3, and 6, eye movement abnormalities correlate with disease severity. oculomotor abnormalities may be the sole motor manifestation of early and/or premanifest disease; however, not all ataxia rating scales include oculomotor assessment. we sought to identify the prevalence and characteristics of oculomotor abnormalities at first presentation in a large sca cohort, including those in earlier stages of disease. we performed a retrospective assessment of initial clinical examinations of sca patients followed in the massachusetts general hospital ataxia unit and assessed with the brief ataxia rating scale (bars). one hundred thirty-four sca patients were assessed: 17 sca1, 13 sca2, 55 sca3, 2 sca5, 22 sca6, 11 sca7, 9 sca8, and 5 sca17, mainly in the early stages of disease (67.2% stage 0-1). oculomotor abnormalities were present on initial assessment in 94.8%, including 7/9 stage 0 and 77/81 stage 1 patients. stage 0/1 patients had frequent saccadic intrusions, nystagmus, and hypo/hypermetric saccades. saccadic slowing was present even in early stage sca7 and sca2, eventually leading to ophthalmoplegia. the burden of oculomotor abnormalities correlated with disease stage, duration, and severity, remaining highly significant even when controlling for age. the ubiquitous presence of oculomotor abnormalities in the scas, particularly early in the course, underscores the importance of oculomotor assessment in ataxia rating scales such as bars. these findings highlight the potential for quantitative physiological oculomotor measures as clinical biomarkers in natural history studies and clinical trials.',\n", + " 'to determine whether earlier treatment using ablation of the avascular retina in high-risk prethreshold retinopathy of prematurity (rop) results in improved grating visual acuity and retinal structural outcomes compared with conventional treatment. infants with bilateral high-risk prethreshold rop (n = 317) had one eye randomized to early treatment with the fellow eye managed conventionally (control eye). in asymmetric cases (n = 84), the eye with high-risk prethreshold rop was randomized to early treatment or conventional management. high risk was determined using a model based on the multicenter trial of cryotherapy for retinopathy of prematurity natural history cohort. at a corrected age of 9 months, visual acuity was assessed by masked testers using the teller acuity card procedure. at corrected ages of 6 and 9 months, eyes were examined for structural outcome. outcomes for the 2 treatment groups of eyes were compared using chi2 analysis, combining data for bilateral and asymmetric cases. grating acuity results showed a reduction in unfavorable visual acuity outcomes with earlier treatment, from 19.5% to 14.5% (p =.01). unfavorable structural outcomes were reduced from 15.6% to 9.1% (p<.001) at 9 months. further analysis supported retinal ablative therapy for eyes with type 1 rop, defined as zone i, any stage rop with plus disease (a degree of dilation and tortuosity of the posterior retinal blood vessels meeting or exceeding that of a standard photograph); zone i, stage 3 rop without plus disease; or zone ii, stage 2 or 3 rop with plus disease. the analysis supported a wait-and-watch approach to type 2 rop, defined as zone i, stage 1 or 2 rop without plus disease or zone ii, stage 3 rop without plus disease. these eyes should be considered for treatment only if they progress to type 1 or threshold rop. early treatment of high-risk prethreshold rop significantly reduced unfavorable outcomes to a clinically important degree. additional analyses led to modified recommendations for the use of peripheral retinal ablation in eyes with rop. long-term follow-up is being conducted to learn whether the benefits noted in the first year after birth will persist into childhood.',\n", + " 'cognitive testing was repeated at intervals ranging from 1 to 8 years in 47 adult patients with temporal lobe epilepsy (tle). each patient underwent standardized batteries, including the wechsler adult intelligence scale, revised (wais-r), and wechsler memory scale (wms). both surgically treated and nonsurgical patients were examined. the nonsurgical group underwent serial testing for clinical indications, usually for complaints of memory dysfunction. longitudinal testing could not verify any mean deterioration of intellect or memory in this group; variance over time was similar to test-retest norms in healthy controls. wais-r scores before and after resection in the surgical group were similar to our serial wais-r data in nonsurgical patients. when we divided surgical patients according to side of epileptogenesis, we noted the expected differences in verbal and visual memory. right-sided surgery patients improved significantly in full-scale iq (fsiq) and tended to improve in logical memory on postoperative testing. patients undergoing left resections had no retest improvement and tended to show decrease in several measures of verbal memory. our findings should stimulate continued investigation into the natural history of lateralized memory and intellectual function in epilepsy, particularly to clarify long-term cognitive outcome in nonsurgical patients.',\n", + " \"most leiomyomas are located in the uterus. leiomyomas are rarely found outside the uterus and classified as leiomyoma beyond the uterus (lbu). this group consists of disseminated peritoneal leiomyomatosis, benign metastasizing leiomyoma, intravenous leiomyomatosis, parasite leiomyoma located in the broad ligament and retroperitoneal space. the descriptions of the patients who suffer from these types of leiomyomas are presented mainly in case reports. a 34-year-old multiparous woman was operated on multiple recurrent uterine leiomyoma in parametrium. at one time, 32 leiomyomas were removed. thirteen months following it, in next laparotomy, 132 leiomyomas were excised. histologically, both were intravenous leiomyomas (ivls). in follow-up, computed tomography (ct) and magnetic resonance imaging scans were performed to look for next recurrent leiomyoma. accidentally, the mass was found in inferior vena cava which was diagnosed as intravenous vena cava leiomyoma. the mass was removed and the final diagnosis of intravenous myoma was confirmed in histopathology. ct scan performed 3 months after the surgery for leiomyoma in vena cava revealed no pathology. next 10 months' follow-up was uneventful. the recurrent multiple uterine leiomyoma precede lbu. the uterine leiomyoma spreads intravenously route to parametria as parasite leiomyoma, then to vena cava. it has to be taken into account in follow-up.\",\n", + " 'raine syndrome (rs) is a rare autosomal recessive disorder caused by biallelic loss-of-function mutations of fam20c. the most common clinical features are microcephaly, exophthalmos, hypoplastic nose and severe midface hypoplasia, leading to choanal atresia. the radiological findings include generalized osteosclerosis and brain calcifications. rs is usually lethal during the neonatal period due to severe respiratory distress. however, there exists a non-lethal rs form, the phenotype of which is extremely heterogeneous. there is paucity of data about clinical course and life expectancy of these patients. this is the first description of follow-up features of non-lethal rs patients. moreover, we present three unpublished cases. there are five asian and two arab patients. all were born to consanguineous parents. the most common neonatal comorbidity was respiratory distress secondary to choanal atresia. a variable degree of neurodevelopmental delay was seen in the majority of our cases and seizures and hearing or vision involvement were also frequent. neurological and orthopedic issues were the most frequent complications seen at follow-up in our group. persistent hypophosphatemic rickets was the most striking endocrinological manifestation, which was scarcely responsive to therapy with phosphate salts and alfacalcidol. life expectancy of our patients goes beyond childhood, with the oldest of those described being 18‚äâyears old at present. manifestations of rs in those surviving the neonatal period are being increasingly recognized. our study supports previous findings and provides clinical and biochemical observations and data from longer follow up. finally, we propose multidisciplinary follow up for patients with non-lethal rs.',\n", + " 'no gold standard has been established as a primary endpoint in trials of initial treatment of chronic graft-versus-host disease (gvhd), and evidence showing the association of any proposed primary endpoint with clinical benefit has not been conclusively demonstrated. to address this gap, we analyzed outcomes in a cohort of 328 patients enrolled in a prospective, multicenter, observational study within 3 months after diagnosis of chronic gvhd. complete and partial response, stable disease, and progressive disease were defined according to the 2014 national institutes of health consensus development conference on criteria for clinical trials in chronic graft-versus-host disease. success was defined as complete or partial response with no secondary systemic treatment or recurrent malignancy at 1 year after enrollment. success was observed in fewer than 20% of the patients. the burden of disease manifestations at 1 year was lower for patients in this category than for those with stable or progressive disease. systemic treatment ended earlier, and subsequent mortality was lower among patients with complete or partial response than among those with stable or progressive disease and those who had received secondary systemic treatment. we conclude that survival with a complete or partial response and no previous secondary systemic treatment or recurrent malignancy at 1 year after initial systemic therapy is associated with clinical benefit, a critical characteristic for consideration as a primary endpoint in a pivotal clinical trial. this prospective observational study was registered at www.clinicaltrials.gov as #nct00637689.',\n", + " 'to determine a detailed clinical and haplotypic variability of the slovenian ush2a patients with homozygous c.11864g>a (p.trp3955ter) nonsense mutation and to develop sensitive, accurate and rapid screening test. ten unrelated homozygous patients with detailed ophthalmological exam were included in our study. the high-resolution melting (hrm) method was developed for fast and reliable detection of the c.11864g>a mutation. the c.11864g>a mutation represents the vast majority of pathogenic alleles in slovenian ush2a-usher syndrome population (84%). the median age of onset of nyctalopia was 16 years and all patients younger than 40 years had hyperautofluorescent rings on fundus autofluorescence imaging. the kaplan meier survival analysis showed a decline of central vision after the age of 40, with 50% patients reaching visual acuity (va) ‚⧠0.05 at the average age of 66 years visual field diameter less than 20¬∞ at the average age of 59 years. there was a relatively large phenotypic variability in the retinal and audiological phenotype. analysis of the p.trp3955ter-homozygous patients revealed four different haplotypes, with the frequency of the most common haplotype ~65%. disease severity did not correlate with the haplotype. according to the natural history of homozygous p.trp3955ter patients any therapy aimed to slow disease progression in these patients would be best started before the age of 40. phenotypic variability suggests the presence of cis and/or trans factors outside the ush2a gene that are able to affect disease severity. high frequency of p.trp3955ter mutation in slovenian ush2a gene pool appears to be initiated from different unrelated founders because of migrations from neighboring populations. the mutation on haplotype 2 seems to be the major founder allele.',\n", + " 'anti-n-methyl-d-aspartate-receptor (nmdar) encephalitis is the most frequent autoimmune encephalitis in pediatric age. this retrospective observational study was aimed at describing the clinical characteristics of the disease in a cohort of children and teenagers. eighteen patients (10 females and 8 males), with a median age of 12.4¬†years at symptom onset were enrolled. the clinical presentation of the disease was marked by neurological manifestations in 13 patients and by severe psychiatric and behavioral symptoms in 5. the symptoms at onset varied according to the age: all the children presented with prominent neurological symptoms, whereas psychiatric symptoms were prominent in teenagers. regardless the age, movement disorders (mds) were distinctive symptoms during the acute stage of the disease. several mds might coexist in a given patient, and persist during sleep. the complexity, and the oddness of mds often challenged their definition and the differential diagnosis with psychiatric manifestations and epileptic seizures. stereotyped motor phenomena were the most typical mds, and were recorded in all patients. among them, perseveration, reproduction of acquired complex motor activities, and orofacial dyskinesia were the most distinctive features. in children, hyperkinetic mds dominate; in teenagers, by contrast, a constellation of symptoms consistent with catatonia was the most frequent syndrome observed. the management of the several symptoms requires their accurate recognition, definition and assessment, and the knowledge of the potential side effects of antiepileptic and psychotropic drugs which could either mimic or worsen symptoms of encephalitis.',\n", + " 'epidemiologic data indicate that people who consume low glycemic index (gi) diets are at reduced risk for the onset and progression of age-related macular degeneration (amd). the authors sought corroboration of this observation in an animal model. five- and 16-month-old c57bl/6 mice were fed high or low gi diets until they were 17 and 23.5 months of age, respectively. retinal lesions were evaluated by transmission electron microscopy, and advanced glycation end products (ages) were evaluated by immunohistochemistry. retinal lesions including basal laminar deposits, loss of basal infoldings, and vacuoles in the retinal pigment epithelium were more prevalent in the 23.5- than in the 17-month-old mice. within each age group, consumption of a high gi diet increased the risk for lesions and the risk for photoreceptor abnormalities and accumulation of ages. consuming high gi diets accelerates the appearance of age-related retinal lesions that precede amd in mice, perhaps by increasing the deposition of toxic ages in the retina. the data support the hypothesis that consuming lower gi diets, or simulation of their effects with nutraceuticals or drugs, may protect against amd. the high gi-fed c57bl/6 mouse is a new model of age-related retinal lesions that precede amd and mimic the early stages of disease and may be useful for drug discovery.',\n", + " 'survivors of hodgkin lymphoma and other patients who receive neck irradiation are at increased risk of thyroid cancer. ultrasonography provides an inexpensive and non-invasive method of thyroid screening, but the clinical significance of thyroid nodules detected by ultrasound screening is uncertain. we reviewed the demographics, clinical characteristics, method of detection, and outcome of patients who developed thyroid nodules after treatment for pediatric hodgkin lymphoma at our institution. one radiologist reviewed all imaging studies. sixty-seven children treated for hodgkin lymphoma from 1962 to 2001 developed thyroid nodules. the study group represented 9,024 person-years of follow-up after the diagnosis of hodgkin lymphoma and 581 person-years after diagnosis of a thyroid nodule. a median of 10.5 years (range, 0.2-24.8 years) elapsed between the diagnoses of hodgkin lymphoma and thyroid nodule(s). all but one patient had received neck irradiation for hodgkin lymphoma, with a median thyroid radiation dose of 35 gy (range, 12-45 gy). thyroid nodules were found to be malignant in seven patients (10%), at a median of 16.2 years (range, 8.4-23.7 years) after diagnosis of hodgkin lymphoma. only one malignancy was found through screening ultrasonography. all patients with thyroid cancer remained disease-free at 0.4-16.2 years of follow-up. thyroid nodules are common in hodgkin lymphoma survivors treated with neck irradiation, but the majority of these lesions have an indolent clinical course and do not undergo malignant transformation. only patients with a palpable mass or clinical symptoms need more extensive evaluation, including doppler-flow ultrasonography and fine-needle aspiration.',\n", + " 'to document the natural history of stuttering by age 4 years, including (1) cumulative incidence of onset, (2) 12-month recovery status, (3) predictors of stuttering onset and recovery, and (4) potential comorbidities. the study cohort was a prospective community-ascertained cohort (the early language in victoria study) from melbourne, australia, of 4-year-old children (n = 1619; recruited at age 8 months) and their mothers. outcome was stuttering onset by age 4 years and recovery within 12 months of onset, defined using concurrent monthly parent and speech pathologist ratings. potential predictors: child gender, birth weight, birth order, prematurity, and twinning; maternal mental health and education; socioeconomic status; and family history of stuttering. potential comorbidities: preonset and concurrent temperament, language, nonverbal cognition, and health-related quality of life. by age 4 years, the cumulative incidence of stuttering onset was 11.2% (95% confidence interval [ci]: 9.7% to 12.8%). higher maternal education (p = .004), male gender (p = .02), and twinning (p = .005) predicted stuttering onset. at outcome, stuttering children had stronger language (mean [sd]: 105.0 [13.0] vs 99.6 [14.6]; mean difference 5.5, 95% ci: 3.1 to 7.8; p < .001) and nonverbal cognition (mean [sd]: 106.5 [11.4] vs 103.9 [13.7], mean difference 2.6, 95% ci: 0.4 to 4.8; p = .02) and better health-related quality of life but were otherwise similar to their nonstuttering peers. only 9 of 142 children (6.3%; 95% ci: 2.9% to 11.7%) recovered within 12 months of onset. although stuttering onset is common in preschoolers, adverse affects are not the norm in the first year after onset.',\n", + " \"the long-term outcome of optic neuritis (on) is heterogeneous, and it appears to vary among different populations. identification of determinants of natural history of on would be helpful in therapeutic planning and prognostication, while relevant investigations in asian patients were less reported. this study aims to clarify whether comorbidities and treatment in on patients are associated with differential risks of subsequent development of multiple sclerosis (ms) or neuromyelitis optica (nmo) in taiwan. we conducted the nationwide population-based cohort study using data from taiwan's national health insurance research database. incident on cases during 2003~2014 were followed until the end of 2015. pediatric and adult sub-cohorts were examined separately. the associations between immune-related comorbidities or treatment and outcomes were analyzed using cox proportional hazards models. a total of 11,923 adult and 1365 pediatric on patients were enrolled. the rates of subsequent development of ms were 2.7% for adult and 3.1% for pediatric on with median follow-up duration of 6.3 and 7.3 years respectively, while 1.2% of pediatric and adult on evolved to nmo. comorbid systemic lupus erythematosus was associated with increased risks of subsequent development of ms in adult (adjusted hazard ratio [ahr], 2.80; 95% ci, 1.04-7.49) and pediatric on patients (ahr, 21.65; 95% ci, 1.29-363.4). adult on patients were at increased risks of nmo if comorbid with myasthenia gravis (ahr, 9.13; 95% ci, 1.20-69.45) or sjogren's syndrome (ahr, 4.71; 95% ci, 1.74-12.76). on could be the sentinel event linking several peripheral autoimmune comorbidities to distinct forms of central nervous system demyelination.\",\n", + " 'tuba1a and tubb2b tubulinopathies are rare neurodevelopmental disorders characterized by cortical and extracortical malformations and heterogenic phenotypes. there is a need for quantitative clinical endpoints that will be beneficial for future diagnostic and therapeutic trials. quantitative natural history modeling¬†of individuals with tuba1a and tubb2b tubulinopathies from clinical reports and database entries of decipher and clinvar. main outcome measures were age at disease onset, survival, and diagnostic delay. phenotypical, neuroradiological, and histopathological features were descriptively illustrated. mean age at disease onset was 4 (tuba1a) and 6 months (tubb2b), respectively. mortality was equally estimated with 7% at 3.2 (tuba1a) and 8.0 years (tubb2b). diagnostic delay was significantly higher in tubb2b (12.3 years) compared with tuba1a tubulinopathy (4.2 years). we delineated the isotype-dependent clinical, neuroradiological, and histopathological phenotype of affected individuals and present brain malformations associated with epilepsy and an unfavorable course of disease. the natural¬†history of¬†tubulinopathies is defined by the genotype and associated brain malformations. defined data on estimated survival, diagnostic delay, and disease characteristics of tuba1a and tubb2b tubulinopathy will help to raise disease awareness and encourage future clinical trials to optimize genetic testing, family counseling, and supportive care.',\n", + " \"a prospective, community-based, observational study of the outcome of surgical and nonoperative management was conducted. the study included 429 patients with carpal tunnel syndrome recruited in physicians' offices throughout maine. patients were assessed at baseline and at 6, 18, and 30 months following presentation using validated scales that measured symptom severity, functional status, and satisfaction. seventy-seven percent of eligible survivors from the original cohort were monitored for 30 months. surgically treated patients demonstrated improvements of 1.2 to 1.6 points on the 5-point symptom severity and functional status scales (23% to 45% improvement in scores), which persisted over the 30-month follow-up period. the nonoperatively managed patients showed little change in clinical status at 6, 18, and 30 months. while workers' compensation recipients had worse outcomes than nonrecipients, 36 of 68 (53%) workers' compensation recipients were completely or very satisfied with the results of the procedure 30 months after surgery. there were no significant differences in outcome between patients treated with endoscopic versus open carpal tunnel release. among worker's compensation recipients, 12 of 68 (18%) surgical patients and 4 of 32 (13%) nonoperatively treated patients remained out of work because of carpal tunnel syndrome at 30 months. thus, carpal tunnel surgery offered excellent symptom relief and functional improvement in this prospective community-based sample, irrespective of the surgical approach, even in workers' compensation recipients. work absence remained high in both surgically and nonoperatively managed workers' compensation recipients.\",\n", + " 'cavernous angiomas are well-circumscribed cerebrovascular malformations whose natural history is poorly understood. we reviewed 5,000 cranial mri reports of studies performed between 1986 and 1993 and retrospectively evaluated the histories and imaging studies of 29 patients whose lesions were suggestive of cavernous angiomas. patients ranged from 3 to 66 years and 27 were of hispanic origin. the number of malformations per patient ranged from one to 30, and 24 patients had more than one lesion. in our series, the number of lesions per patient increased at a rate of one lesion per decade of age, but the mean size of the lesions was smaller with advancing decade (p < 0.05). all patients had mri evidence of old or recent hemorrhage confined only to the malformation and adjacent brain. in only one patient was it deemed necessary to remove the malformation. two excluded patients with typical lesions on mri had small arteriovenous malformations found at surgery. thus, mri or ct cannot identify cavernous angiomas with certainty. this study supports studies that propose that cavernous angioma-like lesions, as identified by mri or ct, are more common in hispanics. it is possible that patients may not be born with mri-identifiable malformations, but with advancing age the malformations become mri-visible through malformation growth, hemorrhage, or both. the declining size by decade favors hemorrhage rather than growth. cavernous angiomas may be more benign than previously thought.',\n", + " 'spinal and bulbar muscular atrophy (sbma) is a slowly progressive disease with weakness of bulbar and extremity muscles. there is no curative treatment for the disease, but several clinical trials have been conducted over the past years. the results from these trials have uncovered a great need to develop quantitative, reliable outcome measures. in this study, we prospectively investigated disease progression over 18 months in 29 patients with genetically confirmed sbma, using quantitative outcome measures, including dixon magnetic resonance imaging (mri). we used mri to assess changes in muscle fat content and stationary dynamometry to assess changes in muscle strength. disease progression was also investigated with the sbma functional rating scale, bulbar rating scale, 6-minute walk test, and blood samples, among others. mean muscle fat content, muscle strength in knee extensors, handgrip strength, walking distance, and creatinine levels changed significantly. mean muscle fat content increased by 2‚ä⬱‚äâ1.25%, and knee extension strength decreased from 83‚ä⬱‚äâ60 to 76‚ä⬱‚äâ56nm, handgrip strength from 31‚ä⬱‚äâ13 to 29‚ä⬱‚äâ13kg, walking distance from 362‚ä⬱‚äâ216 to 336‚ä⬱‚äâ219m, and creatinine level from 58‚ä⬱‚äâ21 to 54‚ä⬱‚äâ20‚ä✺mol/l. functional rating scores did not change. the present study demonstrates a slow and steady disease progression in sbma. dixon mri detected increases in muscle fat content in all investigated muscles and is therefore a suitable candidate for an outcome measure in natural history or treatment studies in sbma. the 6-minute walk test and handgrip strength also seem to be reliable outcome measures for sbma. ann neurol 2018;84:762-773.',\n", + " 'we evaluated the natural history of median nerve sensory conduction, hand/wrist symptoms, and carpal tunnel syndrome (cts) in an 11-year longitudinal study of 289 workers from four industries. twenty hands which had carpal tunnel release surgery were excluded, leaving 558 hands for the primary study group. overall, the trend was for mean sensory latencies and prevalence of slowing to increase, the prevalence of symptoms to decrease, and the prevalence of cts to remain unchanged. among individual hands, nerve conduction abnormalities tended to persist (82% 11-year persistence), while symptoms fluctuated widely (13% 11-year persistence). there was a strong, direct linear correlation between initial severity of slowing and subsequent development of cts; however, most workers who developed de novo slowing did not develop symptoms or cts. we conclude that changes in conduction status of the median nerve occur naturally with increasing age and do not necessarily lead to symptoms and cts.',\n", + " 'to gather natural history data to better understand the changing course of type 2 gaucher disease (gd2) in order to guide future interventional protocols. a structured interview was conducted with parents of living or deceased patients with gd2. retrospective information obtained included disease presentation, progression, medical and surgical history, medications, family history, management, complications, and cause of death, as well as the impact of disease on families. data from 23 patients were analyzed (20 deceased and 3 living), showing a mean age at death of 19.2 months, ranging from 3 to 55 months. fourteen patients were treated with enzyme replacement therapy, 2 were treated with substrate reduction therapy, and 3 underwent bone marrow transplantation. five patients received ambroxol and one was on n-acetylcysteine, both considered experimental treatments. fifteen patients had gastrostomy tubes placed; 10 underwent tracheostomies. neurologic disease manifestations included choking episodes, myoclonic jerks, autonomic dysfunction, apnea, seizures, and diminished blinking, all of which worsened as disease progressed. current available therapies appear to prolong life but do not alter neurologic manifestations. despite aggressive therapeutic interventions, gd2 remains a progressive disorder with a devastating prognosis that may benefit from new treatment approaches.',\n", + " 'x-linked alport syndrome (xlas) is a hereditary disease characterized by progressive nephritis, hearing loss, and ocular abnormalities. affected male patients usually progress to end-stage renal disease in early or middle adulthood, and disease severity is strongly correlated with genotype. however, the clinical course in female patients has rarely been reported. we conducted a retrospective analysis of females with genetically proven xlas (n = 275) and their affected female family members (n = 61) from 179 japanese families. patients suspected to have alport syndrome from pathologic findings or a family history who were referred from anywhere in japan for genetic diagnosis between 2006-2015 were included in this study. clinical and laboratory data were collected from medical records at the time of registration for genetic analysis. proteinuria was detected in 175 genetically proven patients (72.6%), and the median age for developing proteinuria was 7.0 years. fifty-two of 336 patients developed end-stage renal disease with a median renal survival age of 65.0 years. no obvious genotype-phenotype correlation was observed. additionally, targeted sequencing for podocyte-related genes in patients with severe phenotypes revealed no obvious variants considered to be modifier genes except for 1 patient with a col4a3 gene variant. this study revealed that phenotypes in female xlas patients may be severe, but genotype does not help to predict the disease severity. clinicians must therefore pay careful attention to the clinical course and appropriate treatment in females with xlas.',\n", + " 'multifocal atrial tachycardias confer an adverse prognosis in hospitalized patients. we assessed the prognostic impact of multifocal atrial rhythms (mars-either chaotic atrial rhythm or multifocal atrial tachycardia/bradycardia) in very elderly outpatients. one hundred ten subjects aged 60-74 years, 112 aged 75-89 years, and 61 over 90 years old, were enrolled and prospectively evaluated. several demographic and clinical characteristic were recorded in all individuals. a high prevalence of mars was detected in the study population (namely, 6%), which in subjects >90 years was even higher (15%). individuals with mars were older, more often female and less active. in multivariate analysis, independent predictors of mars were age (or = 1.07, 95% ci: 1.02-1.13, p = 0.01) and female sex (or = 4.77, 95% ci: 1.23-18.48, p = 0.02). the mortality rate during the follow-up period was 8.4% without differences between age groups (p = 0.209). in particular, mortality rate was 6% in individuals with mars and 9% in those without (p = 0.72). mortality was associated with age (or 1.07, 95% ci: 1.02-1.12, p = 0.005) and history of cardiovascular disease at baseline (or 4.57, 95% ci: 1.87-11.2 p = 0.001). contrary to hospitalized individuals with multifocal atrial tachycardias, mars were not associated with increased mortality in elderly outpatients in this study.',\n", + " 'this was a single center, retrospective observational study. to investigate-in a cancer population-the prevalence and hallmarks of intravertebral enhancement (ive) detected on contrast-enhanced ct. intravertebral enhancements secondary to iodinated contrast stagnation have been described. cancer patients have an increased risk of perivertebral venous thrombosis or stenosis secondary to several risk factors (cancer or drug induced hypercoagulability, deterioration of venous flow linked to catheter insertion, prolonged immobilization). in case of a high density lesion identified on ct, the diagnostic choice between metastasis and contrast media within bone marrow vessels may be an issue, especially as oncologic follow-up ct scans are usually performed with contrast medium injection. 2572 contrast-enhanced body ct scans performed in cancer patients over 3 months in the medical imaging department of a university hospital were retrospectively reviewed. ive was sought when paravertebral venous collateral circulation was detected and bone metastasis ruled out and classified as linear or nodular. their locations within vertebra, their relation to the injection side and the predominant collateral venous network side were evaluated. sixty-seven (2.8%) patients had a collateral paravertebral venous system and among them 21 had ive (37%). there were 208 ive locations involving 75 vertebrae. 199 ive were linear-shaped (95.7%) and 9 nodular-shaped (4.3%). 80.8% were located between c6 and t4. 88.9% were localized in the vertebral body. 73.1% were located medially or ipsilateral to the injection side. intravertebral enhancement is found in 37% of the patients with paraspinal collateral venous circulation when a ct scan is performed for cancer. the ipsilateral or medial position of the ive relative to the injection side and the side of the dominant perivertebral venous system, and the possibility of connecting the ive to a paravertebral vein may be in favor of vascular opacification.',\n", + " \"pain is a common problem in people with dementia, however the exact prevalence of pain in dementia subtypes, e.g. alzheimer's disease (ad), vascular dementia (vad), frontotemporal dementia (ftd) and dementia with lewy bodies (dlb), is unknown, as is the relation between pain and the different subtypes of dementia. in this study, the prevalence of pain in people with dementia will be investigated per dementia subtype and the relationship between the various subtypes of dementia and the presence of specific types of pain (i.e. musculoskeletal pain, neuropathic pain and orofacial pain) will be examined. secondly, associations between various types of pain, cognitive functioning, neuropsychiatric symptoms and quality of life in people with dementia will be examined. a third purpose is to study the value of the assessment of autonomic responses in assessing pain in people with dementia. finally, the effect of feedback to the attending physician on the presence of pain, based on examination by investigators with backgrounds in neuropsychology, geriatric dentistry and elderly care medicine, will be evaluated. a cross-sectional, partially longitudinal observational study in 400 participants with dementia, aged 60¬†years and older. participants will be recruited from an outpatient memory clinic and dementia special care units. all participants will be examined by an elderly care medicine trainee, a dentist with experience in geriatric dentistry, and a neuropsychologist. the primary outcome is presence of pain. secondary outcomes will include oral health, autonomic responses to pain stimulus, vital sensibility and gnostic sensibility, musculoskeletal examination, cognitive functioning, neuropsychiatric symptoms, and quality of life. this study will help to enhance our knowledge regarding the prevalence of different types of pain in different dementia subtypes i.e. ad, vad, ftd and dlb. this study also aims to contribute to a better understanding of oral health status in people with dementia, the use of autonomic responses in the assessment of pain in people with dementia and the relationships between pain and cognitive symptoms, neuropsychiatric symptoms and quality of life in people with various dementia subtypes and in different stages of the disease.\",\n", + " 'von hippel lindau (vhl) disease is a syndrome that is defined by variety of tumours such as cerebellar haemangioblastomas, renal cell carcinomas, phaeochromocytomas, pancreatic adenomas and ear, nose and throat (ent) adenomas. this disease is often genetic and inherited in an autosomal dominant fashion, and can present in childhood, adolescence or adult life. this study describes the presentation, natural history and manifestations of patients attending our institutions with this condition. we aim to highlight the importance of screening in diagnosing the manifestations of vhl. a retrospective review was performed on all patients diagnosed with vhl and coded as such by the national hospital inpatient enquiry scheme at beaumont hospital dublin and cork university hospital. this was performed over a 20 years period between 1989 and 2009. age, sex, mode of presentation, presence or absence of end stage kidney disease and genotype were documented. presence or absence of the characteristic tumours of vhl was also recorded, as were the initial presenting features of these tumours. thirty-six patients were diagnosed with vhl. these patients ranged from 18 to 78 years old. three patients were members of the irish travelling community. the most frequent mode of presentation was altered neurological signs (40%), with a significant proportion presenting with haematuria (23%). patients diagnosed prior to 1995 were more likely to have presented with significant complications of vhl, while those diagnosed after this time were more likely to have been diagnosed via screening. genetic testing was performed on 17 patients; those who did not have genetic testing performed were more likely to have been diagnosed prior to the era of genetic testing. thirty-one patients had received screening for complications of vhl including renal cell carcinomas, central nervous system (cns) haemangioblastomas and phaeochromocytomas. the patients who did not receive any screening presented with neurological symptoms. beaumont hospital dublin and cork university hospital are tertiary referral centres for nephrology, urology and neurosurgery and deals with a significant proportion of patients diagnosed with vhl in ireland. this study highlights the significant burden of this illness and emphasizes the importance of screening for these renal/cns and ent complications. this study also highlights the importance of family screening in diagnosing this condition.',\n", + " 'synovial sarcoma is a high-grade tumor that is associated with poor prognosis. previous studies analyzing prognostic factors are limited because of inclusion of heterogeneous cohorts of patients with nonextremity and recurrent tumors. the objective of this study was to determine independent prognostic factors of primary synovial sarcoma localized to the extremity. between july 1, 1982, and june 30, 1996, 112 patients underwent surgical resection for cure at our institution and then were followed-up prospectively. clinical and pathologic factors examined for prognostic value included age, sex, tumor site and location, depth, size, microscopic status of surgical margins, invasion of bone or neurovascular structures, and monophasic or biphasic histology. the end points analyzed were the time to first local recurrence that was not preceded by a distant recurrence, time to any distant recurrence, and time to disease-related mortality. these end points were modeled using the method of kaplan and meier and analyzed by the log-rank test and cox regression. the median duration of follow-up among survivors in this cohort of 112 patients was 72 months. the 5-year local-recurrence, distant-recurrence, and mortality rates were 12%, 39%, and 25%, respectively. tumor size > or = 5 cm (p =.001; relative risk [rr] = 2. 7; 95% confidence interval [ci], 1.5 to 5.2) and the presence of bone or neurovascular invasion (p =.04; rr = 2.3; 95% ci, 1.0 to 5. 3) were independent adverse predictors of distant recurrence. tumor size > or= 5 cm (p =.003; rr = 2.3; 95% ci, 1.4 to 6.3) and the presence of bone or neurovascular invasion (p =.03; rr = 2.7; 95% ci, 1.0 to 6.5) were also independent adverse predictors of mortality. the natural history of primary synovial sarcoma of the extremity is related to tumor size and invasion of bone and neurovascular structures.',\n", + " 'prader-willi syndrome (pws) is characterized by temper tantrums, impulsivity, mood fluctuations, difficulty with change in routine, skinpicking, stubbornness and aggression. many studies on behavior in pws are limited by sample size, age range, a lack of genetically confirmed diagnosis of pws and inconsistent assessment of behavior. the aim of this study was to explore systematically the relation between behavioral problems and age groups, genetic subtypes and bmi categories in an adult pws population. participants were contacted via the dutch prader-willi parent association and through physicians specialized in persons with id. behaviors were studied using the developmental behavior checklist for adults (dbc-a). the forms were completed by the main caregivers of 98 adults with a genetically confirmed diagnosis of pws. differences between age groups were statistically significant (anova, p=0.03). dbc-a total scores were higher in the consecutive age groups, with the most behavioral problems in the oldest age groups. differences between genetic subtypes were also statistically significant (anova, p<0.01). persons with mupd had higher total scores on the dbc-a than persons with a deletion. those with a type i deletion showed higher total dbc-a scores than persons with a type ii deletion. there were no statistically significant differences in dbc-a total scores between the different bmi categories. individuals with a bmi<25 had higher scores on the self-absorbed subscale compared to persons with a bmi between 25 and 30. unlike previous descriptions of the behavioral phenotype in adults with pws, we did not find a reduction in behavioral problems in older adults. therefore, special attention should be paid to behavioral problems as part of general management of adults with pws. longitudinal studies are warranted to gain more insight into the natural history and course of behavioral problems in adults and older people with pws over the long term and possible risk and preventive factors.',\n", + " 'the autosomal recessive form of polycystic kidney disease (arpkd) is generally considered an infantile disorder with the typical presentation of greatly enlarged echogenic kidneys detected in utero or within the neonatal period, often resulting in neonatal demise. however, there is an increasing realization that survivors often thrive into adulthood with complications of the ductal plate malformation, manifesting as congenital hepatic fibrosis and caroli disease, becoming prominent. previous natural history studies have concentrated almost exclusively on the infantile presenting group. however, developments in understanding the genetic basis of arpkd, through identification of the disease gene, pkhd1, have allowed exploration of the etiology in patients with arpkd-like disease or congenital hepatic fibrosis presenting later in childhood or as adults. in the current study we retrospectively reviewed the clinical records, and where possible performed pkhd1 mutation screening, in patients diagnosed with arpkd or congenital hepatic fibrosis at the mayo clinic, rochester, mn, from 1961 to 2004. of a total of 133 cases reviewed, 65 were considered to meet the diagnostic criteria with an average duration of follow-up of 8.6 +/- 6.4 years. fifty-five cases had arpkd and 10 had isolated congenital hepatic fibrosis with no or minimal renal involvement. the patients were analyzed as 3 groups categorized by the age at diagnosis; <1 years (n = 22), 1-20 years (n = 23), and >20 years (n = 20). the presenting feature in the neonates was typically associated with renal enlargement, but in the older groups, more often involved manifestations of liver disease, including hepatosplenomegaly, hypersplenism, variceal bleeding, and cholangitis. during follow-up, 22 patients had renal insufficiency and 8 developed end-stage renal disease (esrd), most from the neonatal group. liver disease was evident on follow-up in all diagnostic groups but particularly prevalent in those diagnosed later in life. a total of 12 patients died, 6 in the neonatal period, but 86% of patients were alive at 40 years of age. the likelihood of being alive without esrd differed significantly between the diagnostic groups with 36%, 80%, and 88% survival in the 3 diagnostic groups, respectively, 20 years after the diagnosis. considerable evidence of intrafamilial phenotype variability was observed. mutation analysis was performed in 31 families and at least 1 mutation was detected in 25 (81%), with 76% of mutant alleles detected in those cases. consistent with the relatively mild disease manifestations in this population, the majority of changes were missense (79%) and no case had 2 truncating changes. mutations were detected in all diagnostic groups, indicating that congenital hepatic fibrosis with minimal kidney involvement can result from pkhd1 mutation. the finding of 6 cases with no detected mutations may represent missed mutations or possible evidence of genetic heterogeneity. the current study indicates a broadened spectrum for the arpkd phenotype and that later presenting cases with predominant liver disease should be considered part of arpkd.',\n", + " 'immunoglobulin m (igm)-related light chain (al) amyloidosis, which accounts for 6% to 10% of all al amyloidosis cases, is a rare and poorly studied clinical entity. its natural history and management is not clearly defined. prognostic and response criteria for al amyloidosis in general have not been validated in this population. we retrospectively gathered data for 250 patients diagnosed with igm al amyloidosis from three european amyloidosis centers. clinical features, hematologic response, and overall survival (os) were analyzed. the current staging and response criteria in non-igm al amyloidosis was applied to this series to assess its utility in this patient cohort. patients with igm al amyloidosis have a significant igm paraprotein (median, 10 g/l), less frequent lambda light chain isotype, and evaluable difference between involved and uninvolved free light chains (dflcs; > 50 mg/l) in only two thirds of patients. bone marrow showed clear non-hodgkin lymphoma as the underlying disorder in 54% of patients. cardiac involvement (45%) is less common but there is more frequent lymph node (20%) and neuropathic (28%) involvement compared with non-igm al. fifty-seven percent of patients achieved a hematologic response (14% very good partial response/complete response [vgpr/cr]), with median os not reached for patients achieving vgpr/cr, 64 months for pr, and 28 months for nonresponders (p < .001). on multivariate analysis, cardiac involvement, advanced mayo disease stage, neuropathic involvement, and liver involvement were independent factors that had an impact on survival. combining abnormal n-terminal pro-brain natriuretic peptide (nt-probnp) and troponin t with liver involvement and the presence of neuropathy gives a better risk model: median os of patients with none, one, or two or more abnormal factors was 90, 33, and 16 months, respectively. igm al amyloidosis is a distinct clinical entity. low-risk disease can be defined by combining cardiac involvement with novel prognostic markers. deeper hematologic responses translate into improved outcomes, yet deep responses remain dismally poor, which highlights the urgent need for novel therapies.',\n", + " 'to assess macrophage activation syndrome (mas) in septic shock leading to multiorgan dysfunction syndrome (mods). a prospective observational study was conducted at a tertiary care hospital to evaluate the mas criteria in different stages of sepsis. children aged 6 months to 12 years in different stages of septic shock were recruited. the paediatric rheumatology international trials organisation collaborative initiative (printo) criteria of mas were applied initially at the stage of septic shock and subsequently at the stage of mods (mods cohort) or following recovery from septic shock without going through mods (non-mods cohort). a total of 127 subjects were studied, with 53 comprising the mods cohort and the rest 74 the non-mods cohort. at the initial assessment, a comparable proportion of subjects in the mods and non-mods groups satisfied the mas criteria (20.75% and 25.68%, respectively; p=0.529). however, by the time of progression to mods, 81.13% of the subjects satisfied the mas criteria in the mods group, whereas only 16.18% subjects in the non-mods group continued to satisfy the mas criteria (p<0.001). thus, there was a definite increase in the proportion of subjects showing mas by the time they progressed to multiorgan dysfunction (p<0.001). in contrast, the proportion declined significantly (25.68% to 16.18%; p=0.008) in the subjects who had recovered. the findings bear out the hypothesis that mods in sepsis is a reflection of mas secondary to sepsis. however, studies in larger cohorts are needed to validate these findings and explore the therapeutic implications.',\n", + " 'pulmonary nocardiosis is a rare but severe infection caused by nocardia species. this study aimed at describing the clinical characteristics and prognosis of pulmonary nocardiosis. an observational, retrospective study was undertaken of patients diagnosed with pulmonary nocardiosis over a 13-year period at the kinki-chuo chest medical center, osaka, japan. seven patients with airway nocardial colonization and 59 patients with pulmonary nocardiosis were identified, one of whom had disseminated nocardiosis. patients with pulmonary nocardiosis were predominantly male patients (73%), with a mean age of 66 (range, 15-88) years. new-onset cough and dyspnea were the most common manifestations (76%). although 52 (88%) patients had at least one underlying pulmonary disease, most patients did not appear to be systemically immunocompromised. the predominant abnormality on chest computed tomography in pulmonary nocardiosis was airspace consolidation (52%), sometimes associated with cavitation. multivariate cox proportional-hazards analysis revealed the following significant and independent risk factors for overall mortality: age >68 years (hazard ratio [hr], 4.7; 95% confidence interval [ci], 1.6-14; p=0.05), pulmonary aspergillosis (hr, 8.8; 95% ci, 2.4-33; p=0.01), and trimethoprim/sulfamethoxazole (tmp-smz) resistance (hr, 4.3; 95% ci, 1.6-11; p=0.04). clinicians should be aware that pulmonary nocardiosis can occur even in immunocompetent patients, especially those with an underlying pulmonary disease. in pulmonary nocardiosis, older age, pulmonary aspergillosis, and tmp-smz resistance are associated with increased risk of mortality.',\n", + " 'the incidence of pancreatic neuroendocrine tumors (pnets) is increasing, but only a subset of these heterogeneous tumors will progress to malignant disease, which is associated with a poor prognosis. currently, there are limited data on the natural history of these tumors and it is difficult to determine which patients require surgical intervention because the risk of metastatic disease cannot be accurately determined. we conducted a prospective study of 87 patients with von hippel lindau syndrome-associated solid pancreatic lesions to determine the natural history of these tumors with biochemical testing, follow-up anatomic and functional imaging, and advanced imaging analysis, with a median follow-up of 4 years. approximately 20% of consecutive tumor measurements during follow-up were decreased in size and 20% showed no change. this included 2 of 4 surgically proven malignant tumors, which had a net decrease in tumor size over time. tumor volume, as derived from greatest diameter and volumetric measurements, showed good correlation to pathology tumor measurement of surgically resected tumors (spearman rank correlation œå = 0.72, p = 0.0011, and œå = 0.83, p < 0.0001, respectively). tumor density measurement had an inverse relationship with tumor size (spearman rank correlation -0.22, p = 0.0047). a tumor density cutoff of 200 was 75% specific for malignant tumors. pancreatic neuroendocrine tumors demonstrate a nonlinear growth pattern, which includes periods of no growth and apparent decrease in size by imaging. these growth patterns are variable and are not associated with tumor grade and malignancy. tumor density, as measured in this cohort, may offer a specific diagnostic tool for malignant disease.',\n", + " 'the natural history of patients with myelodysplastic syndromes (mds) is variable. the revised international prognostic score (ipss-r) is commonly used in practice to predict outcomes in patients with mds at both diagnosis and before hematopoietic stem cell transplantation (hsct). however, the effect of change in the ipss-r before allogeneic hsct with chemotherapy or hypomethylating agents on post-transplantation outcomes is currently unknown. we assessed whether improvement in ipss-r prognostic score pre-hsct would result in improvement in clinical outcomes post-hsct. secondary goals included studying the effect of prognostic factors on post-transplantation survival. all patients with mds who underwent allogeneic hsct at the leukemia/bmt program of british columbia between february 1997 and april 2013 were included. pertinent information was reviewed from the program database. ipss-r was calculated based on data from the time of mds diagnosis and before hsct. outcomes of patients who had improved ipss-r pre-hsct were compared with those with stable or worse ipss-r. overall survival (os) and event-free survival (efs) were estimated using the kaplan-meier method, with p values determined using the log-rank test. hazard ratios were calculated using multivariable cox proportional hazards regression models to study the effects of the prognostic variables on os and efs. a total of 138 consecutive patients were included. ipss-r improved in 62 of these patients (45%), worsened in 23 (17%), remained stable in 41 (30%), and was unknown in 12 (9%). os was not statistically different across the improved, worsened, and stable groups (30% versus 22% versus 40%, respectively; p‚äâ=‚äâ.63). the cumulative incidences of relapse and nonrelapse mortality at 5 years were 28.4% (95% confidence interval [ci], 21.1 to 36.1) and 31.6% (95% ci, 23.8 to 39.7), respectively. the rate of relapse was 23% in patients with <5% blasts at the time of hsct, 69% in those with 5% to 20% blasts, and 66% in those with >20% blasts (p‚äâ=‚äâ.0004). in the entire cohort os was 34% and efs was 33%. there was no significant difference in outcomes between patients who received myeloablative conditioning and those who received nonmyeloablative conditioning before hsct (os, 34% and 39%, respectively; p‚äâ=‚äâ.63 and efs, 34% and 32%, respectively; p‚äâ=‚äâ.86). os was not statistically different among patients with improved, worsened, or stable ipss-r. on multivariate analysis, only 3 factors were associated with os: cytogenetic risk group at diagnosis, blast count at transplantation, and the presence or absence of chronic graft-versus-host disease. improving ipss-r before hsct does not translate into better survival outcomes. blast count pretransplantation was highly predictive of post-transplantation outcomes.',\n", + " \"although human herpesvirus 8 (hhv-8) has been suspected to be the etiologic agent of kaposi's sarcoma, little is known about its seroprevalence in the population, its modes of transmission, and its natural history. the san francisco men's health study, begun in 1984, is a study of a population-based sample of men in an area with a high incidence of human immunodeficiency virus (hiv) infection. we studied all 400 men infected at base line with hiv and a sample of 400 uninfected men. base-line serum samples were assayed for antibodies to hhv-8 latency-associated nuclear antigen (anti-lana). in addition to the seroprevalence and risk factors for anti-lana seropositivity, we analyzed the time to the development of kaposi's sarcoma. anti-lana antibodies were found in 223 of 593 men (37.6 percent) who reported any homosexual activity in the previous five years and in none of 195 exclusively heterosexual men. anti-lana seropositivity correlated with a history of sexually transmitted diseases and had a linear association with the number of male sexual-intercourse partners. among the men who were infected with both hiv and hhv-8 at base line, the 10-year probability of kaposi's sarcoma was 49.6 percent. base-line anti-lana seropositivity preceded and was independently associated with subsequent kaposi's sarcoma, even after adjustment for cd4 cell counts and the number of homosexual partners. the prevalence of hhv-8 infection is high among homosexual men, correlates with the number of homosexual partners, and is temporally and independently associated with kaposi's sarcoma. these observations are further evidence that hhv-8 has an etiologic role in kaposi's sarcoma and is sexually transmitted among men.\",\n", + " \"this study investigated the survival and natural history of trisomy 13 in a series of patients, comparing the management and outcome before and after the implementation of taiwan's national health insurance program (nhi). a total of 28 cases of trisomy 13 seen at mackay memorial hospital, taipei, taiwan, from 1985 to 2004 were retrospectively reviewed. survival and management before (12 cases) and after (16 cases) the implementation of national health insurance were compared, and structural defects, imaging findings, and cytogenetic results were analyzed. the cases that were diagnosed prenatally, and finally terminated, were excluded from this study. the diagnosis of trisomy 13 was based on the postnatal chromosome analysis. all patients except one with trisomy 13 translocation died in their first year because of severe malformations of the cardiovascular or central nervous system. the median survival was 9 days. after implementation of national health insurance, survival with trisomy 13 was significantly longer than before (p < 0.05). the three most common structural defects were abnormal auricular helices or low-set ears (89%), cryptorchidism and abnormal scrotum of male (73%) and cleft lip and/or palate (71%). using echocardiography, the most commonly detected heart defects were patent ductus arteriosus (68%), ventricular septal defect (50%) and atrial septal defect (50%), and eight cases (36%) had complex congenital heart defects. the most common brain lesion was lenticulostriate vasculopathy (22%), followed by holoprosencephaly (17%), brain edema (13%) and subependymal cyst (13%). early diagnosis and the survival patterns from the data collected should be used to inform parents and health-care professionals to assist in decision making. although most patients with trisomy 13 die within the first weeks after birth, it is important to recognize that a few may survive the first year. when counseling families, the long-term survival prospects of trisomy 13 patients should be included.\",\n", + " 'prognostic genetic testing is recommended for patients with chronic lymphocytic leukemia (cll) to guide clinical management. specific abnormalities, such as del(17p), del(11q), and unmutated ighv, can predict the depth and durability of the response to cll therapy. in the present analysis of the connect cll registry (clinicaltrials.gov identifier, nct01081015), a prospective observational cohort study of patients treated across 199 centers, the patterns of prognostic testing and outcomes of patients with unfavorable-risk genetics were analyzed. from 2010 to 2014, 1494 treated patients were enrolled in the registry by line of therapy (lot), and stratified by the results of cytogenetic/fluorescence in situ hybridization (fish) testing into 3 risk levels: unfavorable (presence of del[17p] or del[11q]), favorable (absence of del[17p] and del[11q]), and unknown. cytogenetic/fish testing was performed in 861 patients (58%) at enrollment; only 40% of these patients were retested before starting a subsequent lot. of those enrolled at the first lot, unfavorable-risk patients had inferior event-free survival compared with favorable-risk patients (hazard ratio, 1.60; p¬†= .001). event-free survival was inferior with bendamustine-containing regimens (p¬†< .0001). event-free survival did not differ significantly between risk groups for patients treated with ibrutinib or idelalisib in the relapse/refractory setting. the predictors of reduced event-free survival included unfavorable-risk genetics, age¬†‚â• 75 years, race, and treatment choice at enrollment. the present study has shown that prognostic cytogenetic/fish testing is infrequently performed and that patients with unfavorable-risk genetics treated with immunochemotherapy combinations have worse outcomes. this underscores the importance of performing prognostic genetic testing for all cll patients to guide treatment.',\n", + " 'disorders of sex development (dsd) constitutes a small but difficult and equally important area of endocrinology. it is often a social emergency as the decision regarding sex assignment in these cases is extremely disturbing and difficult to both families and healthcare professionals. our study was devised to assess the clinical and chromosomal profile of patients with suspected dsd and classify them according to the new dsd consensus document. this study was a cross-sectional observational study carried out in the department of pediatrics of a tertiary care hospital from august 2012 to august 2014. all patients with suspected dsd in the age group of 0-19 years were included. after detailed history and examination, karyotyping, abdominal sonography, and hormonal analysis were done. additional studies like gonadal biopsy, laparoscopy, and hormone stimulation tests were done in selected cases. about 41 patients were included in the study. the mean age of presentation was 87 months (1 day to 16 years). only seven (13.7%) patients presented in neonatal period. in total, 25 patients had ambiguous genitalia; 46, xx dsd were diagnosed in 24 (58.5%) patients, 46, xy dsd in 10 (24.4%) patients, and sex chromosome dsd in 7 (17.1%). congenital adrenal hyperplasia (cah) was the commonest disease diagnosed in 21 (51.2%) patients. turner syndrome, klinefelter syndrome, androgen insensitivity syndrome, 46, xx ovotesticular disorder, and 46, xy gonadal dysgenesis were diagnosed in 3, 3, 4, 3, and 5 patients, respectively. eleven patients with cah presented in shock and six had history of sib deaths. 46, xx dsd were the commonest etiological group in our study and cah was the commonest individual disease. there is a need for educating general public and practitioners regarding dsd to allow early intervention. moreover, there is a need to introduce routine neonatal screening for cah in our country.',\n", + " 'the aim of this review is to study natural history, presentation, treatment and prognosis of head and neck liposarcomas. we carry a retrospective study about 15 patients diagnosed and treated in our department between 1969 and 2001. therapeutic modalities included surgery, radiotherapy and chemotherapy. tumors were mostly localized at the neck (4 cases) and the scalp (3 cases). cervical lymphadenopathy was found in 1 case. chest x-ray found showed metastases in 2 cases. histological types of liposarcomas were the following: myxoid (5 cases), well differentiated (4 cases), pleomorphic (4 cases), round cell (1 case) and dedifferentiated (1 case). twelve patients underwent surgery. complete excision was performed in 7 cases. in the other 5 cases, exeresis was incomplete and 4 of them received postoperative radiotherapy. three patients were not operated because of vascular involvement (1 case) or metastasis (2 cases), and they all received radiotherapy alone. after initial treatment, complete remission was achieved in 7 cases (46.7%). a recurrence occurred in 8 cases (53.3%). two of these patients were reoperated and another one received chemotherapy. in the other 5 cases, the tumor was uncontrollable and no additional treatment has been proposed. five-year survival rate was 87% for patients who underwent surgery alone, 75% for those who underwent surgery and postoperative radiotherapy, and 0% for those treated by radiotherapy alone. the mainstay of treatment of head and neck liposarcomas is surgical excision and the prognosis is largely determined by the histological grade and the clinical stage.',\n", + " 'early prediction of respiratory muscle involvement and chronic hypoventilation (ch) in amyotrophic lateral sclerosis (als) patients can help to plan mechanical ventilatory aids and palliative care interventions well before respiratory failure occurs. to describe the natural history of the progressive pulmonary dysfunction leading to ch, and to identify potential parameters associated with its development in als, we prospectively followed 38 als patients up to 26 months, starting from their first presentation at our clinic. at study entry, median fvc was 87% (interquartile range: 72-104%) and declined by 10% after 6 months (range: 2-49%), showing a very high inter-patient variability. over the 26-months follow-up, 19 patients (50%) presented ch in the first 12 months, and eight patients (21%) developed ch in the remaining 14 months of the study. the remaining 29% of patients did not show signs of ch during the whole period of observation. in the cox model, the category of disease progression (rapid vs. intermediate and slow), assessed using the appel als rating scale (aars) in the first 3 months after presentation, was the only variable associated with a significantly increased likelihood of ch. we conclude that ch can occur within 1 year from presentation in a great proportion of patients, independently from their initial respiratory status. including the patients in specific categories of early disease progression, as assessed with the aars, could be a sensitive method to identify patients with different risk of developing ch, and may help physicians to more efficiently plan the frequencies of respiratory evaluations, initiate mechanical ventilation and discuss advance directives with the patients and their caregivers.',\n", + " \"previous natural history studies have advanced the understanding of sickle cell disease (scd), but generally have not included sufficient lifespan data or investigation of the role of genetics in clinical outcomes, and have often occurred before the widespread use of disease-modifying therapies, such as hydroxyurea and chronic erythrocyte transfusions. to further advance knowledge of scd, st. jude children's research hospital established the sickle cell clinical research and intervention program (sccrip), to conduct research in a clinically evaluated cohort of individuals with scd across their lifetime. initiated in 2014, the sccrip study prospectively recruits patients diagnosed with scd and includes retrospective and longitudinal collection of clinical, neurocognitive, geospatial, psychosocial, and health outcomes data. biological samples are banked for future genomics and proteomics studies. the organizational structure of sccrip is based upon organ/system-specific working groups and is opened to the research community for partnerships. as of august 2017, 1,044 (92.3% of eligible) patients with scd have enrolled in the study (860 children and 184 adults), with 11,915 person-years of observation. population demographics included mean age at last visit of 11.3 years (range 0.7-30.1), 49.8% females, 57.7% treated with hydroxyurea, 8.5% treated with monthly transfusions, and 62.9% hemoglobin (hb) ss or hbsb0 -thalassemia, 25.7% hbsc, 8.4% hbsb+ -thalassemia, 1.7% hbs/hpfh, and 1.2% other. the sccrip cohort will provide a rich resource for the conduct of high impact multidisciplinary research in scd.\",\n", + " 'chronic hepatitis b virus (hbv) infection has a complicated course. three phases are identified: an immune tolerant phase with high hbv dna and normal alanine aminotransferase (alt) levels associated with minimal liver disease; an immune active phase with high hbv dna and elevated alt levels with active liver inflammation; and an inactive phase with hbv dna levels < 2000 iu/ml and normal alt levels with minimal inflammation and fibrosis on liver biopsy. affected persons can move progressively from one phase to the next and may revert backward. the primary adverse outcomes of chronic hbv infection are hepatocellular carcinoma (hcc) and cirrhosis. published natural history studies were reviewed and ranked by the strength of evidence regarding the study design. factors with the highest evidence of risk for development of hcc or cirrhosis from population-based prospective cohort studies include male sex, family history of hcc, hbv dna level above 2000 iu/ml in persons above age 40, hbv genotypes c and f, and basal core promoter mutation. those with the next highest level of evidence include aflatoxin exposure, and heavy alcohol and tobacco use. improved methods to identify persons at highest risk of developing hcc or cirrhosis are needed to allow intervention earlier with antiviral therapy in appropriate patients. future studies should include prospective follow-up of established population-based cohorts as well as new cohorts recruited from multiple centers stratified by hbv genotypes/subgenotypes and clinical phase to determine the incidence of the various hbv phases, hcc, and cirrhosis. also, nested case-control studies assessing immunological and host genetic factors among persons with active and inactive disease phases, hcc, and cirrhosis could be conducted using these types of cohorts.',\n", + " 'optic pathway glioma (opg) represents the most common central nervous system tumor in children with neurofibromatosis type-1 (nf1). although overall survival is usually good, no clear prognostic factors have been identified so far. we assessed the natural history of opg in a cohort of unselected patients affected by nf1. we retrospectively evaluated 414 consecutive patients affected by nf1 and referred to our nf1 clinic before age 6. average follow-up was 11.9 years: 52 out of 414 patients had opg with a total cumulative incidence of 15.4% at age 15 (kaplan-meier estimate) and a statistically significant difference according to sex. brain and orbit mri was performed in 44.7% of patients: 34.6% for screening purposes and 65.4% because of the presence of neurological, ocular or other symptoms. opg was diagnosed in 12.5% of cases in the first group, whereas in 36.4% in the latter group (p‚äâ=‚äâ0.001). clinical management was conservative in most patients, while 8 of them underwent therapy mainly because of visual deterioration. opg was diagnosed earlier in treated patients, but the difference was not statistically significant. conversely, all patients who underwent screening mri had normal visual outcome. in conclusion,¬†opg location does not correlate with need for treatment; female patients were more frequently affected by opg but not more frequently treated. opg diagnosis by screening mri does not affect the natural history of the tumor.',\n", + " 'we sought to further define the role of sarcomere mutations in dilated cardiomyopathy (dcm) and associated clinical phenotypes. mutations in several contractile proteins contribute to dcm, but definitive evidence for the roles of most sarcomere genes remains limited by the lack of robust genetic support. direct sequencing of 6 sarcomere genes was performed on 334 probands with dcm. a novel d230n missense mutation in the gene encoding alpha-tropomyosin (tpm1) was identified. functional assessment was performed by the use of an in vitro reconstituted sarcomere complex to evaluate atpase regulation and ca(2+) affinity as correlates of contractility. tpm1 d230n segregated with dcm in 2 large unrelated families. this mutation altered an evolutionarily conserved residue and was absent in >1,000 control chromosomes. in vitro studies demonstrated major inhibitory effects on sarcomere function with reduced ca(2+) sensitivity, maximum activation, and ca(2+) affinity compared with wild-type tpm1. clinical manifestations ranged from decompensated heart failure or sudden death in those presenting early in life to asymptomatic left ventricular dysfunction in those diagnosed during adulthood. notably, several affected infants had remarkable improvement. genetic segregation in 2 unrelated families and functional analyses conclusively establish a pathogenic role for tpm1 mutations in dcm. in vitro results demonstrate contrasting effects of dcm and hypertrophic cardiomyopathy mutations in tpm1, suggesting that specific functional consequences shape cardiac remodeling. along with previous reports, our data support a distinctive, age-dependent phenotype with sarcomere-associated dcm where presentation early in life is associated with severe, sometimes lethal, disease. these observations have implications for the management of familial dcm.',\n", + " 'segmental arterial mediolysis (sam) is a rare non-atherosclerotic, non-inflammatory vascular disorder varying widely in clinical course. the purpose of this study is to analyze detailing clinical and imaging manifestations over time in patients with sam through a literature review and to suggest an optimal management strategy. a retrospective review of eight consecutive patients diagnosed with sam between january, 2000 and january, 2012 was conducted. all presented with acute-onset abdominal or flank pain. clinical features, imaging studies, and laboratory findings served as grounds for diagnosis, having excluded more common conditions (ie, fibromuscular dysplasia, collagen vascular disorders, or arteritis). ct angiography was done initially and repeated periodically (week 1, month 3, then yearly). treatment was conservative, utilizing endovascular intervention as warranted by ct diagnostics. in a related systematic review, all english literature from 1976 to 2015 was screened via the pubmed database, assessing patient demographics, affected arteries, clinical presentations, and treatment methods. ultimately, 25 arterial lesions identified in eight patients (median age, 62.8 years; range, 40-84 years) were monitored for a median period of 26 months (range, 15-57 months). at baseline, celiac axis (3/8, 37.5%), superior mesenteric (4/8, 50%), and common hepatic (2/8, 25%) arteries were involved, in addition to isolated lesions of right renal, splenic, right colic, middle colic, gastroduodenal, left gastric, right gastroepiploic, proper hepatic, right hepatic, and left hepatic arteries. compared with prior publications, celiac axis and superior mesenteric artery were more commonly affected in cohort. arterial dissections (n = 8), aneurysms (n = 5), stenoses or occlusions (n = 4), and a single pseudoaneurysm were documented. despite careful conservative management, new splanchnic arterial lesions (n = 4) arose during follow-up. considering the few available reports of new arterial lesions in the literature, newly developing pathology is a distinctive feature of our patients, four of whom eventually required endovascular interventions. careful clinical observation via periodic ct angiography is required in patients with sam, checking for newly developing lesions. the natural history of sam should be clarified in a larger patient population.',\n", + " \"primary malignant tumors of the iliopsoas compartment are rare entities that have been infrequently reported. we present our experience of iliopsoas malignancy to better characterize and define the natural history of this condition. primary iliopsoas tumors occurring from january 1990 were identified from the royal marsden hospital's (rmh) sarcoma unit prospective database. nineteen malignant tumors (11 limited to the psoas muscle only, 1 involving only the iliacus muscle and 7 involving both the iliacus and psoas) of the iliopsoas compartment were evaluated and treated at the rmh during this period. leiomyosarcoma (n = 5) and liposarcoma (n = 3) were the most frequent histologic types. there were 3 g1, 5 g2, 10 g3 tumors and grade could not be assessed in 1 patient. there were 17 t2 tumors and size was not available in 2 patients. surgery was done in 14 patients (negative microscopic margins-7, positive microscopic margins-3, and positive gross margins-3 and the margin of excision was not known in 1 patient). five of 14 surgically treated patients had local recurrence and 6 of 19 patients developed metastases. ten patients died of their disease at a median follow-up of 12 months. the estimated 2 and 5 year survival rates were 44 and 23%, respectively. tumors in this location have a poor prognosis due to the lack of early diagnosis, large size at presentation, multiple attachments of the psoas muscle, and being relatively surgically inaccessible.\",\n", + " 'to define the natural history of the c9orf72 amyotrophic lateral sclerosis (c9als) patient population, develop disease biomarkers, and characterize patient pathologies. we prospectively collected clinical and demographic data from 116 symptomatic c9als and 12 non-amyotrophic lateral sclerosis (als) full expansion carriers across 7 institutions in the united states and the netherlands. in addition, we collected blood samples for dna repeat size assessment, csf samples for biomarker identification, and autopsy samples for dipeptide repeat protein (dpr) size determination. finally, we collected retrospective clinical data via chart review from 208 individuals with c9als and 450 individuals with singleton als. the mean age at onset in the symptomatic prospective cohort was 57.9 ¬± 8.3 years, and median duration of survival after onset was 36.9 months. the monthly change was -1.8 ¬± 1.7 for als functional rating scale-revised and -1.4% ¬± 3.24% of predicted for slow vital capacity. in blood dna, we found that g4c2 repeat size correlates positively with age. in csf, we observed that concentrations of poly(gp) negatively correlate with dna expansion size but do not correlate with measures of disease progression. finally, we found that size of poly(gp) dipeptides in the brain can reach large sizes similar to that of their dna repeat derivatives. we present a thorough investigation of c9als natural history, providing the basis for c9als clinical trial design. we found that clinical features of this genetic subset are less variant than in singleton als. in addition, we identified important correlations of c9als patient pathologies with clinical and demographic data.',\n", + " \"to illustrate the natural history of leber's hereditary optic neuropathy (lhon). prospective observational case series. the soave-brazil pedigree of m.11778g>a/nd4 mitochondrial dna lhon mutation. a prospectively acquired database of the soave-brazil pedigree was reviewed. data from 285 individuals were included in the database over a 15-year period. the pedigree was reviewed for unaffected mutation carriers who converted to affected status, 6 patients with lhon were identified. the medical records were reviewed 1 year preconversion to 1 year postconversion for visual acuity (logarithm of the minimum angle of resolution [logmar]), humphrey visual field (hvf) mean deviation (md), and retinal nerve fiber layer (rnfl) thickness, as measured by cirrus (carl zeiss, oberkochen, germany) optic coherence tomography (oct). the rnfl thickness values were normalized for age. visual acuity, hvf, and processed rnfl data from each of the 12 eyes were then sorted into 2-month time periods relative to the date of conversion, within which they were averaged. the main outcome measures were visual acuity, hvf md, and rnfl thickness. decreased visual acuity preceded conversion by up to 2 months and then declined up to 8 months postconversion. decrease in hvf md occurred at least 4 months preceding conversion, after which values decreased until plateau at 6 to 8 months. average rnfl thickness was above normal baseline thickness in all 4 quadrants as measured by oct at the time of conversion. increase in rnfl thickness preceded conversion as early as 4 to 6 months, peaked at conversion, and decreased until individual plateaus. the temporal quadrant was first to be involved, then the inferior and superior quadrants, and the nasal quadrant showed the latest and least changes. subclinical changes preceded the date of conversion and may reflect the complicated nature of identifying the date of conversion in lhon. early increases in rnfl preceding conversion suggest that structural changes precede clinically significant vision loss. asynchronous quadrant involvement supports a previously published mathematical model. the natural history of lhon is not a subacute process, as previously believed, but progresses more slowly, taking up to 8 months to plateau.\",\n", + " 'to delineate the full phenotypic spectrum, discriminative features, piloting longitudinal progression data, and sample size calculations of replication factor complex subunit 1 (rfc1) repeat expansions, recently identified as causing cerebellar ataxia, neuropathy, vestibular areflexia syndrome (canvas). multimodal rfc1 repeat screening (pcr, southern blot, whole-exome/genome sequencing-based approaches) combined with cross-sectional and longitudinal deep phenotyping in (1) cross-european cohort a (70 families) with ‚â•2 features of canvas or ataxia with chronic cough (acc) and (2) turkish cohort b (105 families) with unselected late-onset ataxia. prevalence of rfc1 disease was 67% in cohort a, 14% in unselected cohort b, 68% in clinical canvas, and 100% in acc. rfc1 disease was also identified in western and eastern asian individuals and even by whole-exome sequencing. visual compensation, sensory symptoms, and cough were strong positive discriminative predictors (>90%) against rfc1-negative patients. the phenotype across 70 rfc1-positive patients was mostly multisystemic (69%), including dysautonomia (62%) and bradykinesia (28%) (overlap with cerebellar-type multiple system atrophy [msa-c]), postural instability (49%), slow vertical saccades (17%), and chorea or dystonia (11%). ataxia progression was ‚âà1.3 scale for the assessment and rating of ataxia points per year (32 cross-sectional, 17 longitudinal assessments, follow-up ‚â§9 years [mean 3.1 years]) but also included early falls, variable nonlinear phases of msa-c-like progression (sara points 2.5-5.5 per year), and premature death. treatment trials require 330 (1-year trial) and 132 (2-year trial) patients in total to detect 50% reduced progression. rfc1 disease is frequent and occurs across continents, with canvas and acc as highly diagnostic phenotypes yet as variable, overlapping clusters along a continuous multisystemic disease spectrum, including msa-c-overlap. our natural history data help to inform future rfc1 treatment trials. this study provides class ii evidence that rfc1 repeat expansions are associated with canvas and acc.',\n", + " \"to provide 9-year incidence estimates of age-related macular degeneration (amd) in a population of african descent. population-based cohort study. two thousand seven hundred ninety-three participants (81% of eligible) after 9 years' follow-up. nine-year incidence of amd-related features, based on fundus photographic gradings and/or clinical examinations. the overall incidence rate of early amd was 12.6% (95% confidence interval [ci], 11.0%-14.1%), and that of late amd was 0.7% (95% ci, 0.4%-1.1%). both increased with age (p<0.05). for early amd, incidence ranged from 10.7% at 40 to 49 years of age to 16.8% at > or =70 years. for late amd, incidence increased from 0.1% to 2.3% in the same age groups. late amd was more likely to develop in eyes with pigment changes (risk ratio [rr], 5.8; 95% ci, 2.0-16.8) and retinal pigment epithelial atrophy (rr, 5.4; 95% ci, 1.9-15.8) at baseline. crude rrs indicated significant associations of late amd to elevated systolic blood pressure and diabetes history, but only the diabetes relationship was suggested after adjusting for age, with borderline statistical significance (age-adjusted rr, 2.7; p = 0.054). nine-year data on natural history indicate that early amd is common in this population of african origin, although late amd is infrequent. these long-term observations provide further evidence for the lower amd risk in black populations compared with white populations.\",\n", + " 'the primary immune deficiency treatment consortium (pidtc) consists of 33 centers in north america. we hypothesized that the analysis of uniform data on patients with severe combined immunodeficiency (scid) enrolled in a prospective protocol will identify variables that contribute to optimal outcomes following treatment. we report baseline clinical, immunologic, and genetic features of the first 50 patients enrolled, and the initial therapies administered, reflecting current practice in the diagnosis and treatment of both typical (n‚äâ=‚äâ37) and atypical forms (n‚äâ=‚äâ13) of scid. from august 2010 to may 2012, patients with suspected scid underwent evaluation and therapy per local center practices. diagnostic information was reviewed by the pidtc eligibility review panel, and hematopoietic cell transplantation (hct) details were obtained from the center for international blood and marrow transplant research. most patients (92¬†%) had mutations in a known scid gene. half of the patients were diagnosed by newborn screening or family history, were younger than those diagnosed by clinical signs (median 15 vs. 181¬†days; p‚äâ=‚äâ<0.0001), and went to hct at a median of 67¬†days vs. 214¬†days of life (p‚äâ=‚äâ<0.0001). most patients (92¬†%) were treated with hct within 1-2¬†months of diagnosis. three patients were treated with gene therapy and 1 with enzyme replacement. the pidtc plans to enroll over 250 such patients and analyze short and long-term outcomes for factors beneficial or deleterious to survival, clinical outcome, and t- and b-cell reconstitution, and which biomarkers are predictive of these outcomes. ',\n", + " \"hirschsprung-associated enterocolitis is a significant cause of morbidity and mortality in infants with hirschsprung's disease. the fact that the symptoms are so variable and unspecific leads to a slow or incorrect diagnosis. the purpose of this study is to identify clinical factors associated with the diagnosis, as well as to evaluate the subsequent management of children with suspected hirschsprung-associated enterocolitis in a paediatric emergency department. a retrospective descriptive study was conducted on patients with hirschsprung's disease who were seen in a paediatric emergency department between april 2011 and november 2015 due to clinical symptoms compatible with enterocolitis. an analytical multivariate analysis was also performed on the epidemiological and clinical variables associated to enterocolitis. a total of 75 consultation episodes in the paediatric emergency department were studied, of which 52% (39) were finally diagnosed as enterocolitis. overall, diarrhoea was the most frequent reason for consultation (74.7%). lethargy, abdominal distension, and pathological findings on the x-ray showed a significant association with the diagnosis of hirschsprung-associated enterocolitis. hospital admission rate was 77.3%. hirschsprung-associated enterocolitis should be considered in all children with hirschsprung's disease that consult the emergency department, especially those with gastrointestinal symptoms associated with lethargy, abdominal distension and pathological findings on the x-ray. the therapeutic diagnostic process should be initiated as soon as possible, either by clinical observation, if there are any doubts, or by medical treatment if there is a high clinical suspicion.\",\n", + " 'the prognosis of multiple myeloma has considerably improved due to the introduction of novel agents in the upfront setting. however, the great majority of patients ultimately relapse, and choosing a salvage treatment at first relapse remains challenging. the natural history of first relapsed disease in the current era is also not well described. we retrospectively studied 300 patients with first relapsed myeloma seen between 2004 and 2019 from two institutes in singapore. the median duration from diagnosis to first relapse was 22.7 months (1.1-97.0 months). most patients received novel agent-based induction therapy, and 41.3% underwent autologous stem cell transplant. a very good partial response (vgpr) or better was achieved in 48.6%. regarding first relapse, 50.5% were symptomatic and 19.0% received newer agent-containing regimens. nearly a third of patients (31.7%) had a vgpr or better response. the median progression free and overall survival from first relapse was 12.0 and 44.8 months, respectively. based on a randomized sample splitting, we first identified non-hyperdiploid karyotype at diagnosis, clinical relapse, and treatment sequence as impacting survival independently from a testing cohort, and we then further demonstrated their significance in a validation cohort. this study provides a real-world picture of first relapsed myeloma and highlights the prognostic importance of the treatment sequence.',\n", + " 'the objective of this study was to elucidate the natural history of late-onset transthyretin val30met-associated familial amyloid polyneuropathy (fap attr val30met) in non-endemic areas. the authors retrospectively assessed the development of major clinical landmarks and abnormalities of nerve conduction and cardiac examination indices in 50 patients with an age of onset older than 50 years and no relationship to endemic foci. once the neuropathic process was initiated, sensory and motor symptoms of both the upper and lower extremities appeared within a period of one and a half years. digestive and orthostatic symptoms also tended to occur in the early phase of the disease, whereas urinary symptoms appeared in the middle of the disease progress. along with pain in the extremities, these symptoms progressed over time and significantly disturbed the quality of life during the late phase of the disease, resulting in the need for wheelchair use. although cardiomyopathy became clinically apparent only in the late phase of the disease, it was found to be the major cause of death. the mean duration of the disease onset to death was 7.3 years. although values at the time of diagnosis were extremely variable, serial measurements of electrophysiological indices, the cardiothoracic ratio and interventricular septum thickness indicated a steady exacerbation in these outcomes among patients within a span of a couple of years. the ages of onset of each clinical landmark were extremely variable between patients. however, once an initial symptom appeared, the chronological sequence of other clinical landmarks tended to be uniform, occurring within a relatively short time span.',\n", + " 'the natural history of chronic obstructive pulmonary disease is characterized by frequent exacerbations. majority of exacerbations are infectious and bacteria responsible for 30-50% of these cases. the purpose of this study was to determine the bacteriology of acute exacerbations of chronic obstructive pulmonary disease in hospitalized patients in our institution and their antibiotic susceptibility pattern to formulate cost effective antibiotic strategy and reducing the emergence of drug resistance. one hundred and seven clinically diagnosed cases of acute exacerbations of chronic obstructive pulmonary disease admitted in medicine, tuberculosis and chest wards were selected for the study. direct gram stain was done for all sputum samples. the suitable sputum samples were cultured. identification of organism and antimicrobial susceptibility testing was done by standard microbiological techniques. our study showed growth of pathogenic organisms in 41.12% cases. males (67.29%) are more affected than females (32.71%). gram negative bacilli were more isolated than gram positive cocci. the commonest isolate was klebsiella pneumoniae 15 (38.46%), followed by staphylococcus aureus 9 (23.08%), streptococcus species 6 (15.39%), pseudomonas aeruginosa 4 (10.26%), e.coli 2 (5.13%), acinetobacter species 2 (5.13%) and enterobacter species 1(2.56%). the antibiotic susceptibility reveals that vancomycin, linezolid, azithromycin and clarithromycin were most effective drugs for gram positive cocci, meropenem & piperacillin-tazobactam for gram negative bacilli and amikacin & levofloxacin for both gram positive cocci & gram negative bacilli. in developing country like india acute exacerbations of chronic obstructive pulmonary disease is common in adults more than 50 years of age due to smoking habits and high indoor pollution. this leads to a major impact on the quality of life of patients with the condition. they are a major cause of hospital admission and health care utilization.',\n", + " 'immune thrombocytopenic purpura (itp) in children is a common pediatric bleeding disorder with heterogeneous manifestations and a natural history that is not fully understood. to better understand the natural history of chronic itp and detect response trends and outcomes of therapy, we conducted a 10-year retrospective survey of children from age 1 to 18 years with a diagnosis of chronic itp. data on 198 patients from 8 canadian pediatric hematology/oncology centers were analyzed. the majority of patients were female (58%), and were previously diagnosed with acute (primary) itp (85%). the age at diagnosis of chronic itp ranged from 1.1 to 17.2 years with a mean of 8.2+/-4.4 years. ninety percent of patients received some form of treatment. untreated patients had a higher mean platelet count at diagnosis of chronic itp (p=0.009) despite similarities in mean age at first presentation and mean duration of follow-up. thirty-four (17%) patients underwent splenectomy. splenectomized patients tended to be significantly older, had a lower mean platelet count at diagnosis of chronic itp, and had a longer duration of follow-up. the results from this study are consistent with published reports.',\n", + " \"6-thioguanine (6-tg) has been used as an alternative thiopurine for inflammatory bowel disease (ibd) patients not responsive to or intolerant of azathioprine (aza) and 6-mercaptopurine (6-mp). 6-tg-related hepatotoxicity, including liver biochemistry value elevations, sinusoidal collagen deposition on electron microscopy, and veno-occlusive disease, have been described related to its use as therapy for neoplastic disease. we studied 38 liver biopsies from patients treated with 6-tg, almost all of whom (n = 125) received 6-tg for 1 to 3 years at the inflammatory bowel disease center at cedars-sinai medical center. all biopsies were fixed in 4% buffered formalin and prepared in the usual manner. hematoxylin and eosin, masson's trichrome (trichrome), and reticulin silver impregnation (reticulin) stained slides were studied. in 23 cases, tissue was also prospectively fixed in glutaraldehyde and processed for electron microscopy. in 20 of the 37 patients studied (53%), nodular regeneration of varying degree was seen with reticulin. in only 4 of these 20 instances (11% of the total) were the changes seen with hematoxylin and eosin and in 3 of the 4, only in retrospect after studying the reticulin preparation. minimal fibrosis was seen with trichrome in only 13 biopsies (34%), but sinusoidal collagen deposition was observed in 14 of the 23 cases studied with electron microscopy (60%). the biopsy from the 1 patient with nodular hyperplasia obvious with hematoxylin and eosin also demonstrated changes of venous outflow obstruction. 6-tg-treated ibd patients are at significant risk for nodular hyperplasia, early fibrosis and, less often, venous outflow disease (budd-chiari). the natural history of these changes is unknown and follow-up biopsies are needed to determine histologic and clinical sequela. patients not demonstrating nodular hyperplasia or fibrosis who continue with 6-tg because there are no better therapeutic choices should be periodically rebiopsied.\",\n", + " 'little is known about the etiological associations and clinical features of extrahepatic primary malignant (ehpm) neoplasms in subjects with hepatocellular carcinoma (hcc). the aim of this study was to characterize this phenomenon in a consecutive series of spanish patients in order to define its natural history and influence on survival. a retrospective analysis of 245 patients with hcc during the period 1999-2003 was performed. subjects identified with a second primary malignancy elsewhere constituted the ehpm group and were compared to patients with hcc alone. eighteen patients (7.3%) had one or two associated extrahepatic malignancies (mean age 67.7 +/- 9.7 years); of these, 17 had double cancer and one patient, triple. nine of the 19 ehpm occurred before hcc diagnosis. the associated cancers included five cases of colorectal carcinoma, four cases of head and neck carcinoma, three cases of genitourinary cancer, two cases of lymphoproliferative disorder, one lung carcinoma, one skin melanoma, one breast carcinoma, and two cancers of unknown origin. age and sex distribution, etiology of underlying hepatopathy, and liver function tests did not differ significantly between both groups. there was no difference between the overall survival rates. ehpm is not rare among spanish patients with hcc, although no specific clinicopathological features were detected in this population. our results suggest that the association of another primary tumor with hcc does not imply a worse prognosis. the possibility of development of ehpm should be kept in mind when deciding on therapy and follow-up of hcc.',\n", + " 'to evaluate the clinical characteristics of patients with hematological disease admitted to the intensive care unit and the use of noninvasive mechanical ventilation in a subgroup with respiratory dysfunction. a retrospective observational study from september 2011 to january 2014. overall, 157 patients were included. the mean age was 45.13 (¬± 17.2) years and 46.5% of the patients were female. sixty-seven (48.4%) patients had sepsis, and 90 (57.3%) patients required vasoactive vasopressors. the main cause for admission to the intensive care unit was acute respiratory failure (94.3%). among the 157 studied patients, 47 (29.9%) were intubated within the first 24 hours, and 38 (24.2%) underwent noninvasive mechanical ventilation. among the 38 patients who initially received noninvasive mechanical ventilation, 26 (68.4%) were subsequently intubated, and 12 (31.6%) responded to this mode of ventilation. patients who failed to respond to noninvasive mechanical ventilation had higher intensive care unit mortality (66.7% versus 16.7%; p = 0.004) and a longer stay in the intensive care unit (9.6 days versus 4.6 days, p = 0.02) compared with the successful cases. baseline severity scores (sofa and saps 3) and the total leukocyte count were not significantly different between these two subgroups. in a multivariate logistic regression model including the 157 patients, intubation at any time during the stay in the intensive care unit and saps 3 were independently associated with intensive care unit mortality, while using noninvasive mechanical ventilation was not. in this retrospective study with severely ill hematologic patients, those who underwent noninvasive mechanical ventilation at admission and failed to respond to it presented elevated intensive care unit mortality. however, only intubation during the intensive care unit stay was independently associated with a poor outcome. further studies are needed to define predictors of noninvasive mechanical ventilation failure.',\n", + " \"the disease-specific unified multiple system atrophy rating scale (umsars) has been developed recently and validated for assessing disease severity in multiple system atrophy (msa). here, we aimed at (1) assessing rates of disease progression in msa and (2) validating umsars for sensitivity to change over time. impairment was assessed at two time points 12 months apart using umsars part i (historical review), umsars part ii (motor examination), as well as measures of global disease severity, including umsars part iv, hoehn and yahr (hy) parkinson's disease staging, schwab england activities of daily living (se adl), and a three-point global severity scale (ss3). fifty patients (male:female ratio, 1:0.9; possible msa, 16%; probable msa, 84%; msa-parkinsonian, 58%; msa-cerebellar, 42%) were assessed twice with an interval of 12.3 months. umsars ii scores progressed by 57.3% (p<0.0001) and umsars i scores by 35.6% (p<0.0001) in relation to the respective baseline scores with no differences between motor subtypes, diagnostic categories and gender. significant inverse correlations between (1) umsars i or umsars ii progression and (2) baseline disability measures (i.e., the respective umsars or ss3 scores) and disease duration were found. furthermore, the increases in hy staging, se adl and ss3 correlated significantly with umsars i, umsars ii, and umsars iv progression. this report is the first prospective study showing rapid annual umsars rates of decline in msa. our data contribute to the ongoing validation process of umsars, and they facilitate the planning and implementation of future neuroprotective intervention trials.\"]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(df_test['ABSTRACT'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f42e0c79", + "metadata": { + "id": "f42e0c79" + }, + "outputs": [], + "source": [ + "def bin_model(model_type, vectortype,C=1,ngram_range=(1, 1),stop_words=None):\n", + " \n", + " if vectortype == \"tfidf\":\n", + " vectorizer = TfidfVectorizer(ngram_range=ngram_range,stop_words=stop_words)\n", + " elif vectortype == \"countvec\":\n", + " vectorizer = CountVectorizer(ngram_range=ngram_range,stop_words=stop_words)\n", + "\n", + " bow_train = vectorizer.fit_transform(list(df_bin['ABSTRACT']))\n", + " feature_names = vectorizer.get_feature_names_out()\n", + "\n", + " X_train = bow_train\n", + " y_train = df_bin['binary2_label']\n", + " # Print the feature names\n", + "# print(\"Feature names:\", feature_names)\n", + "\n", + " if model_type == 'nb':\n", + " model = MultinomialNB().fit(X_train, y_train)\n", + " elif model_type == 'lr':\n", + " model = LogisticRegression(max_iter=1000).fit(X_train, y_train)\n", + " elif model_type == 'svm':\n", + " model = LinearSVC(C=C).fit(X_train, y_train)\n", + " elif model_type == 'knn':\n", + " model = KNeighborsClassifier(n_neighbors=7).fit(X_train, y_train)\n", + " elif model_type == 'rf':\n", + " model = RandomForestClassifier().fit(X_train, y_train)\n", + " elif model_type == 'ada':\n", + " model = AdaBoostClassifier(n_estimators=50).fit(X_train, y_train)\n", + " elif model_type == 'gb':\n", + " model = GradientBoostingClassifier(n_estimators=50).fit(X_train, y_train)\n", + "\n", + " print('Training Accuracy:', model.score(X_train, y_train))\n", + "\n", + " bow_test = vectorizer.transform(list(df_test['ABSTRACT']))\n", + " X_test = bow_test\n", + " y_test = df_test['binary2_label']\n", + " y_pred = model.predict(X_test)\n", + " \n", + " acc=accuracy_score(y_test, y_pred)\n", + " f1=f1_score(y_test, y_pred, average=\"macro\")\n", + " pre=precision_score(y_test, y_pred, average=\"macro\")\n", + " rc=recall_score(y_test, y_pred, average=\"macro\")\n", + " \n", + "\n", + "# print('Test Accuracy:', acc)\n", + "# # print('F1 score:', f1_score(y_test, y_pred, average=\"macro\"))\n", + "# print(\"F1 score:\",f1)\n", + "# print('Precision:', pre)\n", + "# print('Recall:', rc)\n", + "\n", + "# fig = plt.figure(figsize=(15,6))\n", + "# ax1 = fig.add_subplot(121)\n", + "\n", + "# skplt.metrics.plot_confusion_matrix(y_test, y_pred,\n", + "# title=\"Binary Confusion Matrix\",\n", + "# ax=ax1)\n", + "# plt.savefig('content/BinMLResults' + model_type + '_' + vectortype + '_binmat.png')\n", + " # return y_test, y_pred\n", + " return X_train,y_train,feature_names,{\"accuracy\":acc,\"f1_score\":f1,\"precision\": pre,\"recall\":rc}\n", + "# return f1_score,accuracy_score" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2ed4c45d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.7402171168896743\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.6922494319616258\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.5934107548598838\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.628376672557435\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.5749810653875284\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.5746023731380965\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1509: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9926786165109821\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8217621812673567\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8406967937389548\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8380459479929311\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8465034082302448\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8211310275183035\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.7273415804089877\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8579904064630144\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8887907094168139\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9156778591264833\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9632668518050997\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9997475385003787\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9998737692501893\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9965917697551123\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + } + ], + "source": [ + "results=[]\n", + "for C in [0.01,0.05,0.1,0.5,1,2]:\n", + " for vec in [\"tfidf\",\"countvec\"]:\n", + " for ngram_range in [(1,1),(1,2),(2,2),(1,3),(2,3),(3,3)]:\n", + " X_train,y_train,feature_names,r=bin_model('svm', vec,C=C,ngram_range=ngram_range)\n", + " results.append([r[\"accuracy\"],r[\"f1_score\"],r[\"f1_score\"],r[\"precision\"],r[\"recall\"],C,vec,ngram_range])\n", + "# print(C,vec,ngram_range,r)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3ea2a85f", + "metadata": {}, + "outputs": [], + "source": [ + "rdf=pd.DataFrame(results,columns=[\"accuracy\",\"f1_score\",\"f1_score\",\"precision\",\"recall\",\"C\",\"vectorize\",\"ngram_range\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "31b9be08", + "metadata": {}, + "outputs": [], + "source": [ + "rdf.to_csv(\"keep_stopwords_multigram_testings.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38203186", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models-remove_stopwords_bigram_multigram.ipynb b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models-remove_stopwords_bigram_multigram.ipynb new file mode 100644 index 0000000..d2838b4 --- /dev/null +++ b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models-remove_stopwords_bigram_multigram.ipynb @@ -0,0 +1,1802 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "IUkvcptnLWx5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IUkvcptnLWx5", + "outputId": "85ad9fe5-91bf-4246-af45-214496a012e6" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\aom2\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import nltk\n", + "import os\n", + "nltk.download('stopwords')\n", + "from nltk.corpus import stopwords\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn import svm\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, classification_report, f1_score, recall_score, precision_score\n", + "import matplotlib.pyplot as plt\n", + "import scikitplot as skplt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "24442834", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BinMLResultsada_tfidf_binmat.png\n", + "BinMLResultsgb_tfidf_binmat.png\n", + "BinMLResultsknn_tfidf_binmat.png\n", + "BinMLResultslr_tfidf_binmat.png\n", + "BinMLResultsnb_tfidf_binmat.png\n", + "BinMLResultsrf_tfidf_binmat.png\n", + "BinMLResultssvm_countvec_binmat.png\n", + "BinMLResultssvm_tfidf_binmat.png\n", + "final_testset.xlsx\n", + "final_trainset.xlsx\n" + ] + } + ], + "source": [ + "for f in os.listdir(\"content\"):\n", + " print(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3f3a63a4", + "metadata": { + "id": "3f3a63a4" + }, + "outputs": [], + "source": [ + "df_bin = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "df_bin['binary2_label'].value_counts()\n", + "df_test = pd.read_excel(\"content/final_testset.xlsx\")\n", + "df_bin['ABSTRACT'] = df_bin['ABSTRACT'].apply(str.lower)\n", + "df_test['ABSTRACT'] = df_test['ABSTRACT'].apply(str.lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dfcdc10c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['all descriptions of the lambert-eaton syndrome are based on symptomatic patients. we incidentally encountered electromyographic evidence of this syndrome in a patient being studied for another reason. the patient had controlled hypothyroidism and smoked for 9 pack-years but never had symptoms of weakness or had evidence of cancer. detailed electrophysiological and serological evaluations were undertaken in this study. neuromuscular transmission tests were consistent with a presynaptic disorder. autoantibodies specific for p/q-type voltage-gated calcium channels (vgcc) were detected in the serum and persisted throughout 7 years of follow-up. multiple igg markers of thyrogastric autoimmunity also were detected. this demonstration of asymptomatic lambert-eaton syndrome persisting for 8 years provided novel insight into the natural history of the disorder. it is plausible that patients with a subclinical syndrome would have abrupt neuromuscular decompensation when challenged with medications that compromise the safety factor for synaptic transmission.',\n", + " 'during the final weeks of a 6-month epidemic of ebola hemorrhagic fever in kikwit, democratic republic of the congo, an extensive collection of arthropods was made in an attempt to learn more of the natural history of the disease. a reconstruction of the activities of the likely primary case, a 42-year-old man who lived in the city, indicated that he probably acquired his infection in a partly forested area 15 km from his home. collections were made throughout this area, along the route he followed from the city, and at various sites in the city itself. no ebola virus was isolated, but a description of the collections and the ecotopes involved is given for comparison with future studies of other outbreaks.',\n", + " 'neurofibromatosis type 1 (nf1) is a genetic disease caused by mutations in neurofibromin 1 (nf1). nf1 patients present with a variety of clinical manifestations and are predisposed to cancer development. many nf1 animal models have been developed, yet none display the spectrum of disease seen in patients and the translational impact of these models has been limited. we describe a minipig model that exhibits clinical hallmarks of nf1, including caf√© au lait macules, neurofibromas, and optic pathway glioma. spontaneous loss of heterozygosity is observed in this model, a phenomenon also described in nf1 patients. oral administration of a mitogen-activated protein kinase/extracellular signal-regulated kinase inhibitor suppresses ras signaling. to our knowledge, this model provides an unprecedented opportunity to study the complex biology and natural history of nf1 and could prove indispensable for development of imaging methods, biomarkers, and evaluation of safety and efficacy of nf1-targeted therapies.',\n", + " 'primary biliary cirrhosis is a chronic cholestatic liver disease with an autoimmune pathogenesis, that generally develops in adult life, often in perimenopausal age. the clinical features are heterogeneous, ranging from an asymptomatic presentation to end-stage liver disease. primary biliary cirrhosis is unknown in children and its natural history has yet to be elucidated. following a canadian report of primary biliary cirrhosis in two girls (16 and 15 years old), we describe a clinical case developing at 17 years of age. a temporal association between borrelia burgdorferi infection and diagnosis of primary biliary cirrhosis was observed.',\n", + " 'the rising tide of non-alcoholic fatty liver disease (nafld) associated with the obesity epidemic is a major international health concern. nafld is the leading global cause of liver disease with an estimated prevalence of 25% and is the fastest growing indication for liver transplantation (lt). the presence and severity of liver fibrosis is the only histologic predictor of clinical outcomes in this group. nafld poses several challenges in the peri-transplant setting including the management of multiple metabolic co-morbidities, post-transplant obesity and cardiovascular risk. however, post-lt outcomes in well-selected nafld patients appear similar to non-nafld indications, including in the setting of hepatocellular carcinoma (hcc). the rising prevalence of nafld may impact potential liver graft donors, which may in-turn adversely affect post-lt outcomes. this review outlines the current epidemiology, natural history and outcomes of nafld with a focus on pre- and post-liver transplant settings.',\n", + " \"the natural history and treatment of scaphoid fractures and subsequent nonunions have occupied a substantial portion of the orthopaedic literature. the authors examine the role of modern diagnostic tools in making an earlier diagnosis of scaphoid nonunion, in more accurately determining the displacement and angulation of the fragments, and in identifying the presence of avascular necrosis. they also consider the various available treatment modalities, including immobilization, electrical stimulation, both conventional and vascularized bone grafting, and internal fixation. finally, a brief review of salvage procedures and the authors' preferred treatment are presented.\",\n", + " 'long-term management of patients with kawasaki disease should be tailored to the degree of coronary arterial involvement. this committee has made recommendations for each risk level about antiplatelet and anticoagulant therapy, physical activity, follow-up assessment by a pediatric cardiologist or primary care physician, and the appropriate diagnostic procedures that may be performed to evaluate cardiac disease. the risk level for a given patient with coronary arterial involvement may change over time because of changes in coronary artery morphology. the recommendations for management presented here are intended as practical interim guidelines until additional prospective or retrospective data are compiled to define more clearly the natural history of kawasaki disease.',\n", + " 'arrhythmogenic right ventricular cardiomyopathy (arvc) is an inherited heart-muscle disease primarily affecting the right ventricle (rv) and potentially causing sudden death in young people. the natural history of the disease is firstly characterized by a concealed form progressing over a biventricular involvement. three different cases coming from the same family are presented together with a review of the literature. multi-parameter analysis including imaging and electrocardiographic analysis is presented since the first medical referral with follow-up ranging from 11 to 38years. case 1 presented a typical rv involvement in agreement with the ecg pattern. case 2 presented a prevalent left ventricular involvement leading from the beginning to a pattern of dilated cardiomyopathy in agreement with his ecg evolution over the years. on the other side, case 3 came to observation with a typical rv involvement (similar to case 1) but with ecg evolution of typical left ventricle involvement (similar to case 2). the genetic analysis showed a mutation in desmoglein-2 (dsg2) gene: p. arg49his. comparison between size and localization of ventricular dyskinesia at cardiovascular imaging and the surface 12 lead electrocardiography are proposed. arvc may lead to an extreme phenotypic variability in clinical manifestations even within patients coming from the same family in which arvc is caused by the same genetic mutation. ecg progression over time reflects disease evolution and in particular cases may anticipate wall motion abnormalities by years.',\n", + " 'pulmonary artery aneurysms constitute <1% of aneurysms occurring in the thoracic cavity. congenital cardiac defects are responsible for the majority (>50%) of cases, however, pulmonary artery aneurysm is a rare sequelae of pulmonary tuberculosis reported in about 5% of patients with chronic cavitary tuberculosis on autopsy. the natural history of this potentially fatal condition remains poorly understood and guidelines for optimal management are controversial. a 24-year-old man, a nursing student of african descent, was referred to us from an up-country regional hospital with a 4-week history of recurrent episodes of breathlessness, awareness of heartbeats and coughing blood 3 weeks after completing a 6-month course of anti-tuberculosis drugs. a physical examination revealed conjuctival and palmar pallor but there were no stigmata of connective tissue disorders, systemic vasculitides or congenital heart disease. an examination of the cardiovascular system revealed accentuated second heart sound (s2) with early diastolic (grade 1/6) and holosystolic (grade 2/6) murmurs at the pulmonic and tricuspid areas respectively. blood tests showed iron deficiency anemia, prolonged bleeding time, and mild hyponatremia. a chest radiograph revealed bilateral ovoid-shaped perihilar opacities while a computed tomography scan showed bilateral multiple pulmonary artery pseudoaneurysms with surrounding hematoma together with adjacent cystic changes, consolidations, and tree-in-bud appearance. our patient refused to undergo surgery and died of aneurismal rupture after 9 days of hospitalization. the presence of intractable hemoptysis among patients with tuberculosis even after completion of anti-tuberculosis course should raise an index of suspicion for pulmonary artery aneurysm. furthermore, despite of its rarity, early recognition and timely surgical intervention of pulmonary artery aneurysm is crucial to reducing morbidity and preventing the attributed mortality.',\n", + " \"idiopathic non-cirrhotic portal hypertension (incph) is a rare disease characterized of intrahepatic portal hypertension in the absence of cirrhosis or other causes of liver disease and splanchnic venous thrombosis. the etiology of incph can be classified in five categories: 1) immunological disorders (i.e. association with common variable immunodeficiency syndrome, connective tissue diseases, crohn's disease, etc.), 2) chronic infections, 3) exposure to medications or toxins (e.g. azathioprine, 6- thioguanine, arsenic), 4) genetic predisposition (i.e. familial aggregation and association with adams-oliver syndrome and turner disease) and 5) prothrombotic conditions (e.g. inherited thrombophilias myeloproliferative neoplasm antiphospholipid syndrome). roughly, incph diagnosis is based on clinical criteria and the formal exclusion of any other causes of portal hypertension. a formal diagnosis is based on the following criteria: 1) presence of unequivocal signs of portal hypertension, 2) absence of cirrhosis, advanced fibrosis or other causes of chronic liver diseases, and 3) absence of thrombosis of the hepatic veins or of the portal vein at imaging. patients with incph usually present with signs or symptoms of portal hypertension such as gastro-esophageal varices, variceal bleeding or splenomegaly. ascites and/or liver failure can occur in the context of precipitating factors. the development of portal vein thrombosis is common. survival is manly limited by concomitant disorders. currently, treatment of incph relies on the prevention of complications related to portal hypertension, following current guidelines of cirrhotic portal hypertension. no treatment has been studied aimed to modify the natural history of the disease. anticoagulation therapy can be considered in patients who develop portal vein thrombosis.\",\n", + " 'over the last decade surgical treatments for migraine involving proposed trigger sites have been described and popularized by plastic surgeons in particular. various related techniques aim to free up \"trigger sites\" by removal of small facial muscles or \"decompressing\" small facial nerves. the basis for migraine trigger site surgery is without merit. there is one positive placebo controlled study with many limitations. natural history and placebo mechanisms explain the outcomes from migraine surgery. the american headache society recommends that the migraine surgery not be performed outside of a clinical trial. migraine trigger site surgery should not be performed.',\n", + " 'abstract the natural history of familial pulmonary arterial hypertension (pah) typically involves mutations in and/or haploinsuffciency of bmpr2 (gene for bone morphogenetic protein receptor type 2) but with low penetrance (10%-15%), delayed onset (in the third or fourth decade), and a gender bias (two- to fourfold more prevalent in postpubertal women). thus, investigators have sought an understanding of \"second-hit\" modalities that might affect bmpr2 anterograde trafficking and/or function. indeed, vascular lung lesions in pah have been reported to contain enlarged \"vacuolated\" endothelial and smooth muscle cells with dilated endoplasmic reticulum (er) cisternae, increased er structural protein reticulon 4 (also called nogo-b), and enlarged and fragmented golgi apparatus. we recently replicated this cellular phenotype in primary human pulmonary arterial endothelial cells and human pulmonary arterial smooth muscle cells in culture by acute knockdown of the estradiol 17œ≤ (e2)-responsive proteins signal transducer and activator of transcription 5a (stat5a) and stat5b using small interfering rnas (sirnas). we have now investigated whether functional haploinsufficiences of these molecules, alone or in combination with other modalities, might interfere with anterograde membrane trafficking using (a) the quantitative tso45vsv-g-gfp trafficking assay and (b) assays for cell-surface localization of flag-tagged bmpr2 molecules. the g glycoprotein of the vesicular stomatitis virus (vsv-g) trafficking assay was validated in ea.hy926 endothelial cells by showing that cells exposed to monocrotaline pyrrole displayed reduced anterograde trafficking. thereafter, the combinatorial knockdowns of stat5a, stat5b, bmpr2, and/or endothelial nitric oxide synthase as well as exposure to e2 or 2-methoxyestradiol were observed to significantly inhibit vsv-g trafficking. these combinations also led to intracellular trapping of wild-type flag-tagged bmpr2. overexpression of the pah disease-derived f14 and kdf mutants of bmpr2, which were trapped in the er/golgi, also inhibited vsv-g trafficking in trans. moreover, probenecid, a chemical chaperone in clinical use today, partially restored cell-surface localization of the kdf but not the f14 mutant. these data identify several combinatorial modalities that inhibit vsv-g anterograde trafficking and cause mislocalization of bmpr2. these modalities merit consideration in defining aspects of the late-developing and gender-biased natural history of human pah.',\n", + " 'hepatocellular carcinoma is one of the most serious complications of chronic liver disease and is the third most lethal cancer worldwide. symptoms emerge very late in the course of its natural history with an attendant poor outcome. screening is of paramount importance in a successful strategy to treat hepatocellular carcinoma. a successful screening program rests the availability of an at-risk population, reliable diagnostics tests that are able to diagnose a condition at a stage where effective, and relatively simple and acceptable treatments are available. in hepatocellular carcinoma, all patients with liver cirrhosis or chronic hepatitis b virus infection are at risk. six monthly ultrasound and alpha-foetoprotein determination form the backbone of the screening program. newer modalities and tests show promise but have not supplanted the standard tests.',\n", + " 'there remains a dire need for therapies that impact the clinical course of patients with idiopathic pulmonary fibrosis (ipf). indeed, there is a surge of interest in ipf therapeutics, with many candidate agents in various stages of development. optimal design and implementation of the appropriate prospective clinical trials are essential to demonstrate clinical efficacy of promising drugs for the treatment of ipf. a key element in the success of such clinical trials is the choice of the best endpoint(s) to match the design of the study. although the results of many ipf clinical trials have been disappointing, these trials have provided valuable insights into the epidemiology and natural history of the disease and have sparked debate into the best clinical trial designs and endpoints. this review will discuss the various clinical trial endpoints that have been used or proposed with a focus on their potential utility, as well as possible pitfalls that investigators should consider in the design of such studies. http://links.lww.com/copm/a13.',\n", + " \"the management of renal cell carcinoma (rcc) has undergone significant changes during the past 10 years, with the treatment of metastatic rcc undergoing the most radical changes. these developments reflect an enhanced understanding of this tumor's underlying biology, which was then translated into the development of a new treatment paradigm. current therapeutic approaches for the management of patients with metastatic rcc utilize knowledge of histology, molecular abnormalities, clinical prognostic factors, the natural history of this malignancy, and the treatment efficacy and toxicity of available agents. the treatment options available for patients with metastatic rcc have changed dramatically over the past 6 years. interferon-œ± and interleukin-2 were the previous mainstays of therapy, but since december 2005, six new agents have been approved in the us for the treatment of advanced rcc. three are multi-targeted tyrosine kinase inhibitors (tki) including sunitinib, sorafenib, and pazopanib, two target the mammalian target of rapamycin (temsirolimus and everolimus), and one is a humanized monoclonal antibody (bevacizumab in combination with interferon-œ±). the current review focuses on the newest tki available to treat patients with metastatic rcc, pazopanib. the development of this agent both preclinically and clinically is reviewed. the efficacy and safety data from the pivotal clinical trials are discussed, and the potential role of pazopanib in the treatment of patients with metastatic rcc in comparison to other treatment alternatives is critically appraised. this agent has a favorable overall risk benefit, and the available data demonstrate efficacy in patients with metastatic rcc who are either treatment-na√øve or cytokine refractory. it therefore represents another alternative for treatment of metastatic rcc patients.\",\n", + " \"eosinophilic lung diseases represent a heterogeneous group of disorders with prominent infiltrate of eosinophils in lung interstitium and alveolar spaces. peripheral blood eosinophilia is often present. infections, drugs, allergens, toxic agents have to be evaluated as possible causes of eosinophilic lung infiltrates. the category of myeloid/lymphoid neoplasms with eosinophilia and rearrangement of pdgfra, pdgfrb, fgfr1 and pcm1-jak2 represents an uncommon cause of eosinophilic lung infiltrate. we report the case of a 70-year old man complaining of dry cough and dyspnea. ground glass-opacities were seen on imaging studies and peripheral blood eosinophilia was present. a thorough step-wise patient's evaluation led to identify the clonal nature of eosinophilia and the diagnosis of myeloid/lymphoid neoplasm with eosinophilia and rearrangement of pdgfra was made. correlation with clinical history, laboratory tests and imaging studies is essential to achieve the correct diagnosis when facing with eosinophilic lung infiltrates. a prolonged eosinophilia can cause life-threatening organ damage. identification of pdgfra rearrangement, as in the present case, is particularly critical given the sensitivity and excellent response to imatinib, which has completely changed the natural history of this neoplasm.\",\n", + " 'the diptera names listed by theodorus van swinderen in his list of animals and minerals in the groningen natural history museum are itemized and annotated. most of the names listed, including those newly proposed, are synonymous with previously published names. one (sarcophaga swinderen, 1822) is a senior synonym of the well-known sarcophaga meigen, 1824. it has been dealt with in a previous paper, and sarcophaga swinderen, 1822 is now declared a nomen oblitum. the following new synonymies are proposed herein: acolasta swinderen, 1822 = sepedon latreille, 1804, n. syn. [sciomyzidae]; cleona swinderen, 1822 = callomyia meigen, 1804, n. syn. [platypezidae]; cleona acuminata swinderen, 1822 = callomyia elegans meigen, 1804, n. syn. [platypezidae]; driope swinderen, 1822 = dorycera meigen, 1830, n. syn. [ulidiidae]; macrostoma swinderen, 1822 = volucella geoffroy, 1762, n. syn. [syrphidae]; marsupium swinderen, 1822 = sphegina meigen, 1822, n. syn. [syrphidae]; nycteria swinderen, 1822 = pipiza fall√©n, 1810, n. syn. [syrphidae]; pacystoma swinderen, 1822 = medetera fischer von waldheim, 1819, n. syn. [dolichopodidae]; penthesilia swinderen, 1822 = merodon meigen, 1803, n. syn. [syrphidae]; tromera swinderen, 1822 = madiza fall√©n, 1810, n. syn. [milichiidae]. titania swinderen, 1822 (preoccupied by titania meigen, 1800) and its type species titania albipennis swinderen, 1822 are available names, but are considered here as nomina dubia and unplaced within diptera. thericas swinderen, 1822 is considered unavailable as it is not accompanied by a description or a definition and is based on an unavailable name. dorycera meigen, 1830 is declared a nomen protectum and driope swinderen, 1822 is declared a nomen oblitum; medetera muralis meigen, 1824 is declared a nomen protectum and pacystoma muralis swinderen, 1822 a nomen oblitum.',\n", + " 'the impact of hepatitis c virus (hcv) infection on mortality of patients receiving regular dialysis remains unclear. the assessment of the natural history of hcv in dialysis population is difficult because of the low progression of hcv-related liver disease over time and the reduced life expectancy in patients with end-stage renal disease. the aim of the study was to conduct a systematic review of the published medical literature concerning the impact of hcv infection on the survival of patients undergoing maintenance dialysis. the relative risk of mortality was regarded as the most reliable outcome end-point. study-specific relative risks were weighted by the inverse of their variance to obtain fixed- and random-effects pooled estimates for mortality with hcv across the published studies. we identified seven studies involving 11 589 unique patients on maintenance dialysis; two (29%) were case-control studies. pooling of study results demonstrated that presence of anti-hcv antibody was an independent and significant risk factor for death in patients on maintenance dialysis. the summary estimate for adjusted relative risk (arr) (all-cause mortality) was 1.34 with a 95% confidence interval (ci) of 1.13-1.59. heterogeneity statistics, r(i) = 0.48 (p-value by q-test = 0.13). in a sensitivity analysis including only (n = 5) cohort studies, the pooled arr was 1.38 (95% ci, 1.20-1.59); heterogeneity statistics r(i) = 0.46. as a cause of death, hepatocellular carcinoma and liver cirrhosis were significantly more frequent among anti-hcv-positive than -negative dialysis patients. our meta-analysis indicates that anti-hcv-positive patients on dialysis have an increased risk of mortality compared with hcv-negative patients. the excess risk of death in hcv-positive patients may be at least partially attributed to chronic liver disease with its attendant complications.',\n", + " \"renal cell carcinoma (rcc) is the most common neoplasm in adult kidneys. one of the most important unmet medical needs in rcc is a prognostic biomarker to enable identification of patients at high risk of relapse after nephrectomy. new biomarkers can help improve diagnosis and hence the management of patients with renal cancer. thus, this systematic review aims to clarify the prognostic and diagnostic accuracy of mir-21 in patients with rcc. we will include observational studies evaluating the diagnostic and prognostic roles of mir-21 in patients with renal cancer. the index test and reference standards should ideally be performed on all patients. we will search pubmed, scopus and isi web of science with no restriction of language. the outcome will be survival measures in adult patients with rcc. study selection and data extraction will be performed by two independent reviewers. quadas-1 will be used to assess study quality. publication bias and data synthesis will be assessed by funnel plots and begg's and egger's tests using stata software v.11.1. no ethical issues are predicted. these findings will be published in a peer-reviewed journal and presented at national and international conferences. this systematic review protocol is registered in the prospero international prospective register of systematic reviews, registration number crd42015025001.\",\n", + " 'the relationship between parasite virulence and transmission is a pillar of evolutionary theory that has implications for public health. part of this canon involves the idea that virulence and free-living survival (a key component of transmission) may have different relationships in different host-parasite systems. most examinations of the evolution of virulence-transmission relationships-theoretical or empirical in nature-tend to focus on the evolution of virulence, with transmission being a secondary consideration. even within transmission studies, the focus on free-living survival is a smaller subset, though recent studies have examined its importance in the ecology of infectious diseases. few studies have examined the epidemic-scale consequences of variation in survival across different virulence-survival relationships. in this study, we utilize a mathematical model motivated by aspects of severe acute respiratory syndrome coronavirus 2 (sars-cov-2) natural history to investigate how evolutionary changes in survival may influence several aspects of disease dynamics at the epidemiological scale. across virulence-survival relationships (where these traits are either positively or negatively correlated), we found that small changes (5% above and below the nominal value) in survival can have a meaningful effect on certain outbreak features, including r0, and on the size of the infectious peak in the population. these results highlight the importance of properly understanding the mechanistic relationship between virulence and parasite survival, as the evolution of increased survival across different relationships with virulence may have considerably different epidemiological signatures.',\n", + " 'pathologic myopia is a major cause of visual impairment and blindness. we report a case of an immediate post partum macular subretinal bleeding observed in a highly myopic patient. a 30-years-old woman presented two days after childbirth for sudden loss of vision in her right eye. multimodal imaging showed macular hemorrhage masking a subtle yellowish linear lesion corresponding to lacker crack. due to the lack of evidence for choroidal neovascularization, a simple clinical and imaging monitoring was recommended. six weeks later, we noted an improvement in her best-corrected visual acuity and a decreased in size of the macular hemorrhage. this is the first case reporting a macular subretinal bleeding on macular lacquer cracks in a highly myopic patient in immediate post partum. valsalva maneuver associated with vaginal delivery could explain the occurrence of the hemorrhage associated with lacquer crack. however, natural history of pathological myopia could not be excluded.',\n", + " 'mutations in the gene encoding type ii collagen (col2a1) give rise to a spectrum of phenotypes predominantly affecting cartilage and bone. these chondrodysplasias are typically characterized by disproportionately short stature, eye abnormalities, cleft palate, and hearing loss. it is less recognized that mutations in col2a1 can also present as degenerative joint disease in the absence of any other phenotypic clues. we report 2 australian families presenting with an isolated arthritis phenotype, segregating as a dominant trait affecting both large and small joints, prior to age 30 years. sequencing of col2a1 in the propositi revealed 2 sequence changes resulting in glycine substitutions in the triple-helical domain of type ii collagen. we review the increasing evidence implicating col2a1 mutations in individuals presenting with isolated degenerative joint disease, aiming to alert physicians who assess these patients to this possibility. the importance of finding a col2a1 mutation in such patients lies in the subsequent ability to accurately assess recurrence risks, offer early (including prenatal) diagnosis, and provide information regarding the natural history of the condition. most importantly, it enables at-risk individuals to be identified for implementation of preventative strategies (i.e., weight loss, joint-friendly exercise programs) and early ameliorative management of their condition.',\n", + " 'acute renal failure in multiple myeloma is most frequently caused by cast nephropathy, when excess monoclonal free light chains co-precipitate with tamm-horsfall protein in the distal nephron, causing tubular obstruction. the natural history of cast nephropathy after diagnosis is unknown. this report provides supporting histological evidence that, as serum free light chain concentrations fall, intratubular casts may resolve within weeks. we report the case of a 61-year-old caucasian woman who presented with multiple myeloma and dialysis-dependent acute renal failure, with serum kappa free light chain concentrations of 15,700 mg/litre (normal range 3.3 to 19.4 mg/litre). renal biopsy demonstrated cast nephropathy with waxy casts in distal tubules and collecting ducts. there was an interstitial inflammatory cell infiltrate with diffuse fibrosis and tubular atrophy. following rehydration, chemotherapy and free light chain removal using high cut-off haemodialysis, free light chain concentrations fell to less than 5% of the starting level (500 mg/litre). a repeat renal biopsy 6 weeks after the first showed resolution of cast nephropathy. these observations indicate that cast nephropathy can quickly resolve on rapid reduction of monoclonal serum free light chains. this has important implications for the development of treatment strategies aimed at improving renal recovery rates for patients in this setting.',\n", + " \"the foundation fighting blindness, rdh12 family organizations, and the rdh12 fund for sight convened a jointly organized workshop in columbia, maryland, on november 19, 2019. the purpose of the workshop was to share perspectives on what is known about the rdh12-associated retinal dystrophies (rds) and discuss the advancement of therapies, primarily gene therapy, for people with mutations in the rdh12 gene which cause leber congenital amaurosis 13 (lca13). the workshop began with presentations on the rdh12 landscape, patient perspectives, the use of statistical modeling for clinical trial design, and the foundation's my retina tracker registry. an afternoon roundtable discussion focused on four key areas essential to advance research toward gene therapy clinical trials: trial design, dose projection from nonclinical to clinical studies, natural history, and regulatory considerations. in their comments, the 27 participants from academic centers, affected families, biotechnology and pharmaceutical companies, and the regulatory community highlighted a number of research priorities, including the following: systematic inventory of retrospective natural history studies and planning for a multicenter prospective study, development of large animal models, and evaluation of novel tests of functional vision in young children. despite these research opportunities, the workshop participants agreed that the field could be ready now for a clinical trial aimed initially at testing the safety and, possibly, efficacy of rdh12 gene therapy. advancements in this field are being fostered by the emergence of an innovative multi-stakeholder research endeavor that relies on the effective engagement of the patients. this initiative serves as a model for how affected individuals and their families can be research partners on the path to treatments and cures.\",\n", + " '3d imaging has become an essential tool in the field of biological anthropology, notably for human evolution purposes. high resolution virtual 3d reconstructions of original specimens contribute to their preservation and broaden the ability for research, teaching and exchanges. paleopathology can get substantial benefit from these methods, among others for reconstructing infectious pathological processes on ancient bones. tuberculosis is frequently diagnosed on ancient human remains; however, some osseous expressions are difficult to interpret using classical methods. we illustrate here the interest of 3d methods for reconstructing processes involved in pathological bone changes due to mycobacterium tuberculosis infection. four paleopathological specimens attributed to this infection, dating from different time periods and concerning diverse parts of the skeleton have been analyzed using a specific 3d digital chain we have previously developed. these 3d analyses allow to virtually reconstruct the initial location and aspect of the infectious process, its extension as well as its possible diffusion to the surrounding soft tissues. this possible virtual follow-up of the disease leads to the concept of processual paleopathology that we would like to introduce in the field. the 3d methodology can help to improve our knowledge of natural history and evolution of ancient human infections such as tuberculosis.',\n", + " 'infantile myofibromatosis is the most common fibrous disorder of infancy and childhood. it may occur in two distinct forms: multicentric and solitary. in both cases involvement of the central nervous system (cns) is unusual: brain myofibromas are usually intracranial in proximity of the dura mater, with infiltration of the calvarial bones and secondary brain compression. spine myofibromas are exceptional and most of the cases reported in the literature represent secondary locations of visceral lesions. the natural history of myofibromas of the cns in infantile myofibromatosis is characterized by a period of rapid growth, subsequent stabilization, and spontaneous regression in many cases. on these grounds surgical treatment is reserved for lesions that compress the brain or spinal cord and show an obvious progression. small lesions or tumor residuals in asymptomatic children without visceral involvement should be closely observed as first choice. we report the case of a 10-month-old child with a solitary intramedullary myofibroma, extended from c7 to the conus. the patient underwent partial surgical removal of this lesion. control mri has shown the spontaneous slow reduction of the tumor residual and a progressive improvement of preoperative neurological conditions has been observed. to our knowledge this is the first case in which a solitary myofibroma was localized within the spinal cord.',\n", + " 'kleine-levin syndrome is characterized by periodic hypersomnia, hyperphagia, sexual disinhibitions and behavioral disturbances. the prognosis is generally benign, with normal cognitive and social functions after the episodes. we describe a typical case of kleine-levin syndrome associated with apparent academic decline, neuropsychological sequelae and personality alterations after the second episode of the illness. further research in the natural history of kleine-levin syndrome is needed, for example, to determine whether early intervention would improve long-term prognosis.',\n", + " 'to plan an appropriate public health response to the hepatitis c virus (hcv) epidemic requires that estimates of hcv incidence and prevalence, and projections of the long-term sequelae of infection, are as accurate as possible. in this paper, mathematical models are used to synthesize data on the epidemiology and natural history of hcv in australia to estimate hcv incidence and prevalence in australia to end 2001, and project future trends in the long-term sequelae of hcv infection. mathematical models of the hcv epidemic in australia were developed based on estimates of the pattern of injecting drug use. estimates of hcv infections due to injecting drug use were then adjusted to allow for hcv infections resulting from other transmission routes. projections of the long-term sequelae of hcv infection were obtained by combining modelled hcv incidence with estimates of the progression rates to these outcomes. it was estimated that there were 210 000 (lower and upper limits of 157 000 and 252 000) people in australia living with hcv antibodies at the end of 2001, with hcv incidence in 2001 estimated to be 16 000 (11 000-19 000). it was estimated that 6500 (5000-8000) people were living with hcv-related cirrhosis in 2001, that 175 (130-210) people developed hcv-associated liver failure, and that there were 50 (40-60) incident cases of hcv-related hepatocellular carcinoma (hcc). it was estimated that in 2001 22 500 quality adjusted life years were lost to chronic hcv infection, the majority (77%) in people with early (stage 0/1) liver disease. model-based estimates were broadly consistent with other sources of information on the hcv epidemic in australia. these models suggest that the prevalence of hcv-related cirrhosis and the incidence of hcv-related liver failure and hcc will more than triple in australia by 2020.',\n", + " 'lymphangiomatosis is a rare disease characterized by diffuse infiltration of lymphangiomas in the lung, bone, and other tissues. due to its rarity, the spectrum of lymphangiomatosis is beginning to be elucidated based on case reports. the limited pathological, radiological, and clinical studies have shed light on this disease. treatments have been tested in unblinded manner with promising results; however, further understanding of the pathogenesis of disease, as well as its natural history, is needed to facilitate drug development.',\n", + " 'phelan-mcdermid syndrome (pms) is a rare neurodevelopmental disorder characterized by global developmental delay, autism spectrum disorder, and numerous systemic complications including seizures, gastrointestinal dysfunction, and renal anomalies. the phelan-mcdermid syndrome foundation (pmsf) was created to improve the quality of life of people affected by pms worldwide by supporting families, accelerating research, and raising awareness. to further this mission, the pmsf initiated the phelan-mcposium in 2016 to bring families affected by pms, clinicians, and researchers together to design patient-centered rigorous clinical and translational research. here, we present findings from the 2018 phelan-mcposium. the 2018 phelan-mcposium was attended by 183 families and 35 researchers and clinicians. overall, the early childhood parents raised the fewest number of concerns, families of late-childhood patients raised more concerns around epilepsy and behavioral problems, and teen and adult families were primarily concerned about implications of genetic testing, gastrointestinal dysfunction, and regression. all families were concerned with feasibility, safety and importance of clinical trials for pms. the concerns raised by families across the sessions varied by age in a manner which may overlap with the emergence of various signs and symptoms through the natural history of pms. the design of the phelan-mcposium session has successfully generated thoughtful research questions that led to innovative investigations and clinical trials that are shaping the standard of care for pms. this is an approach which could be employed by any rare disease group to align translational research efforts with a patient-centered focus.',\n", + " 'advances in surgical sperm retrieval have greatly increased the chances of men with klinefelter syndrome achieving biological paternity. despite this, the vast majority of attempts to achieve fertility by using extracted gametes to fertilize eggs in vitro do not result in viable pregnancies. a powerful obstacle to success lies with the natural history of seminiferous tubule and germ cell function in klinefelter syndrome, which typically peak (and thereafter steeply decline) up to a decade before most individuals would be contemplating paternity. herein we discuss, in relation to a real clinical case, both the exciting technical advances surgical sperm retrieval and the logistic and ethical factors that, in practice, may act to limit their successful application.',\n", + " 'background case reports of subacute sclerosing panencephalitis (sspe) in individuals with human immunodeficiency virus (hiv) infection are scarce, and the natural history is unclear. to our knowledge, a fulminant presentation has not yet been described. objective to describe a case of fulminant sspe in an individual with a perinatally acquired hiv infection. design case report and literature review. setting christian medical college hospital, vellore, india. patient a 17-year-old boy with a perinatally acquired hiv infection. results the patient presented with subacute-onset cognitive decline and myoclonic jerks with rapid deterioration of health (the patient died within 12 weeks of onset). the findings from magnetic resonance imaging and electroencephalography and the cerebrospinal fluid and serum measles antibody titers were suggestive of sspe. the fulminant presentation in this case needs to be noted. conclusions along with the better life expectancy of hiv-infected individuals, there may be an increase in the incidence of sspe in this population. fulminant sspe may be added to the spectrum of measles-associated neurological disorders in hiv.',\n", + " 'profile 1014 compared crizotinib to up to six cycles of standard platinum-pemetrexed chemotherapy as the first line treatment of advanced anaplastic lymphoma kinase positive (alk+) non-small cell lung cancer (nsclc). overall, profile 1014 has taught us many valuable lessons about the natural history of alk+ nsclc, the effectiveness of key therapies and the positive ways in which clinical research in oncogene addicted subtypes of cancer continue to evolve. these lessons include (i) confirming the benefit of using personalized medicine approaches compared to chemotherapy that had already been established in egfr mutant disease and in alk+ disease in later lines of therapy; (ii) demonstrating that molecular preselection can also affect outcomes from standard chemotherapy in addition to from targeted therapy. specifically, the benefit of the control arm (platinum-pemetrexed), although inferior to that of crizotinib, was remarkable and expands the dataset on the increased sensitivity of alk+ nsclc to pemetrexed; (iii) identifying the central nervous system (cns) as a key battleground for metastatic nsclc, especially for alk+ disease. in profile 1014 cns time to progression (ttp) was included as a prominent secondary endpoint, which showed no difference between crizotinib and chemotherapy but all cns lesions at baseline had to be both stable and treated, so any apparent stabilizing effect of the drug may be confounded. ongoing studies with other alk inhibitors vs. crizotinib that include untreated cns diseases will provide greater clarity on the true effect of these drugs in the brain.',\n", + " 'pain is the most common problem encountered by patients with sickle cell disease (scd). we report the results of a survey sent to hematologists and emergency department (ed) physicians regarding their perceptions and practices concerning pain and its management. hematologists and ed physicians differed considerably in their perceptions about the natural history of the pain, and about the percentage of patients who are addicted to analgesics. fifty-three percent of the ed physicians and 23% of the hematologists thought that more than 20% of patients are addicted. these beliefs and perceptions about scd-related pain and the prevalence of addiction must be addressed if clinical care is to be changed substantively.',\n", + " \"we report a 24-year-old woman with minor facial anomalies, mental retardation, seizures, and partial agenesis of the corpus callosum. cytogenetic analysis showed a de novo terminal chromosome 1 long arm deletion. fish with a panel of chromosome 1q42-qter bands-specific bac and yac clones located the breakpoint at the 1q42-q43 junction, with monosomy restricted to the 1q43 and 1q44 bands. the changing craniofacial phenotype of this patient with age is described as part of the del(1)(q) syndrome natural history. the patient's features are compared with those of other patients with similar deletions, and variable phenotypic findings due to different deleted chromosomal segments are discussed.\",\n", + " 'a large multiplex family presumably affected with autosomal recessive cone-rod dystrophy (crd) was ascertained from israel. in this family of christian arab ancestry with six consanguineous loops, linkage analysis failed to identify homozygosity in all six nuclear families at any of the three arcord loci hitherto reported. however, homozygosity was found at the cord3 locus for two nuclear families and the segregation of three distinct haplotypes at this locus in the whole pedigree suggested the alteration of the abca4 gene. this hypothesis was confirmed by the identification of three distinct mutations. subsequently, with regard to the wide spectrum of autosomal recessive retinal dystrophies related to abca4 mutations, the natural history of the disease was revisited in all patients. although the diagnosis of crd was confirmed in 8/9 patients, the last one, aged of 34, displayed typical signs of stargardt disease without extension to the peripheral retina. the results of this study emphasize the pitfalls of homozygosity mapping in highly inbred families when the heterozygote carrier frequency is particularly high in the general population.',\n", + " 'we created global rating scoring rules for the cdr¬æ plus nacc ftld to detect and track early frontotemporal lobar degeneration (ftld) and to conduct clinical trials in ftld. the cdr plus nacc ftld rating was applied to 970 sporadic and familial participants from the baseline visit of advancing research and treatment in frontotemporal lobar degeneration (artfl)/longitudinal evaluation of familial frontotemporal dementia subjects (lefftds). each of the eight domains of the cdr plus nacc ftld was equally weighed in determining the global score. an interrater reliability study was completed for 40 participants. the cdr plus nacc ftld showed very good interrater reliability. it was especially useful in detecting clinical features of mild non-fluent/agrammatic variant primary progressive aphasia participants. the global cdr plus nacc ftld score could be an attractive outcome measure for clinical trials in symptomatic ftld, and may be useful in natural history studies and clinical trials in ftld spectrum disorders.',\n", + " 'the natural history of osteonecrosis of the femoral head is generally thought to be one of progressive deterioration if no intervention is undertaken. however, it is unknown whether surgical intervention is beneficial for patients with a small region of osteonecrosis. we observed rapid improvement of mri findings after rotational acetabular osteotomy (rao) was performed in a young patient with osteonecrosis of the femoral head. the band-like low signal area on t2-weighted images almost resolved by six months after surgery. he returned to work as an electrician by six months after surgery. early surgical intervention such as rao that alters the mechanical force acting on the necrotic region of the femoral head may accelerate the recovery of osteonecrosis and the improvement of symptoms.',\n", + " 'relatively little is known regarding hiv disease natural history and response to antiretroviral treatments among asian people infected with hiv. the therapeutics research, education, and aids training in asia (treat asia) hiv observational database (tahod) is a recently established collaborative observational cohort study that aims to assess hiv disease natural history in treated and untreated patients in the asia-pacific region. observational data are collected on hiv-infected patients from 11 sites in the asia-pacific region. data are centrally aggregated for analyses, with the first baseline and retrospective data transferred in september 2003. retrospective data were analyzed to assess the response to highly active antiretroviral treatment (haart) over a 6-month period in terms of changes in cd4 count and proportions of patients achieving an undetectable hiv viral load (<400 copies/ml). by the end of may 2004, 1887 patients had been recruited to the tahod. seventy-two percent of patients were male, with median age 36 years. seventy-eight percent of patients reported hiv infection through heterosexual contact. forty-three percent of patients had a previous aids diagnosis, of whom 55% had tuberculosis. the mean 6-month cd4 count increase was 115 cells/mul (sd=127) after starting triple-combination therapy. smaller cd4 count increases were associated with a higher cd4 count before starting treatment, prior treatment with monotherapy or double therapy, and treatment with a haart regimen containing a nucleoside reverse transcriptase inhibitor (nrti) and/or protease inhibitor (pi) but without a nonnucleoside reverse transcriptase inhibitor (nnrti). five hundred and ninety-eight patients started haart and had a viral load assessment at 6 months, with 69% attaining an undetectable viral load. older patients, patients not exposed to hiv through heterosexual contact, and patients treated with haart containing nrtis and nnrtis but without pis were found to be more likely to achieve an undetectable level. analyses of retrospective data in the tahod suggest that the overall response to haart in asian populations is similar to that seen in western countries.',\n", + " 'pulmonary hypertension (ph) is common in most forms of connective tissue disease (ctd); the prevalent type of ph depends on the particular ctd. thus, pulmonary arterial hypertension (pah) is dominantly associated with scleroderma, while postcapillary ph is most common in rheumatoid arthritis and lung disease-associated ph is typically found in myositis and sarcoidosis.considerable expertise is required to identify, diagnose, and manage ctd-ph, as the primary physicians providing the majority of care for this population, rheumatologists, need a good working knowledge of ctd-ph, its rather subtle presentation, and how to access the necessary investigations to screen for and identify patients with ph. the role of the rheumatologist does not stop at diagnosis; in some conditions such as lupus, optimizing immunosuppression is key to the management of ph, and unlike simple idiopathic pah, the natural history of ctd-ph is often punctuated by complications of the ctd rather than just events due to progression of ph or therapy-related adverse events.the aim of this article is to provide an overview of all forms of ctd-ph, and to provide an easy reference source on current best practice.',\n", + " 'left ventricular diverticula are congenital anomalies and are not as rare as previously thought. in adults, cardiac diverticula are generally accidental findings during imaging modalities, but concomitant disorders might frequently coexist. the pathophysiology, management, prognosis, and natural history of cardiac diverticula remain poorly understood and controversial. definite diagnosis is often challenging due to similarities in appearance to other more common anomalies such as aneurysms, pseudoaneurysms, endocarditis, cysts, and hypertrophied trabeculations. we herein report a rare case of an adolescent presenting with sinus venosus atrial septal defect, partial anomalous venous connection, and left ventricular diverticula.',\n", + " 'multicystic renal dysplasia (mcdk) is a common anomaly well described in the literature, but less well described when involving only a portion of a kidney. to present the imaging spectrum, natural history and associated anomalies of six kidneys with segmental mcdk. five children with segmental mcdk (one with bilateral segmental mcdk) referred to our hospital between 1989 and 1996 were reviewed. all had at least one ultrasound examination. four had a voiding cystogram and three had renal scintigraphy. four children had antenatal diagnosis of cystic renal abnormality. in two, with obvious duplex kidneys and associated ureteroceles, the diagnosis of upper moiety mcdk was obvious either antenatally or immediately postnatally. in the other three there were diagnostic difficulties. one patient had bilateral widespread cysts obscuring the functioning renal portions. another presented in utero with a large ureterocele and a cystic upper pole that had involuted by birth. the fifth had a nephrectomy at 3 years for a multiloculated cystic mass. varying degrees of involution occurred in the five kidneys seen early. reflux was demonstrated into the ipsilateral functioning lower moiety and midpole. in these children as in other studies, the commonest presentation of segmental mcdk is in the upper pole of a duplex kidney associated with a ureterocele at the end of the atretic ureter. atypical segmental mcdk may present a diagnostic dilemma and should be included in the differential diagnosis of multiloculated cystic masses and cystic kidneys.',\n", + " 'hepatitis b virus (hbv) is a well known agent of acute and chronic hepatitis, liver cirrhosis and hepatocellular carcinoma. around 400 million people worldwide carrier of hbv of which more than 250 million reside in asia, and 1-2¬†million people have died from it. it has a partially double-stranded dna, having 3.2-kb genome size and replicate via reverse transcription of rna intermediate. in the natural history or during the antiviral therapy of chronic hbv infection, seroconversion from hbeag to anti-hbeag is usually accompanied by a decrease in viral replication and remission of liver disease. based on genomic sequence data hbv is classified into eight genotypes a-h and four major serotypes ayw, ayr, adw and adr on the basis of complete genome and s gene sequence analysis. genotypes and serotypes are useful tools in understanding the epidemiology of hbv infection. hbv genotypes have distinct geographical distributions. the hbv variants appear during hbeag seroconversion and they bring mutations in the precore region (pc) that prevent hbeag synthesis. another common hbeag variant is the basal core promoter mutant (bcp) characterized by point mutation in the promoter of both hbeag mrna and core protein mrna. the most frequent core promoter mutation is the double a1762t and g1764a nucleotide exchange, which results in a substantial decrease in hbeag expression but enhanced viral genome replication. the approved antiviral drugs such as interferon, lamivudine, adefovir dipivoxil, entecavir and telbivudine for purpose of treating chronic hbv infection is to prevent or stop the progression of liver injury by suppressing viral replication or eliminating infection. sustained losses of viral markers of active viral replication (hbeag and hbv dna) are the standard end point of the therapies.',\n", + " 'the transplantation of malignant cells during allogeneic transplant is a rare occurrence. 27 months after donating progenitor cells, a diagnosis of multiple myeloma was made in a 6/6 hla-phenotypically matched unrelated donor. the 42-year-old recipient transplanted for chronic phase chronic myeloid leukemia developed iga myeloma 40 months after transplantation. serum electrophoresis and bone marrow investigations established the diagnosis of iga k multiple myeloma in both. this case illustrates the natural history and biology of multiple myeloma.',\n", + " 'atypical hemolytic uremic syndrome (ahus) is a rare, genetically-mediated systemic disease most often caused by chronic, uncontrolled complement activation that leads to systemic thrombotic microangiopathy (tma) and renal and other end-organ damage. the global ahus registry, initiated in april 2012, is an observational, noninterventional, multicenter registry designed to collect demographic characteristics, medical and disease history, treatment effectiveness and safety outcomes data for ahus patients. the global ahus registry will operate for a minimum of 5¬†years of follow-up. enrollment is open to all patients with a clinical diagnosis of ahus, with no requirement for identified complement gene mutations, polymorphisms or autoantibodies or particular type of therapy/management. as of september 30, 2014, 516 patients from 16 countries were enrolled. at enrollment, 315 (61.0¬†%) were adults (‚â•18¬†years) and 201 (39.0¬†%) were <18¬†years of age. mean (standard deviation [sd]) age at diagnosis was 22.7 (20.5) years. nineteen percent of patients had a family history of ahus, 60.3¬†% had received plasma exchange/plasma infusion, 59.5¬†% had a history of dialysis, and 19.6¬†% had received ‚â•1 kidney transplant. overall, 305 patients (59.1¬†%) have received eculizumab. as enrollment and follow-up proceed, the global ahus registry is expected to yield valuable baseline, natural history, medical outcomes, treatment effectiveness and safety data from a diverse population of patients with ahus. us national institutes of health www.clinicaltrials.gov identifier nct01522183 . registered january 18, 2012.',\n", + " 'alveolar echinococceal disease of the liver is rare. echinococcus multilocularis is responsible for the development of the related clinical conditions. advanced disease may result with serious complications such as end stage liver disease and budd-chiari syndrome. in this presentation, a 28 years-old woman who was a case with advanced alveolar echinococcosis complicated with a budd-chiari syndrome and was performed successful living donor liver transplantation, has been demonstrated with clinical and radiological images. initially there may be no clinical evidence of the disease in humans for years. severity and fatality are the significant characteristics of the natural history. extension to the surrounding tissues and metastasis of the parasitic mass may be observed. prevention is essential in disease control. serologic assay may identify the parasite. however, early diagnosis is rare. staging is based on radiologic imaging. some patients with advanced disease may require surgery. hepatic resection and liver transplantation are accepted procedures in selected patients. the importance of early diagnosis to prevent advanced complications such as development of budd-chiari syndrome and metastasis has been underlined.',\n", + " 'isomerism or heterotaxy syndromes are rare multifaceted congenital anomalies with multi-system involvement. grouped under the broad category of situs ambiguous defects, these often pose diagnostic difficulties due to their varied and confusing anatomy. since patients rarely survive into adulthood due to cardiovascular complications, the etiology and natural history of such conditions are not fully understood. imaging provides the most accurate non invasive method for diagnosis and thereby, prognosis in such cases. we present a case of right sided isomerism with complex cardiac anomalies in a 17 year old adolescent, who presented with dysphagia as one of the main complaints. multi modality imaging demonstrated the intricate abnormalities in vital systems.',\n", + " 'one of the greatest remaining challenges facing nephrology research is obtaining data with detail and precision for the three large, yet \"forgotten,\" populations that span the spectrum of kidney disease: patients with chronic renal insufficiency (cri), peritoneal dialysis patients, and kidney transplant patients. studies of these populations, particularly the cri group, are hampered by the relative mobility of these patients, the lack of stringent epidemiologic or clinical definitions, and the tendency to extrapolate data from hemodialysis populations into other clinical settings. this article suggests a two-pronged approach to a research agenda: first, by recognizing the need for better data regarding the natural history of these kidney failure subsets and their comorbidities; and second, by directing greater effort at identifying rational, efficacious, and cost-effective interventions to influence their natural history positively. specific efforts are suggested in all three populations. for patients with cri, studies should be directed at (1) identifying high-risk patients; (2) determining methods for making optimal referrals to the nephrologist; (3) identifying and managing cri, its complications, and its comorbid conditions; and (4) establishing processes for the smooth transition to dialysis. the peritoneal dialysis population will benefit from studies addressing the treatment of anemia and its ability to modify cardiovascular illness and quality of life. kidney transplant studies should also focus on the identification and management of comorbid conditions, as well as the effects of various interventions on quality of life. rational evidence-based care of these conditions, which are critically important to patients, their families, and the health care system in general, must await the conduct of well-designed prospective observational and interventional trials.',\n", + " 'familial clustering of disparate kidney diseases including clinically diagnosed hypertensive and diabetic nephropathy, idiopathic focal segmental glomerulosclerosis, and hiv-associated nephropathy are often observed in african americans. admixture mapping recently identified the nonmuscle myosin heavy chain 9 gene (myh9) as a susceptibility factor strongly associated with several nondiabetic etiologies of end-stage renal disease in african americans, less strongly with diabetes-associated end-stage renal disease. myh9-associated nephropathies reside in the spectrum of focal segmental glomerulosclerosis/focal global glomerulosclerosis. the renal histology in proteinuric african americans homozygous for myh9 risk variants with longstanding type 2 diabetes mellitus is unknown. we report a case of coincident idiopathic focal segmental glomerulosclerosis collapsing variant and diabetic nephropathy in an african american homozygous for the myh9 e1 risk haplotype. this case demonstrates that diabetic african americans with overt proteinuria can have mixed renal lesions, including those in the spectrum of myh9-associated nephropathy. careful interpretation of kidney biopsies in proteinuric african americans with diabetes is necessary to exclude coincident nondiabetic forms of nephropathy, precisely define etiologies of kidney disease, and determine the natural history and treatment response in mixed lesions of diabetes-associated and myh9-associated kidney disease.',\n", + " 'purpose. ifosfamide is a drug commonly used in the management of sarcomas and other solid tumours. one potential toxicity of its use is renal tubular damage, which can lead to skeletal abnormalities; rickets in children and osteomalacia in adults. we aimed to characterise this rare complication in adults. patients. three illustrative patient cases treated in our institution are presented. all were treated for sarcoma, and received varying doses of ifosfamide during their therapy. methods. we performed a review of the literature on the renal tubular and skeletal complications of ifosfamide in adults. papers were identified by searches of pubmed using the terms \"osteomalacia,\" \"nephrotoxicity,\" \"fanconi syndrome,\" \"ifosfamide,\" and \"chemotherapy\" for articles published between 1970 and 2006. additional papers were identified from review of references of relevant articles. results. there are only four case reports of skeletal toxicity secondary to ifosfamide in adults; the majority of data refer to children. risk factors for development of renal tubular dysfunction and osteodystrophy include platinum chemotherapy, increasing cumulative ifosfamide dose, and reduced nephron mass. the natural history of ifosfamide-induced renal damage is variable, dysfunction may not become apparent until some months after treatment, and may improve or worsen with time. discussion. ifosfamide-induced osteomalacia is seldom described in adults. clinicians should be vigilant for its development, as timely intervention may minimise complications.',\n", + " 'henoch-schonlein purpura (hsp) is a systemic iga-mediated vasculitis of small vessels common in children. the natural history of hsp is generally self-limiting, however, one third of patients experience recurrence of symptoms showing refractory courses. our objective was to generate a systematic review of the use of dapsone in refractory hsp. a literature search of pubmed and medline databases was performed and 13 articles were finally identified published until june 14, 2018. the most common clinical feature was a palpable rash which was seen in all patients (100%) and joint pain was the following (69.2%). treatment response within 1-2 days was observed in 6 of the 26 (23.1%) patients and 17 (65.4%) patients responded within 3 to 7 days. relapse after discontinuation of treatment was reported in 17 patients (65.4%), whereas 3 patients (11.5%) reported no relapse of symptoms. four of the 26 (15.4%) patients reported adverse effects of dapsone. the adverse effects included arthralgia (7.7%), rash (7.7%) and dapsone hypersensitivity syndrome (3.8%). this systematic study suggests that dapsone has an effect on refractory hsp. to determine the standard dosage of dapsone at initial treatment or tapering of treatment in hsp patients and evaluate whether dapsone has a significant benefit compared with steroids or other medication, multicenter, randomized placebo controlled clinical trials are necessary.',\n", + " \"systemic amyloidoses are rare, complex diseases caused by misfolding of autologous protein. the presence of heart involvement is the most important prognostic determinant. the diagnosis of amyloid cardiac involvement relies on echocardiography and magnetic resonance imaging, while scintigraphy with bone tracers is helpful in differentiating light chain amyloidosis from other types of amyloidosis involving the heart. although these diseases are fatal, effective treatments exist that can alter their natural history, provided that they are started before irreversible cardiac damage has occurred. refined diagnostic techniques, accurate patients' stratification based on biomarkers of cardiac dysfunction, the availability of novel, more powerful drugs, and ultimately, the unveiling of the cellular mechanisms of cardiac damage created a favorable environment for a dramatic improvement in the treatment of this disease that we expect in the next few years.\",\n", + " 'an american cocker spaniel with low plasma taurine concentration (< 2 nmol/ml) was presented with dyspnoea associated with pulmonary oedema and a left ventricular shortening fraction of 9%. emergency therapy with furosemide, dobutamine, nitroglycerine and oxygen supplementation led to a good response. chronic therapy was started with enalapril, furosemide, digoxin and taurine. improvement in all echocardiographic indices were noted over a 22 week follow-up, most notably an increase in left ventricular shortening fraction to 20%, a decrease of e-point septal separation from 14 mm to 7 mm and marked left ventricular remodelling. this degree of improvement in myocardial function may represent a direct link between dilated cardiomyopathy in the american cocker spaniel and plasma taurine deficiency. alternatively, this response may reflect a breed-related cardiomyopathy with a natural history and therapeutic response not commonly seen in the more common large breed cardiomyopathy presentations.',\n", + " 'congenital hemangiomas (chs) are rare benign vascular tumors that differ from common infantile hemangiomas in that they grow in utero and are fully developed at birth. while ulceration is a common, predominantly benign complication in infantile hemangioma, little is known about the prognosis of ulcerated ch. however, it has been observed that ulcerated ch may be complicated by life-threatening bleeding episodes. we report 2 cases of ulcerated rapidly involuting congenital hemangiomas (rich) that were complicated by life-threatening bleeding episodes in the neonatal period. in both cases, the chs were fed by high-flow vessels and the ensuing massive bleeding was due to superficial vessel wall erosion induced by the ulceration. both patients were successfully treated with intravascular embolization; one patient underwent additional hemostatic surgery. these 2 cases highlight the importance of closely monitoring children with ulcerated ch because of the risk of severe bleeding. embolization is the treatment of choice in the case of severe bleeding, as the natural history of rich is to spontaneously regress.',\n", + " 'significant challenges exist in creating surveillance recommendations for soft tissue sarcomas (sts) given the vast heterogeneity of recurrence patterns between histologic subtypes. using the most recent evidence on the natural history of sts, this review will propose surveillance strategies based on tumor location and histologic subtype.',\n", + " 'intimal angiosarcoma is a rare malignant vascular tumor with an aggressive natural history. presenting symptoms vary according to the location of the lesion, but symptoms are typically due to intravascular obstruction or embolization. we present a case of an intimal angiosarcoma presenting with a common femoral artery aneurysm.',\n", + " 'parvovirus b19 infection has been associated with fetal anaemia, hydrops, and in some cases demise. most of the reported cases of fetal hydrops were detected in second-trimester fetuses. we report a series of three cases in which human parvovirus infection was associated with hydropic changes at an earlier gestational age. spontaneous resolution of hydrops occurred in all fetuses. a greater understanding of the natural history of human parvovirus infection is needed prior to deciding on the mode of therapy (conservative management versus in utero fetal therapy).',\n", + " 'dural sinus malformation (dsm) is a term used to describe congenital vascular malformations characterized by massive dilation of one or more dural sinuses: these dilatations are typically associated with arteriovenous shunts. such malformations can present antenatally but their early natural history and anatomy is poorly defined. we reviewed five years of autopsy experience and retrieved three primary vascular malformations of the fetal dural sinuses with ultrasound, magnetic resonance imaging (mri) and post-mortem correlation. fetal ultrasound and mri obtained between 19 and 23 weeks gestational age demonstrated in all cases dilation of the dural sinuses. in two cases vascular thromboses were present in either the dilated dural sinus (one of three) or the associated arteriovenous fistula (one of three). all cases were autopsied at 22-23 weeks gestational age. in one there was imaging and autopsy evidence of remodeling of the dural sinuses associated with a pial arteriovenous fistula. in two cases, no arteriovenous malformation was identified on initial imaging, but only became evident at autopsy. one case showed morphological overlap with vein of galen aneurysmal malformation, with a midline arteriovenous shunt and vein of galen ectasia. the other demonstrated a perisylvian dural arteriovenous fistula. in utero thrombosis of feeding vascular malformations or of the dural sinus malformation may be prominent. the early in utero developmental trajectory of dural sinus malformation (dsm) is poorly defined and deserves further study.',\n", + " 'malignant triton tumour (mtt) is a very rare soft tissue tumour. to report nine patients diagnosed with malignant triton tumour of the thigh between january 1996 and january 2005 to determine the natural history and factors that may affect survival in this aggressive tumour. due to the association of neurofibromatosis (nf type i) with malignant triton tumour, two groups of patients were identified: those with nf type i (group i cases); and those without (group ii). group i patients accounted for four cases and arose predominantly in young males, all tumours being high grade, >10 cm in size and all four patients died within two years of diagnosis. by contrast, the five patients of group ii were older, had smaller size and lower grade tumours and three patients are long-term survivors. although the number of cases is small, our data supports the views that the natural history of mtt is more aggressive in patients with nf type i. this poor outlook could be attributed to the high frequency of grade iii histology in this disease and the large tumour size.',\n", + " 'although squamous cell carcinoma of the head and neck (scchn) is closely linked to tobacco and alcohol use, there is an increasing incidence hpv16-related scchn arising in the oropharynx. the mechanisms of viral transmission, carcinogenesis and natural history are not well understood. here, we report a couple-husband and wife diagnosed synchronously with squamous cell carcinoma of the head and neck wherein the tumors were positive for hpv16 by pcr diagnosis. both viral genomes were genetically identical and closely related to the revised european prototype, hpv16r. an uncommon signal variant nucleotide was identified in both genomes that is not present in the hpv16r. these tumors likely represent transmission between the couple.',\n", + " \"it is agreed that conventional magnetic resonance imaging (mri) of the brain and spine is one of the core elements in the differential diagnostic work up of patients with clinical signs of motor neuron diseases (mnds), for example amyotrophic lateral sclerosis (als), to exclude mnd mimics. however, the sensitivity and specificity of mri signs in these disorders are moderate to low and do not have an evidence level higher than class iv (good clinical practice point). currently computerized mri analyses in als and other mnds are not techniques used for individual diagnosis. however, they have improved the anatomical understanding of pathomorphological alterations in gray and white matter in various mnds and the changes in functional networks by quantitative comparisons between patients with mnd and controls at group level. for multiparametric mri protocols, including t1-weighted three-dimensional datasets, diffusion-weighted imaging and functional mri, the potential as a 'dry' surrogate marker is a subject of investigation in natural history studies with well defined patients. the additional value of mri with respect to early diagnosis at an individual level and for future disease-modifying multicentre trials remains to be defined. there is still the need for more longitudinal studies in the very early stages of disease or when there is clinical uncertainty and for better standardization in the acquisition and postprocessing of computer-based mri data. these requirements are to be addressed by establishing quality-controlled multicentre neuroimaging databases.\",\n", + " 'chronic obstructive pulmonary disease (copd) represents one of the most common indications for lung transplantation, accounting for approximately one third of all procedures performed worldwide to date. despite this extensive experience, questions remain about the appropriate timing of transplantation in the natural history of copd, the optimal procedure to perform, and the survival benefit achieved. less commonly encountered obstructive lung disorders for which transplantation is occasionally performed include emphysema due to œ±-1-antitrypsin deficiency, lymphangioleiomyomatosis, and langerhans cell histiocytosis. like copd, the application of transplantation to these rare disorders also poses several questions. this article explores issues that arise when lung transplantation is utilized for treatment of both common and uncommon obstructive lung disorders.',\n", + " 'adequate functioning of the blood-brain barrier (bbb) is important for brain homoeostasis and normal neuronal function. disruption of the bbb has been described in several neurological diseases. recent reports suggest that an increased permeability of the bbb also contributes to increased seizure susceptibility in patients with epilepsy. the endothelial glycocalyx is coating the luminal side of the endothelium and can be considered as the first barrier of the bbb. we hypothesise that an altered glycocalyx thickness plays a role in the aetiology of temporal lobe epilepsy (tle), the most common type of epilepsy. here, we propose a protocol that allows intraoperative assessment of the cerebrovascular glycocalyx thickness in patients with tle and assess whether its thickness is decreased in patients with tle when compared with controls. this protocol is designed as a prospective observational case-control study in patients who undergo resective brain surgery as treatment for tle. control subjects are patients without a history of epileptic seizures, who undergo a craniotomy or burr hole surgery for other indications. intraoperative glycocalyx thickness measurements of sublingual, cortical and hippocampal microcirculation are performed by video microscopy using sidestream dark-field imaging. demographic details, seizure characteristics, epilepsy risk factors, intraoperative haemodynamic parameters and histopathological evaluation are additionally recorded. this protocol has been ethically approved by the local medical ethical committee (id: nl51594.068.14) and complies with the declaration of helsinki and principles of good clinical practice. informed consent is obtained before study enrolment and only coded data will be stored in a secured database, enabling an audit trail. results will be submitted to international peer-reviewed journals and presented at international conferences. ntr5568.',\n", + " 'hypertrophic cardiomyopathy (hcm) has historically been linked with sudden cardiac death (scd). currently, it is well established that only a subset of patients is at the highest risk stratum for such a catastrophic event. detection of patients belonging to this high-risk category can allow for timely defibrillator implantation, changing the natural history of hcm. inversely, device implantation in patients deemed at low risk leads to an unnecessary burden of device complications with no apparent protective benefit. previous studies have identified a series of markers, now considered established risk factors, with genetic testing and newer imaging allowing for the detection of novel, highly promising indices of increased risk for scd. despite the identification of a number of risk factors, there is noticeable discrepancy in the utility of such factors for risk stratification between the current american and european guidelines. we sought to systematically review the data available on these two approaches, presenting their rationale and respective predictive capacity, also discussing the potential of novel markers to augment the precision of currently used risk stratification models for scd in hcm.',\n", + " 'sclerosing sweat duct carcinoma (ssdc) is a rare, slow-growing, locally invasive skin tumor of eccrine and pilar origin. it is usually located on the face, particularly the upper lip, cheek, and forehead. it has been infrequently reported on the eyelid, secondarily involved from adjacent cheek and brow tumors. only four previous cases have reported primary eyelid tumors. the authors present four cases of primary eyelid margin involvement, which show the variability in clinical presentations. retrospective case series. the authors present four case studies of lower eyelid margin tumors diagnosed as ssdc. the history of this recently recognized neoplasm is discussed in relation to the cases presented and the role of the ophthalmologist and pathologist in such cases. primary ssdc of the eyelid margin is a reportedly rare entity. this particular presentation can occur in all age groups; can mimic benign, acanthotic, or basal cell-like tumors; and is usually misdiagnosed initially. this can lead to a delay in definitive treatment for a tumor that classically presents late in its natural history to health professionals. all eight cases of primary eyelid ssdc now reported in the literature have occurred in the lower lid. this rare but aggressive tumor is difficult to diagnose from a simple biopsy and may be more common than previously believed. initial or early diagnosis is important because of unusually invasive characteristics. recurrence is common and usually leads to extensive tissue loss via direct invasion or subsequent wide resection. correct histologic diagnosis at the time of initial tumor removal will likely aid in achieving complete excision with fewer recurrences.',\n", + " 'trigeminal neuralgia (tn) secondary to a dolichoectatic basilar artery (dba) is an extremely rare phenomenon. the kawase approach for macrovascular decompression of this rare pathology been used rarely. this report describes macrovascular decompression and basilar artery transposition in a 69-yr-old male presenting with progressively worsening left-sided typical tn secondary to a dba compression. the dba was successfully decompressed off of the trigeminal nerve via a pterional craniotomy and anterior petrosectomy. the patient had immediate improvement in tn symptoms postoperatively. the patient remained symptom free with nonbothersome facial numbness in the v3 segment at 8-mo postoperative follow-up in clinic. the patient suffered a sixth nerve palsy following surgery, which was later corrected by strabismus surgery. the natural history and epidemiology of tn, results of macrovascular decompression secondary to dba compression via a traditional suboccipital retrosigmoid approach, and potential advantages of the kawase approach are also discussed. the macrovascular decompression strategy succeeded because the compressive force was applied by the dba to the nerve in a superolateral direction, and the decompressive sling pulled the dba away from the nerve in an inferomedial direction. the working space and access to the clival dura through the kawase approach allowed proper corrective pull with a sling.',\n", + " 'during the last two decades, important progress has been made in the understanding of the biology, natural history, and prognosis of chronic lymphocytic leukemia (cll). in addition, new and more effective treatment modalities are changing the objectives of treatment in patients with cll. in this regard, the purine analogues offer great promise and fludarabine is already considered the treatment of choice for patients failing standard therapies. the role of purine analogues either alone or combined with other agents as front-line therapy is being actively investigated. certain situations (e.g, autoimmune cytopenias, hypersplenism) require special treatment approaches (e.g., corticosteroids, splenectomy). transplants of hemopoietic progenitor cells are also increasingly performed. as a result of these advances, treatment of subjects with cll can be decided on the basis of the individual risk of each patient and the possibility of curing some of them may become a realistic objective.',\n", + " 'renal cell carcinoma accounts for 3% of all solid tumors and currently causes about 3,500 deaths/year in the uk. once an orphan disease, it has undergone an impressive change in its natural history with an improvement in overall survival, thanks to the development of new target agents. in its management, renal cell carcinoma has been treated with both surgical and medical approaches. nowadays, many more drugs are available, especially in the metastatic setting, so that we should reconsider the peculiar role of surgery and its interaction with target agents. cytoreductive nephrectomy still plays a major role in the management of the disease, though no really solid data have been still obtained. adjuvant and neoadjuvant settings, instead, are still under evaluation, especially new adjuvant therapies involving the numerous target agents we have. finally, metastasectomy has a controversial role, with some evidence of more efficacy than the medical treatment, though it shows too many biases to be considered certain. the picture that comes out suggests a complex frame, in which we have great power to act, but in which we need to better comprehend the interactions that could be created between surgery and medical therapies, to achieve an optimal multimodal treatment for renal cell carcinoma.',\n", + " 'type 3 gaucher disease (gd) manifests with hematologic, neurological and skeletal involvement including erlenmeyer flask bone deformities, osteopenia, painful bone crises and fractures. we describe bilateral symmetric osteolytic lesions in a 22 year old with type 3 gd, chronically treated with enzyme replacement therapy. these atypical bone findings, previously reported in two similar patients with type 3 gd, expand our understanding of the evolving natural history of gd in the post-treatment era.',\n", + " 'constrictive pericarditis is a rare, but increasingly recognized long-term postoperative complication of lung transplantation. heightened clinical suspicion, improved diagnostic imaging, and effective surgical treatment of the disease have led to progressive awareness of the pathology. we present our institutional experience with constrictive pericarditis after lung transplant in an effort to investigate the cause and natural history of the disease. from october 2005 to october 2018, 1234 patients underwent orthotopic lung transplantation at duke university hospital. an institutional database was queried to identify incident patients and determine baseline clinical data. at a median of 11.2 months (interquartile range = 4.6-28.6 mo), 10 patients (0.8%) developed constrictive pericarditis. simple descriptive statistics were used to describe cohort characteristics and identify variables associated with constrictive pericarditis after lung transplantation. the indication for transplantation at index operation was idiopathic pulmonary fibrosis in 8 of 10 patients (1.2% of the 760 restrictive lung disease patients transplanted in the same time period). all 10 patients presented with worsening dyspnea and pleural effusions. right heart catheterization confirmed constrictive physiology in all cases. eight patients underwent pericardiectomy with improvement in cardiovascular hemodynamics and resolution of symptoms with no 30-day mortality. diagnosis of constrictive pericarditis should be considered in patients with new-onset heart failure symptoms or recurrent pleural effusions within 2 years of lung transplantation. idiopathic pulmonary fibrosis may be associated with increased risk for constrictive pericarditis. pericardiectomy is a safe and effective treatment for posttransplant constrictive pericarditis.',\n", + " 'renal disease is common in sickle cell anemia. in this exploratory work, we used data from a longitudinal study of the natural history of sickle cell disease to examine the hypothesis that polymorphisms (snps) in selected candidate genes are associated with glomerular filtration rate (gfr). dna samples and clinical and laboratory data were available for 1,140 patients with sickle cell anemia. gfr was estimated using the cockcroft-gault and schwartz formulas for adults and children, respectively. we examined approximately 175 haplotype tagging (ht) snps in about 70 genes of the tgfbeta/bmp pathway for their association with gfr using linear regression. four snps in bmpr1b, a bone morphogenetic protein (bmp) receptor gene, yielded statistically significant associations (p values ranging from 0.015 to 0.046). three haplotypes in this gene were also associated with gfr. the tgf-beta/bmp pathway has been associated with the development of diabetic nephropathy, which has some features in common with sickle cell nephropathy. our results suggest that, as with other subphenotypes of sickle cell disease, renal function may be genetically modulated.',\n", + " \"ebstein's anomaly is an uncommon congenital heart defect with an extremely variable natural history due to a wide spectrum of pathological features. we report on the anesthetic management of a 24-year-old primigravida woman with ebstein's anomaly with recurrent supraventricular tachycardia for emergency cesarean section.\",\n", + " 'in this issue of blood, shanafelt and colleagues provide the first evidence that vitamin d deficiency is a risk factor for disease progression in chronic lymphocytic leukemia (cll). their findings imply that dietary vitamin d supplementation could potentially modify the natural history of this incurable disease.',\n", + " 'a series of nine consecutive patients with unguarded tricuspid valve orifice as a result of partial or complete agenesis of the valvar tissue and patent right ventricular outflow tract is reported. clinical manifestations were cyanosis, severe right ventricular failure and incidental echocardiographic detection in a young patient with dilated cardiomyopathy. this series contains the oldest reported patient with this malady, who was misdiagnosed as portal hypertension for 10 years. this study, with possibly the largest number of patients reported so far, sheds some light on the natural history of a rare entity.',\n", + " \"zika virus (zikv), a typical example of a re-emerging pathogen, recently caused large outbreaks in pacific islands and the americas, associated with congenital diseases and neurological complications. deciphering the natural history, ecology and pathophysiology of this mosquito-borne pathogen requires effective reverse genetics tools. in the current study, using the bacterium-free 'infectious subgenomic amplicons' (isa) method, we generated and made available to the scientific community via the non-profit european virus archive collection, two simple and performing reverse genetics systems for zikv. one is based on an asian zikv strain belonging to the outbreak lineage (french polynesia 2013). the second was designed from the sequence of a low-passaged zikv african strain (dakar 1984). using the isa procedure, we derived wild-type and a variety of specifically engineered zikvs in days (intra- and inter-lineage chimeras). since they are based on low-passaged zikv strains, these engineered viruses provide ideal tools to study the effect of genetic changes observed in different evolutionary time-scales of zikv as well as pathophysiology of zikv infections.\",\n", + " 'mowat-wilson syndrome (mws) is a rare intellectual disability/multiple congenital anomalies syndrome caused by heterozygous mutation of the zeb2 gene. it is generally underestimated because its rarity and phenotypic variability sometimes make it difficult to recognize. here, we aimed to better delineate the phenotype, natural history, and genotype-phenotype correlations of mws. in a collaborative study, we analyzed clinical data for 87 patients with molecularly confirmed diagnosis. we described the prevalence of all clinical aspects, including attainment of neurodevelopmental milestones, and compared the data with the various types of underlying zeb2 pathogenic variations. all anthropometric, somatic, and behavioral features reported here outline a variable but highly consistent phenotype. by presenting the most comprehensive evaluation of mws to date, we define its clinical evolution occurring with age and derive suggestions for patient management. furthermore, we observe that its severity correlates with the kind of zeb2 variation involved, ranging from zeb2 locus deletions, associated with severe phenotypes, to rare nonmissense intragenic mutations predicted to preserve some zeb2 protein functionality, accompanying milder clinical presentations. knowledge of the phenotypic spectrum of mws and its correlation with the genotype will improve its detection rate and the prediction of its features, thus improving patient care.',\n", + " 'ethylmalonic encephalopathy (ee) is a rare metabolic disorder with an autosomal recessive mode of inheritance that is clinically characterized by neuromotor delay, hyperlactic acidemia, recurrent petechiae, orthostatic acrocyanosis, and chronic diarrhea. increased urinary levels of ethylmalonic acid and methylsuccinic acid are the main biochemical features of the disorder. we report on two patients affected by ee who showed different clinical and neuroradiological patterns. patient 1 presented with a chronic clinical course characterized by very slow neuromotor deterioration, ataxia, and dysarthria. in contrast, patient 2 had an acute neonatal onset with severe neuromotor retardation, severe generalized hypotonia, and intractable seizures. neuroradiological follow-up of patient 1 detected a diffuse hyperintensity on the t2 images at the basal ganglia which remained stable during a period of four years. patient 2, in contrast, showed a rapid process of cerebral, and in part, cerebellar atrophy. on the basis of our observations, we reviewed the data published in the literature and tried to delineate the natural history of ee, which appears to be characterized by a wide spectrum of severity in the clinical course. no reports on neuroradiological follow-up of ee patients are available in the literature with which to compare our data. finally, both patients showed a muscle cox deficiency. the pathogenetic implications of such a biochemical finding will be also discussed.',\n", + " 'cysticercosis is a common disease in developing countries. labial lesions produced by this parasitic infestation are rare. the most frequently involved oral locations are the tongue, labial or buccal mucosa, and mouth floor. we present here a case report of a 33-year-old-female patient from maharashtra, who reported to our department with a swelling in the left lower lip, which was diagnosed as cysticercosis on histpathological examination.',\n", + " 'leptomeningeal carcinomatosis (lm) is an infrequent yet morbid and often fatal complication of non-small cell lung cancer (nsclc). management of lm is multimodal, often involving systemic chemotherapy, radiotherapy, and a variety of symptom management maneuvers to address elevated intracranial pressure, pain, and mood changes that can accompany the disease. it is increasingly recognized that tumors with actionable mutations in nsclc, including epidermal growth factor receptor (egfr) mutations and anaplastic lymphoma kinase (alk) translocations, respond well to systemic therapy with tyrosine kinase inhibitors yet often progress in the central nervous system. more information is needed regarding the natural history and optimal management of lm in specific molecular subtypes of nsclc. this case report summarizes the management of a patient with alk-positive nsclc who developed lm while on targeted treatment with crizotinib within the context of current nccn clinical practice guidelines in oncology and recently published studies.',\n", + " 'overproduction of a vascular endothelial growth factor secreted by neoplastic cells in some plasma cell neoplasms is postulated to be responsible for the syndrome of polyneuropathy, organomegaly, endocrinopathy, monoclonal protein, and skin changes and the rarer syndrome of adenopathy and extensive skin patch overlying a plasmacytoma. the authors present a case of a 57-year-old man who presented with an erythematous left flank skin patch and subsequent discovery of an underlying 10th rib plasmacytoma with lambda light chain restriction. the tumor was strongly positive for cd31, a marker known to be involved in angiogenesis and cell adhesion. immunohistochemical studies were initially confounding and later shown to be due to the effects of decalcification procedures. the authors discuss the natural history of this unusual entity and the diagnostic challenges in evaluating this lesion. the authors finally postulate whether strong cd31 expression could be related to paraneoplastic phenomena associated with some plasma cell lesions.',\n", + " 'the diagnosis of acromegaly is suspected based on the typical clinical presentation and is subsequently confirmed biochemically by elevated gh and igf-i concentrations. we report three female patients with pituitary tumors who presented without any signs or symptoms of acromegaly but with elevated igf-i levels. plasma gh was measured every 10 min for 24 h, and an oral glucose tolerance test was performed. all patients had abnormally elevated mean and trough plasma gh levels as well as post-glucose nadir gh concentrations. all patients had magnetic resonance imaging scans revealing pituitary tumors and underwent transsphenoidal surgery. histologically, they had gh-producing pituitary tumors. plasma igf-i levels returned to normal in two patients after surgery. some pituitary adenomas are true gh-secreting tumors despite not being accompanied by obvious clinical stigmata of acromegaly. natural history of this disease is unknown because of the small number of reported patients and inconsistent results of biochemical testing. based on the results of this and previous reports, we propose that all patients with known pituitary tumors, especially younger women with normal or mildly elevated prolactin level, be evaluated for gh excess.',\n", + " 'mycobacterium tuberculosis contributed to the discovery of delayed-type hypersensitivity and cell-mediated immunity. however, the biochemical basis for the immunogenicity of the mycobacterial cell wall has until recently remained unknown. nucleotide-binding oligomerization domain-containing protein 2 (nod2) responds to bacterial peptidolycan-derived muramyl dipeptide (mdp). whereas most bacteria produce n-acetyl mdp, mycobacteria produce an unusual modified form of mdp, called n-glycolyl mdp. disruption of n-glycolyl mdp synthesis in mycobacteria greatly diminishes the contribution of nod2 to mycobacterial sensing. additionally, n-glycolyl mdp is more potent and efficacious than n-acetyl mdp at inducing innate responses and t cell-mediated immunity. the sensitivity of nod2 to the mycobacterial peptidoglycan may link the natural history of both innate and adaptive immunity to mycobacterial infection.',\n", + " 'temporal arteritis, also known more accurately as giant cell arteritis (gca), is a multisystem vasculitis of elderly people that involves large and medium-sized blood vessels with a particular predilection to the craniofacial branches of the carotid arteries, especially the temporal artery. symptoms include visual loss, headaches, fever, audiovestibular symptoms, and jaw claudication. otolaryngologists are consulted to care for these patients to confirm the diagnosis, to rule out other causes of face pain and headaches, to care for patients with audiovestibular manifestations of gca, and to perform temporal artery biopsies. consequently, it is important for consultants to understand the signs and symptoms and natural history of gca and the indications, technique, and complications of temporal artery biopsy. gca can appear with protean head and neck manifestations. otolaryngologists should be aware of these and understand the issues concerning maximizing the yield from temporal artery biopsies.',\n", + " \"cell-free dna for perinatal screening is a growing industry. non-invasive prenatal testing (nipt) is based on the premise that foetal dna is able to cross the placental barrier and enter the mother's circulation, where it can be examined for chromosomal abnormalities, such as trisomy 13, 18 or 21. such tests are expected to be widely used by pregnant women, with the annual market expected to surpass $1 billion. recently, a number of case reports have emerged in the haematology-oncology literature. the routine use of nipt has led to the discovery of maternal neoplasms. most writers have concluded that this is yet another benefit of the test; however, a closer examination of the cases reveals that this incidental detection may not improve patient outcomes. in some cases, early detection provides lead time bias, but does not change the ultimate clinical outcome, and in other cases, detection constitutes earlier knowledge of a cancer whose natural history cannot be altered. here, we explore in detail cases where cancer was incidentally discovered among women undergoing routine non-invasive pregnancy testing, and investigate whether or not these women were benefitted by the discovery.\",\n", + " 'in the past year, there has been at least one important clinical paper that sheds light on the character and natural history of painful chronic pancreatitis, which has important clinical implications. in addition, several novel mutations have been described in the cationic trypsinogen gene in patients with hereditary pancreatitis. the mechanism by which these mutations cause pancreatic disease remains speculative. the diagnosis of early chronic pancreatitis is controversial. a novel noninvasive pancreatic function test (measurement of postprandial apob-48) was reported but is unlikely to be a sensitive test of pancreatic function. pancreatic fibrosis is frequently seen in alcoholics without chronic pancreatitis, and this makes it difficult to interpret the findings on endoscopic ultrasonogram. recent studies highlight the difficulty in abolishing pancreatic steatorrhea. recently fibrosing colonopathy in adult patients has been reported. extracorporeal shockwave lithotripsy combined with endoscopic therapy failed to benefit patients with calcific chronic pancreatitis.',\n", + " \"trigeminal schwannomas represent between 0.07% and 0.36% of all intracranial tumors and 0.8% to 8% of intracranial schwannomas. selection of the appropriate management strategy requires an understanding of the tumor's natural history and treatment outcomes. this report describes the case of a 36-year-old male who presented with a three-month history of progressive headaches, dizziness, loss of balance, decreased sleep, and cognitive decline. magnetic resonance imaging revealed a large enhancing lesion centered around the left meckel's cave and extending into both the middle and the posterior fossa with obstructive hydrocephalus secondary to compression of the fourth ventricle. resection of the posterior fossa component of the tumor was performed in order to relieve the mass effect upon the brainstem without attempting a radical removal of the middle fossa component and a potential risk of further cognitive impairment. the pathological exam confirmed the diagnosis of a trigeminal schwannoma. the residual tumor showed progressive spontaneous volumetric shrinkage after a subtotal surgical resection. this case shows the value of a planned conservative surgery in complex schwannomas and highlights the challenges in interpreting the treatment responses in these benign tumors, whether approached surgically or with stereotactic radiation techniques.\",\n", + " 'during the past 20 years, targeted therapy based on the understanding of tumor biology has been complementing or even replacing cytotoxic agents that have dominated pharmacotherapy of cancer since the conception of medical oncology. unfortunately, the fact that targeted therapies with potential to induce cure or at least substantially prolong survival are still not available for many common solid tumors results in skepticism or even nihilism. on the one hand, biomarker research is not keeping pace with the introduction of new agents, while on the other hand, effective drugs are still not available for many potential molecular targets associated with malignant transformation and tumor progression. however, targeted therapies have already transformed the natural history and clinical outcomes not only in patients with rare malignancies like gastrointestinal stromal tumor but also with many common tumors, e.g. breast cancer, malignant melanoma, non-small cell lung cancer or renal cell carcinoma. for further advances, a multidisciplinary effort is indispensible that should, above all, involve the collaboration of medical oncology and laboratory medicine.',\n", + " 'tuberculosis (tb) programs must invest in a variety of tb specific activities in order to reach ambitious global targets. uncertainty exists surrounding the potential impact of each of these activities. the objective of our study was to model different interventions and quantify their impact on epidemiologic outcomes and costs from the health system perspective. decision analysis was used to define the tb patient trajectory within the health system of three different countries. we considered up to seven different interventions that could affect either the natural history of tb, or patient trajectories within the health system. the expected impact of interventions were derived from published studies where possible. epidemiologic outcomes and associated health system costs were projected for each scenario. with no specific intervention, tb related death rates are high and less than 10% of the population starts on correct treatment. interventions that either prevent cases or affect all patients with tb disease early in their trajectory are expected to have the biggest impact, regardless of underlying epidemiologic characteristics of the setting. in settings with a private sector, improving diagnosis and appropriate treatment across all sectors is expected to have a major impact on outcomes. in all settings, the greatest benefit will come from early diagnosis of all forms of tb. once this has been achieved more specific interventions, such as those targeting hiv, drug resistance or the private sector can be integrated to increase impact.',\n", + " 'the arrival of biologics, in particular anti-tumor necrosis facteur (tnf), at the end of the nineties, revolutionnized treatment of inflammatory bowel diseases. concomitantly, immunosuppressants (thiopurines, methotrexate) are used more widely and earlier in the disease course. infliximab and adalimumab are very effective in more than two-thirds of patients, including those with fistula. this efficacy is long lasting in one-third of patients. main side-effects of anti-tnf are opportunistic infections (intracellular bacteria) which should be prevented and diagnosed early. anti-tnf are safe in the long-term, however, there is a particular concern regarding the risk of hepatosplenic t cell lymphomas in young men receiving bitherapy with thiopurine and anti-tnf. the old strategy of adapting the therapeutic response to severity of symptoms and disease activity has no impact on natural history of the disease and should be abandoned. most authors now favour an aggressive therapeutic approach in selected patients, before they develop irreversible anatomic lesions. this new strategy may change natural history and will become safer with a better knowledge of side-effects of immunosuppressants and biologics and how to prevent them. moreover development of new therapeutic agents may permit to avoid surgery in patients who do not respond to therapy.',\n", + " 'trevor disease (dysplasia epiphysealis hemimelica [deh]) is a rare, intra-articular anomaly of cartilaginous overgrowth of the epiphysis. the usual presentation is on 1 side of the body and on 1 side of the epiphysis. the natural history of this disease is not clear because the lesions often are treated during childhood. additionally, hip involvement is relatively uncommon; to our knowledge, total hip arthroplasty in a patient with deh has not been reported previously. our patient presented with previously untreated deh of the hip joint, which had developed into a very unusual shape. he was treated with a total hip arthroplasty and had satisfactory functioning 2.5 years postsurgery. untreated deh of the hip can lead to a very misshapen hip with a deformed femoral head and loss of the shape of the acetabulum, as well as stiffness due to an unusual shape and osteoarthritic changes. a total hip arthroplasty can give satisfactory functional results.',\n", + " 'nephrology has conducted few high-quality clinical trials, and the trials that have been conducted have not resulted in the approval of new treatments for primary or inflammatory glomerular diseases. there are overarching process issues that affect the conduct of all clinical trials, but there are also some specialty-specific issues. within nephrology, primary glomerular diseases are rare, making adequate recruitment for meaningful trials difficult. nephrologists need better ways, beyond histopathology, to phenotype patients with glomerular diseases and stratify the risk for progression to esrd. rigorous trial design is needed for the testing of new therapies, where most patients with glomerular diseases are offered the opportunity to enroll in a clinical trial if standard therapies have failed or are lacking. training programs to develop a core group of kidney specialists with expertise in the design and implementation of clinical trials are also needed. registries of patients with glomerular disease and observational studies can aid in the ability to determine realistic estimates of disease prevalence and inform trial design through a better understanding of the natural history of disease. some proposed changes to the common rule, the federal regulations governing the ethical conduct of research involving humans, and the emerging use of electronic health records may facilitate the efficiency of initiating multicenter clinical trials. collaborations among academia, government scientific and regulatory agencies, industry, foundations, and patient advocacy groups can accelerate therapeutic development for these complex diseases.',\n", + " \"there is considerable phenotypic variation in wilson's disease (wd). some patients present with hepatic disease during the first decade of life and some with neurological degeneration in adolescence or adult life, with or without overt liver disease. although the absence of neurologic disease in patients with liver disease in childhood or adolescence can be explained by the limited time exposure of the central nervous system to copper toxicity, it is surprising that late-onset neurologic wd can occur without any evidence of liver involvement. this huge variability in the clinical presentation of wd in general reflects our limited knowledge on the natural history of wd. genetic association studies require the phenotype to be defined as accurately as possible.\",\n", + " 'most genetically engineered mouse (gem) models for colon cancer are based on tissuewide or germline gene modification, resulting in tumors predominantly of the small intestine. several of these models involve modification of the adenomatous polyposis coli (apc) gene and are excellent models for familial cancer predisposition syndromes. we have developed a stochastic somatic mutation model for sporadic colon cancer that presents with isolated primary tumors in the distal colon and recapitulates the entire adenoma-carcinoma-metastasis axis seen in human colon cancer. using this model, we have analyzed tumors that are either solely mutant in the apc gene or in combination with another colon cancer-associated mutant gene, the kras g12d allele. because of the restricted location in the distal colon, the natural history of the tumors can be analyzed by serial colonoscopy. as the mammalian target of rapamycin (mtor) pathway is a critical component of the complex signaling network in colon cancer, we used this model to assess the efficacy of mtor blockade through rapamycin treatment of mice with established tumors. after treatment, apc mutant tumors were more than 80% smaller than control tumors. however, tumors that possessed both apc and kras mutations did not respond to rapamycin treatment. these studies suggest that mtor inhibitors should be further explored as potential colorectal cancer therapies in patients whose tumors do not have activating mutations in kras.',\n", + " \"langerhans cell histiocytosis (lch) is a disorder of immature lch cells, eosinophils, macrophages, lymphocytes, and multinucleated giant cells. eosinophilic granuloma (eg) is a focal form of lch that presents mostly in the skull, femur, vertebrae, pelvis, mandible, and ribs. intracranial presentation of eg is very rare in the literature. a 17-year-old boy visited our clinic with headache, dizziness, and tinnitus that were present for 2¬†months. brain mri depicted a lesion at the right cerebellopontine angle. the lesion was hypointense on t1-weighted and hyperintense on t2-weighted brain mr images. the lesion enhanced homogenously after i.v. contrast material administration. pre-operative diagnoses were vestibular schwannoma and meningioma. surgery was planned. retrosigmoid approach was preferred in the surgery. the lesion was excised partially. pathological analysis depicted cell infiltration composed of eosinophils besides histiocytes, plasma cells, and lymphocytes in different amounts. cd1a was positive yet s100 was negative. final diagnosis was eosinophilic granuloma. post-operative course was uneventful. the patient was referred to pediatric oncology unit, and steroid therapy was initiated. post-operative follow-up brain mris showed that the lesion had regressed further than immediate post-operative images by only steroid use. in long-term follow-up, new lesions appeared on the patient's skin in multiple locations and in the sclera of his left eye. at the last follow-up (3¬†years post-operatively) skin and scleral lesions were noticed to have regressed spontaneously and the intracranial structures were tumor free. to the best of our knowledge, eg at the cerebellopontine angle has not been presented in the literature. what makes our case further unique is its negativity for s-100 antigen. eosinophilic granuloma should be kept in differential diagnosis of mass lesions presented at the cerebellopontine angle, especially in children and young adults with high eosinophils and lymphocytes in their peripheral blood. sole steroid trials could be conveyed in suspicious cases before any further intervention. if the lesions do not regress or enlarge with time, surgery should be considered. however, long-term follow-up of these patients is necessary since natural history of the disease has not been defined, yet.\",\n", + " \"to estimate the number and percentage of cases with zika diagnosis at a hospital in portoviejo, manab√≠, ecuador. this was a hospital-based, retrospective, observational, descriptive, cross-sectional study conducted at the dr. verdi cevallos balda hospital from january - august 2016. a secondary analysis of a database was performed to estimate the number and percentage of patients positive for zika virus, by sex, age group, ethnicity, and type of medical care. prevalence and odds ratios with 95% confidence intervals were calculated using the mantel and haenszel method. laboratory diagnostics included assays for the detection of zika, chikungunya, dengue, and others. in all, 467 suspected cases of zika were identified based on clinical criteria. of these, 148 cases (31.7%) were confirmed by detection of zikv rna. the peak of the outbreak was documented in may - july 2016 during the rainy season, following the earthquake of april 2016. the adjusted odds ratios indicated that zika virus was less likely in men and in subjects < 20 years of age. most of the infected pregnant women (61%) were in the second trimester of pregnancy. no cases of microcephaly were reported. because zika was more likely to occur among women and those ‚â• 20 years of age, surveillance of these groups is imperative to avoid transmission to newborns. future studies that address the research gap and inform the country's zika control efforts are recommended.\",\n", + " 'brown syndrome is characterized by restricted elevation in adduction. congenital brown syndrome usually is diagnosed during early childhood. it is believed to be caused by an abnormality of the superior oblique tendon as it passes through the trochlea. the natural history of brown syndrome is poorly characterized. many patients with congenital brown syndrome undergo strabismus surgery during childhood in an attempt to correct the problem surgically. this report describes spontaneous regression of congenital brown syndrome in an adult.',\n", + " 'fontan-associated liver disease is a hepatic disorder arising from hemodynamic changes and systemic venous congestion following fontan surgery. the histological changes produced in the liver are similar but not equivalent to those seen in other forms of cardiac liver disease. while the natural history of this form of liver disease is not well established, over time many fontan patients develop portal hypertension-related complications such as ascites, variceal hemorrhage or encephalopathy. fontan survivors also show an increased risk of hepatocellular carcinoma. early diagnosis of advanced liver disease is mandatory for the prevention and treatment of complications such as hepatocellular carcinoma, esophageal varices and malnutrition. this review updates current knowledge of the pathophysiology and management of fontan-associated liver disease including new diagnostic methods and treatments.',\n", + " 'atypical hemolytic uremic syndrome (ahus) is usually characterized by uncontrolled complement activation. the recent discovery of loss-of-function mutations in dgke in patients with ahus and normal complement levels challenged this observation. dgke, encoding diacylglycerol kinase-œµ, has not been implicated in the complement cascade but hypothetically leads to a prothrombotic state. the discovery of this novel mechanism has potential implications for the treatment of infants with ahus, who are increasingly treated with complement blocking agents. in this study, we used homozygosity mapping and whole-exome sequencing to identify a novel truncating mutation in dgke (p.k101x) in a consanguineous family with patients affected by thrombotic microangiopathy characterized by significant serum complement activation and consumption of the complement fraction c3. aggressive plasma infusion therapy controlled systemic symptoms and prevented renal failure, suggesting that this treatment can significantly affect the natural history of this aggressive disease. our study expands the clinical phenotypes associated with mutations in dgke and challenges the benefits of complement blockade treatment in such patients. mechanistic studies of dgke and ahus are, therefore, essential to the design of appropriate therapeutic strategies in patients with dgke mutations. ',\n", + " \"the association between medical, social, and nutritional factors and iron deficiency anemia was examined in adult women who had tested positive for human immunodeficiency virus (hiv) and were living in the greater vancouver area. this was a cross-sectional observational study of 102 hiv-positive women, aged 19 or older, who were patients of one of three chosen community health clinics in vancouver, british columbia. information on usual dietary intake and other nutrition-related factors was collected with a short diet survey, while medical information and laboratory data were obtained from each participant's medical chart. of the predictors studied, a cd4 cell count below 200 cells/¬µl, a regular menstrual pattern, and african ethnicity were associated with an increased risk of iron deficiency anemia. dietary intake was not independently associated with iron status. iron deficiency anemia in hiv-positive women has multifactorial and complicated causation, but is strongly associated with poorer immune status and greater menstrual losses. health disparities in aboriginal and african women may lead to a higher risk for iron deficiency anemia. routine screening and ongoing nutrition education are necessary for the prevention and management of iron deficiency anemia. further research into factors associated with iron deficiency anemia is essential to improve prevention and management efforts.\",\n", + " 'background: german authorities reimburse migraine prevention with erenumab only in patients who previously did not have therapeutic success with at least five oral prophylactics or have contraindications to such. in this real-world analysis, we assessed treatment response to erenumab in patients with chronic migraine (cm) who failed five oral prophylactics and, in addition, onabotulinumtoxina (bonta). methods: we analyzed retrospective data of 139 cm patients with at least one injection of erenumab from two german headache centers. patients previously did not respond sufficiently or had contraindications to œ≤-blockers, flunarizine, topiramate, amitriptyline, valproate, and bonta. primary endpoint of this analysis was the mean change in monthly headache days from the 4-weeks baseline period over the course of a 12-weeks erenumab therapy. secondary endpoints were changes in monthly migraine days, days with severe headache, days with acute headache medication, and triptan intake in the treatment period. results: erenumab (starting dose 70 mg) led to a reduction of -3.7 (95% ci 2.4-5.1) monthly headache days after the first treatment and -4.7 (95% ci 2.9-6.5) after three treatment cycles (p < 0.001 for both). all secondary endpoint parameters were reduced over time. half of patients (51.11%) had a >30% reduction of monthly headache days in weeks 9-12. only 4.3% of the patients terminated erenumab treatment due to side effects. conclusion: in this treatment-refractory cm population, erenumab showed efficacy in a real-world setting similar to data from clinical trials. tolerability was good, and no safety issues emerged. erenumabis is a treatment option for cm patients who failed all first-line preventives in addition to bonta.',\n", + " 'glecaprevir/pibrentasvir (g/p) is a combination of direct-acting antiviral agents that is an approved treatment for chronic infections by all six hepatitis c virus (hcv) genotypes. however, there are limited data on the effect of g/p in korean patients in actual real-world settings. we evaluated the real-life effectiveness and safety of g/p at a single institution in korea. this retrospective, observational, cohort study used sustained virologic response at 12 weeks after treatment completion (svr12) as the primary effectiveness endpoint. safety and tolerability were also determined. we examined 267 individuals who received g/p for chronic hcv infections. there were 148 females (55.4%), and the overall median age was 63.0 years (range, 25 to 87 years). eighty-three patients (31.1%) had hcv genotype-1 and 182 (68.2%) had hcv-2. a total of 212 patients (79.4%) were hcv treatment-na√øve, 200 (74.9%) received the 8-week treatment, 13 (4.9%) had received prior treatment for hepatocellular carcinoma, 37 (13.7%) had chronic kidney disease stage 3 or higher, and 10 (3.7%) were receiving dialysis. intention to treat (itt) analysis indicated that 256 (95.9%) achieved svr12. a modified itt analysis indicated that svr12 was 97.7% (256/262). six patients failed therapy because of posttreatment relapse. svr12 was significantly lower in those who received prior sofosbuvir treatment (p=0.002) and those with detectable hcv rna at week 4 (p=0.027). seventy patients (26.2%) experienced one or more adverse events, and most of them were mild. these real-life data indicated that g/p treatment was highly effective and well tolerated, regardless of viral genotype or patient comorbidities.',\n", + " 'coarctation of the aorta (coa) is associated with left ventricular (lv) dysfunction in neonates and adults. cardiac structure and function in fetal coa and cardiac adaptation to early neonatal life have not been described. we aimed to investigate the presence of cardiovascular structural remodeling and dysfunction in fetuses with coa and their early postnatal cardiac adaptation. this was a prospective observational case-control study, conducted between 2011 and 2018 in a single tertiary referral center, of fetuses with coa and gestational age-matched normal controls. all fetuses/neonates underwent comprehensive echocardiographic evaluation in the third trimester of pregnancy and after birth. additionally, myocardial microstructure was assessed in one fetal and one neonatal coa-affected heart specimen, using synchrotron radiation-based x-ray phase-contrast microcomputed tomography and histology, respectively. we included 30 fetuses with coa and 60 gestational age-matched controls. of these, 20 coa neonates and 44 controls were also evaluated postnatally. fetuses with coa showed significant left-to-right volume redistribution, with right ventricular (rv) size and output dominance and significant geometry alterations with an abnormally elongated lv, compared with controls (lv midventricular sphericity index (median (interquartile range; iqr), 2.4 (2.0-2.7) vs 1.8 (1.7-2.0); p‚äâ<‚äâ0.001). biventricular function was preserved and no ventricular hypertrophy was observed. synchrotron tomography and histological assessment revealed normal myocyte organization in the fetal and neonatal specimens, respectively. postnatally, the lv in coa cases showed prompt remodeling, becoming more globular (lv midventricular sphericity index (mean‚ä⬱‚äâsd), 1.5‚ä⬱‚äâ0.3 in coa vs 1.8‚ä⬱‚äâ0.2 in controls; p‚äâ<‚äâ0.001) with preserved systolic and normalized output, but altered diastolic, parameters compared with controls (lv inflow peak velocity in early diastole (mean‚ä⬱‚äâsd), 97.8‚ä⬱‚äâ14.5 vs 56.5‚ä⬱‚äâ12.9‚äâcm/s; lv inflow peak velocity in atrial contraction (median (iqr), 70.5 (60.1-84.9) vs 47.0 (43.0-55.0) cm/s; lv peak myocardial velocity in atrial contraction (mean‚ä⬱‚äâsd), 5.1‚ä⬱‚äâ2.6 vs 6.3‚ä⬱‚äâ2.2‚äâcm/s; p‚äâ<‚äâ0.05). the neonatal rv showed increased longitudinal function in the presence of a patent arterial duct. our results suggest unique fetal cardiac remodeling in coa, in which the lv stays smaller from the decreased growth stimulus of reduced volume load. postnatally, the lv is acutely volume-loaded, resulting in an overall geometry change with higher filling velocities and preserved systolic function. these findings improve our understanding of the evolution of coa from fetal to neonatal life. copyright ¬© 2020 isuog. published by john wiley & sons ltd.',\n", + " 'nowadays, guidelines for the management of hbv infection in italy, recommend using vaccines but the screening test among non-vaccinated people is useful to detect people that have a clear presence of the virus without symptoms of the disease. thanks to the screening test, people infected with hbv are administered traditional therapy in order to stop the progression to cirrhosis, liver failure and hepatocellular carcinoma (hcc). these diseases cause the decrease of qol and cause a high consumption of resources for the health system. the aim of this study is to evaluate the cost-effectiveness of a strategy (test strategy) involving the administration of the screening test to patients at risk and the treatment of the infected according to the protocol therapy. this programme is compared with a strategy (no test strategy) which does not include a screening and treats patients affected by cirrhosis or hcc. we created a markov model following the natural history of the disease and considering the antigen hbeag to evaluate the cost effectiveness of the test strategy. the analysis was carried out considering a third-party payer perspective. the time horizon considered was 40 cycles of one year. patients who resulted positive to the test were administered either interferon treatment; or lamivudine or adefovir or entecavir or tenofovir, consistently with the italian guidelines. treatments were administered to patients included in the no-test arm after cirrhosis symptoms or hcc. the results of the base case analysis show that patients following the test strategy compared with patients of the no-test approach cost ‚ç¨17,179/qaly. the monte carlo simulation based on a probabilistic sensitivity analysis points out that in 95% of the scenarios assumed, the cost per qaly would be under a hypothetical threshold of ‚ç¨40,000 which is the amount that international guidelines for decision makers are likely to consider sustainable for a health system. in conclusion, anti-hbv test to all high-risk categories should be highly recommended.',\n", + " 'clinicians often utilize off-label dose escalation of ustekinumab (ust) in crohn\\'s disease (cd) patients with disease refractory to standard dosing. previous studies report mixed results with dose escalation of ust. a retrospective observational study of 143 adult patients with cd receiving ust over a 33-month time period was conducted. patients receiving ust at standard dosage for a minimum of 16‚äâweeks were included in the analysis. primary outcomes collected were clinical response [physician global assessment score (pga) by‚äâ>1] and remission (pga‚äâ=‚äâ0). changes in clinical parameters were calculated for dose-escalated patients beginning with the time of dose switch (~42‚äâweeks) and compared with a group of patients who were classified as \"failing\" standard dosing at 42‚äâweeks who were not dose escalated. dose escalation improved pga by 0.47‚ä⬱‚äâ0.19 compared with patients remaining on every 8 weeks dosing (q8 week), who worsened by 0.23‚ä⬱‚äâ0.23 (p‚äâ<‚äâ0.05). dose escalation decreased crp 0.33‚ä⬱‚äâ0.19‚äâmg/l and increased serum albumin 0.23‚ä⬱‚äâ0.06‚äâg/dl (p‚äâ<‚äâ0.05). surprisingly, disease duration and prior cd surgeries inversely correlated with the need for dose escalation. our results support ust q4 week dose escalation for selected cd patients who fail to achieve remission on standard q8 week dosing. dose escalation improves clinical outcomes, prevents worsening disease severity, and positively impacts crp and albumin levels. together these data indicate that clinicians should attempt q4 week ust dosing in refractory cd patients before switching to an alternative class of biologic therapy.',\n", + " 'to determine the natural history of imaging findings seen on magnetic resonance imaging (mri) of hepatocellular carcinoma (hcc) treated with stereotactic body radiation therapy (sbrt). although arterial hyperenhancement is a key feature of untreated hcc, our clinical experience suggested that tumors that never progressed could still show hyperenhancement. therefore, we undertook a systematic study to test the hypothesis that persistent arterial phase hyperenhancement (aphe) after sbrt is an expected finding that does not suggest failure of treatment. one hundred forty-six patients undergoing sbrt for hcc between january 1, 2007, and december 31, 2015, were screened retrospectively using an institutional review board-approved prospectively maintained registry. inclusion criteria were (1) hcc treated with sbrt, (2) multiphasic mri ‚â§3¬†months before sbrt, (3) up to 1¬†year of follow-up mri post-sbrt, and (4) cirrhosis. the exclusion criterion was ‚â§3¬†months of locoregional therapy to the liver segment containing the sbrt-treated hcc. pre- and post-sbrt mri from up to 3 years were analyzed in consensus by independent pairs of subspecialty-trained radiologists to determine the temporal evolution of major features for hcc and imaging findings in off-target parenchyma. sixty-two patients with 67 hccs (organ procurement and transplantation network imaging criteria [optn] 5a [n¬†=¬†26], optn 5b [n¬†=¬†28], optn 5x [n¬†=¬†7]; liver imaging reporting data system [li-rad]-m [n¬†=¬†4] and lirads-4 [n¬†=¬†2]) were studied. tumor size either decreased (66% [44 of 67]) or remained unchanged (34% [23 of 67]) within the first 12¬†months. post-sbrt aphe was common (58% [39 of 67]). when graded using modified response evaluation criteria in solid tumors at 3 to 6¬†months, 25% (17 of 67) met criteria for complete response and 75% (50 of 67) met criteria for stable disease. sbrt is an effective locoregional treatment option for hcc. persistent aphe is common and does not necessarily indicate viable neoplasm; thus, standard response assessment such as modified response evaluation criteria should be used with caution, particularly in the early phases after sbrt therapy.',\n", + " 'background: exposures to bromethalin rodenticides have increased since restrictions were placed on long acting anticoagulant rodenticide (laar) registrations in 2008. bromethalin works, in part, by uncoupling mitochondrial oxidative phosphorylation. toxicity in humans is not well characterized and no antidote is available. methods: this retrospective observational study analyzed data from the national poison data system (npds). the data set was derived from single substance bromethalin ingestions followed to a known medical outcome that were reported to us poison centers from 01/01/2008 to 12/31/2017. results: there were 2674 bromethalin exposures in the npds database that met inclusion criteria. of these exposures 2227 (83.28%) were pediatric, aged 16 days-12 years. within this population, no effects were seen in 2143 (96.38%) of the exposures, 74 (3.32%) had minor effects, and 10 (0.45%) had moderate effects. no major clinical effects or deaths occurred in pediatric patients, although one patient with a major effect was of unknown age. exposures in patients >12 years encompassed 391 patients aged 13-94 years. no effect was seen amongst 257 (65.73%) of the patients, 100 (25.58%) had minor effects, 23 (5.88%) had moderate effects, nine (2.30%) had major effects, and two (0.51%) patients died. intentional ingestions among these patients accounted for one (0.25%) death and four (1.02%) major effects. case details of the intentional ingestion death suggest the possibility of a miscoded long acting coagulant rodenticide. conclusions: no major effects or deaths were seen in pediatric exposures. a majority of the possible bromethalin exposures involving adults reported to poison centers resulted in minor or no effects, though seizures, death and one questionable case of coagulopathy were documented. this dataset suffers from its retrospective nature, reliance on caller information, selection bias, information bias, and miscoding. it is possible that one or both deaths attributed to bromethalin exposure were not actually due to bromethalin.',\n", + " \"a limited number of publications correlate bidimensional shear-wave elastography (2-d swe) and stages of liver fibrosis in children. to correlate liver elastography values using 2-d swe and liver biopsy classified by knodell-ishak score to evaluate fibrosis in pediatric patients with liver disease, and to propose values of 2-d swe (kpa) correlating with knodell-ishak score, which have not been defined in the literature. we conducted a prospective cross-sectional observational study on the performance of diagnostic tests. between june 2016 and june 2018, elastography was performed in 213 children and young adults who had undergone liver biopsy. b mode, doppler and 2-d swe were performed using an aixplorer (supersonic imagine, aix-en-provence, france). histology samples were classified using the knodell-ishak score. we evaluated performance by assessing sensitivity, specificity, positive predictive value and negative predictive value. to determine cut-off points for the continuous variables, we used receiver operating characteristic (roc) curves. all the cutoff values we established apply only to the supersonic aixplorer system. measurement with 2-d swe was successful, with a good correlation with fibrosis stage. the area under the curve (auc) to differentiate between early (stages 1-2) and moderate (stages 3-4) fibrosis was 0.91 (95% confidence interval [ci]: 0.87-0.96), with a sensitivity of 92% and specificity of 86%, with a cutoff value 12¬†kpa (2¬†m/s). the auc of severe fibrosis (early stages of cirrhosis; stage 5) was 0.95 (95% ci: 0.92-0.97), with a sensitivity of 94% and specificity of 90%, with a cutoff value 18.5¬†kpa (2.48¬†m/s). in two patients with hematopoietic stem cell transplantation and suspicion of graft versus host disease we found high 2-d swe values in correlation with the fibrosis stages (stage 0 with a median of 13¬†kpa [2.08¬†m/s] with hemosiderosis grade 2 in one child and stage 2 with a median of 46¬†kpa [3.91¬†m/s] and hemosiderosis grade 4 in the other). our study shows the usefulness and accuracy of 2-d swe for detecting liver fibrosis in pediatric patients. we propose reference values for knodell-ishak stages 1 and 5. we found hemosiderosis as a possible confounding factor that hasn't been described with 2-d swe.\",\n", + " 'to assess the long-term safety of discontinuation of secondary anti-pneumocystis prophylaxis in hiv-infected adults treated with antiretroviral combination therapy and who have a sustained increase in cd4 cell counts. prospective observational multicentre study. the incidence of p. jirovecii pneumonia after discontinuation of secondary prophylaxis was studied in 78 hiv-infected patients on antiretroviral combination therapy after they experienced a sustained increase in cd4 cell counts to at least 200 x 10(6) cells/l and 14% of total lymphocytes measured twice at least 12 weeks apart. secondary prophylaxis was discontinued at a median cd4 cell count of 380 x 10(6) cells/l. the median follow-up period after discontinuation of secondary prophylaxis was 40.2 months, yielding a total of 235 person-years of follow-up. no cases of recurrent p. jirovecii pneumonia occurred during this period. the incidence was thus 0 per 100 person-years with a 95% upper of confidence limit of 1.3 cases per 100 patient-years. discontinuation of secondary prophylaxis against p. jirovecii pneumonia is safe even in the long term in patients who have a sustained immunologic response on antiretroviral combination therapy.',\n", + " \"we report an observational study to evaluate the efficacy and tolerability of duloxetine for interstitial cystitis. a total of 48 women were prospectively treated for 2 months following an uptitration protocol to the target dose of 2 x 40 mg duloxetine per day. patients received the target dose for 5 weeks. the efficacy of duloxetine treatment was assessed at week 8. the primary end point was a change in the overall well-being evaluated by a patient reported global response assessment. secondary end points were changes in pain and urgency (visual analog scales), frequency and functional bladder capacity (48-hour voiding log), and changes in overall symptom severity (o'leary-sant index). there were 5 patients (10.4%) who were identified as responders and 17 patients (35.4%) who dropped out of the study exclusively due to side effects, with nausea present in all dropouts. no severe adverse events were reported. all 5 responders reported onset of symptom improvement but not until they had reached the target dose. regarding secondary outcome parameters, duloxetine treatment did not result in statistically significant improvement of symptoms. maximum urinary flow rate and residual volume were influenced more prominently in patients at the target dose, however, the changes did not appear to be clinically meaningful. treatment of interstitial cystitis with duloxetine did not result in significant improvement of symptoms. the drug administration was safe but the tolerability of the drug was poor mainly due to nausea occurring with the starting dose of 20 mg per day. based on the preliminary data of this observational trial we currently cannot recommend duloxetine as a therapeutic approach for interstitial cystitis.\",\n", + " 'to assess long-term safety and efficacy of stiripentol as an antiepileptic medication for people with dravet syndrome. a prospective, observational open-label study (2003-2015) of the efficacy and long-term safety of stiripentol in patients with dravet syndrome and ongoing seizures. frequency of generalized tonic-clonic seizures, focal seizures, status epilepticus, and adverse events were recorded. forty-one patients started stiripentol, with median age at enrolment 5 years 7 months (range 11mo-22y) and median duration of treatment 37 months (range 2-141mo). twenty out of 41 patients had greater than or equal to 50% long-term reduction in frequency of generalized tonic-clonic seizures. frequency of focal seizures was decreased by greater than or equal to 50% in 11 out of 23 patients over the long-term. frequency of status epilepticus was decreased by 50% or more in 11 out of 26 patients. the most common adverse events were anorexia, weight loss, sedation, and behavioural changes. one patient had worsening of absence and myoclonic seizures. another developed recurrent pancreatitis on concurrent valproate. stiripentol improves long-term seizure frequency in approximately 50% of patients with dravet syndrome, when used as part of unrestricted polytherapy. long-term use appears safe. in more than 40% of patients, episodes of status epilepticus markedly decrease after stiripentol initiation. what this paper adds frequency of status epilepticus is reduced in 40% of patients with dravet syndrome after stiripentol initiation. stiripentol is effective for generalized tonic-clonic and focal seizures. stiripentol can be safely used with a range of antiepileptic drugs.',\n", + " 'alpha 1 antitrypsin deficiency (at) is an autosomal recessive disease associated with chronic liver disease in adults and children and emphysema in adults. the disease is one of the most common inherited disorders of the caucasian population of north europe and north america and is the most common genetic reason for pediatric orthotopic liver transplantation (oltx), although it is a rare indication in adults. the natural history of the disease is unpredictable and the pathogenesis of the liver injury unclear. thirty-five patients with histologically apparent alpha 1 at accumulation in the liver (22 adults, 13 children) have been transplanted in this center. clinical features were correlated with the pretransplant phenotype, serum alpha 1 antitrypsin levels and potential precipitating factors. all children were pizz homozygotes, most of whom had presented with neonatal hepatitis. the majority of adult patients were heterozygotes presenting with portal hypertension and liver cirrhosis. current one-year posttransplant survival figures are 73% for adults and 87.5% for children. replacement of the cirrhotic liver results in acquisition of the donor phenotype, a rise in serum levels of alpha 1 antitrypsin, and apparent prevention of associated disease.',\n", + " 'prior longitudinal observational studies have examined the practice patterns and outcomes of anaemia management, including the use of erythropoiesis-stimulating agents (esas). several dimensions of effectiveness remain unaddressed; especially considering the revised esa label (target hb levels between 10 and 12¬†g/dl), the recently published treat study, and the european approval of the first esa biosimilar (hx575). anecdotal evidence suggests that patient outcomes are influenced by physician-related variables and whether anaemia management is congruent with practice guidelines, but this has not been studied systematically. monitor-ckd5 is an international, prospective, observational, pharmacoepidemiological study evaluating the multi-level factors and outcomes of treatment with hx575 for renal anaemia in haemodialysis patients. driven by a novel, integrated, multi-focal framework for post-approval observational studies, it examines determinants of response at both the patient and the physician level; integrates an advocated statistical methodology here to fore used mainly in the social and behavioural sciences; assesses factors potentially predictive of a poor treatment response; and evaluates the extent to which treatment is congruent with evidence-based guidelines, good practice evidence, and the revised esa label. this pan-european study will recruit at least 1,000 patients from a minimum of 75 centres, and follow them for up to 24¬†months following initiation of anaemia management with biosimilar epoetin alfa. monitor-ckd5 will not only study the core issues addressed by prior observational studies but also aims to take knowledge discovery a step further by assessing outcomes across varying cohorts of patients, and examining the impact of evidence-based practice on clinical outcomes, differentiating, in the process, between physician-level and patient-level determinants. ',\n", + " 'idiosyncratic drug-induced liver injury (dili) caused by xenobiotics (drugs, herbals and dietary supplements) is an uncommon cause of liver disease presenting with a wide range of phenotypes and disease severity, acute hepatitis mimicking viral hepatitis to autoimmune hepatitis, steatosis, fibrosis or rare chronic vascular syndromes. disease severity ranges from asymptomatic liver test abnormalities to acute liver failure. dili has been traditionally classified in predictable or intrinsic (dose-related) or unpredictable (not dose-related) mechanisms. few prospective studies are assessing the real prevalence and incidence of hepatotoxicity in the general population. dili registries represent useful networks used for the study of liver toxicity, aimed at improving the understanding of causes, phenotypes, natural history, and standardized definitions of hepatotoxicity. although most of the registries do not carry out population-based studies, they may provide important data related to the prevalence of dili, and also may be useful to compare features from different countries. with the support of the spanish registry of hepatotoxicity, our latin american registry (latindili) was created in 2011, and more than 350 dili patients have been recruited to date. this position paper describes the more frequent drugs and herbs-induced dili in latin america, mainly focusing on several features of responsible medicaments. also, we highlighted the most critical points on the management of hepatotoxicity in general and those based on findings from our latin american experience in particular.',\n", + " 'if blood products are not available, current military guidelines recommend a hetastarch bolus (hex, hextend 6% hetastarch in lactated electrolyte buffer, www. hospira.com) for initial treatment of hypovolemic shock in the field. we previously reported that a hex bolus plus standard of care (soc = crystalloid plus blood products) was safe during initial resuscitation in 1714 trauma patients. this study tests the hypothesis that hex+soc is more effective than soc alone for volume expansion in trauma patients requiring urgent operation. from july 2009 to august 2010, the records from all adults who required emergency surgery within 4 hours of admission were screened for a retrospective cohort observational study. burns, and those with primary neurosurgical or orthopedic indications, were excluded. the study population was comprised of 281 patients with blunt (n = 72) or penetrating (n = 209) trauma; 141 received soc and 140 received soc+hex in the emergency room only (er, n = 81) or the er and operating room (or, n = 59). each case was reviewed with waiver of consent. after penetrating injury, with soc, the injury severity score was 17 and mortality was 12%; the corresponding values in the hex(er) and hex(or) groups were 19?21 and 8%, but these apparent differences did not reach significance. however, in patients receiving hex, initial heart rate was higher, base deficit was lower, and hematocrit was lower (consistent with relative hypovolemia), even though blood product requirements were reduced, and urine output was greater (all p < 0.05). these effects were absent in patients with blunt trauma. platelet consumption was higher with hex after either penetrating (p = 0.004) or blunt trauma (p = 0.045), but coagulation tests were unchanged. hex is safe for initial resuscitation in young patients who required urgent operation after penetrating trauma, but there was no apparent effect after blunt trauma. a bolus of hex reduced transfusion requirements without inducing coagulopathy or causing renal dysfunction, but a randomized controlled trial is necessary to eliminate the possibility of selection bias.',\n", + " \"peripheral t-cell lymphomas (ptcl) are a heterogeneous group of non-hodgkin's lymphomas with poor clinical outcomes. pralatrexate showed efficacy and safety in recurrent or refractory ptcls. the purpose or this study was to investigate the efficacy and safety of pralatrexate in relapsed or refractory ptcls in real-world practice. this was an observational, multicenter, retrospective analysis. between december 2012 and december 2016, a total of 38 patients with relapsed or refractory ptcls were treated with pralatrexate at 10 tertiary hospitals in korea. patients received an intravenous infusion of pralatrexate at a dose of 30‚äâmg/m2/week for 6 weeks on a 7-week schedule. modified dosing and/or scheduling was allowed according to institutional protocols. median patient age was 58 years (range, 29-80 years) and the most common subtype was peripheral t-cell lymphoma, not otherwise specified (n‚äâ=‚äâ23, 60.5%). the median dosage of pralatrexate per administration was 25.6‚äâmg/m2/wk (range, 15.0-33.0‚äâmg/m2/wk). in intention-to-treat analysis, 3 patients (7.9%) showed a complete response and 5 patients (13.2%) showed a partial response, resulting in an overall response rate (orr) of 21.1%. the median duration of response was 7.6 months (range, 1.6-24.3 months). the median progression-free survival (pfs) was 1.8 months (95% confidence interval [ci], 1.7-1.8 months) and the median overall survival was 7.7 months (95% ci, 4.4-9.0 months). the most common grade 3/4 adverse events were thrombocytopenia (n‚äâ=‚äâ13, 34.2%), neutropenia (n‚äâ=‚äâ7, 23.7%), and anemia (n‚äâ=‚äâ7, 18.4%). our study showed relatively lower orr and shorter pfs in patients with recurrent or refractory ptcls treated with pralatrexate in real-world practice. the toxicity profile was acceptable and manageable. we also observed significantly lower dose intensity of pralatrexate in real-world practice.\",\n", + " 'to determine predictors of mortality and morbidity in extremely low birth weight neonates (elbw) from a developing country. prospective observational study. level iii neonatal unit in northern india. neonates <1000 g born and admitted to intensive care during study period were enrolled. they were analyzed based on survival and development of major morbidity. multivariable logistic regression model was used to determine independent risk factors. mortality and major morbidity (one or more of the following: bronchopulmonary dysplasia (bpd), retinopathy of prematurity (rop) requiring laser, grade iii or iv intraventricular hemorrhage (ivh), periventricular leukomalacia (pvl) and necrotizing enterocolitis (nec) stage iii) during hospital stay. of 255 elbw neonates born, 149 received optimal care, of which 78 (52%) survived and 57 (39%) developed morbidities. mean birth weight and gestational age were 29.1¬±2.6 weeks and 843¬±108 g. major causes of mortality were sepsis (46%), birth asphyxia (20%) and pulmonary hemorrhage (19%). birth weight <800 g [or (95% ci)-3.51 (1.39-8.89), p=0.008], mechanical ventilation [4.10 (1.64-10.28), p=0.003] and hypotensive shock [10.75 (4.00-28.89), p<0.001] predicted mortality while birth weight <800 g [3.75 (1.47-9.50), p=0.006], lack of antenatal steroids [2.62 (1.00-6.69), p=0.048), asphyxia [4.11 (1.45-11.69), p=0.008], ventilation [4.38 (1.29-14.79), p=0.017] and duration of oxygen therapy [0.004 (1.001-1.006), p=0.002] were the predictors of major morbidities. low birth weight, mechanical ventilation and hypotensive shock predicted mortality in elbw neonates while low birth weight, lack of antenatal steroids, birth asphyxia, ventilation and duration of oxygen therapy were predictors for major morbidity.',\n", + " 'the national comprehensive cancer network (nccn) guidelines suggest the use of inhibitors of mammalian target of rapamycin (mtor), such as temsirolimus and everolimus, as first- and second-line therapy, respectively, for advanced or metastatic renal cell carcinoma (mrcc). however, adherence to this recommendation in clinical practice and the use of these 2 agents in mrcc is unknown. we determined the prescribing patterns of temsirolimus and everolimus in a retrospective longitudinal cohort study of patients with mrcc receiving clinical care within the us oncology network. outpatient health care use in patients with mrcc was derived for the categories of laboratory visits, acute care visits, minor procedures, radiation therapy, drug/medication use, and other services. among 462 patients with mrcc, 144 (31%) were treated with everolimus and 318 (69%) were treated with temsirolimus. the use of temsirolimus vs. everolimus as first-, second-, and third-line therapy was 50.7% vs. 16.7%, 30.1% vs. 42.1%, and 19.3% vs. 83.2%, respectively. despite similarities in disease stage and demographic features, compared with temsirolimus, everolimus use was independently associated with lower use of outpatient health care resources, regardless of the line of therapy. notwithstanding the potential limitation that this was an observational retrospective study, our results indicate that everolimus results in substantial savings in the use of resources relative to temsirolimus. in a large geographically dispersed network of community-based oncology practices, both of these agents are used frequently outside of nccn guidelines. a direct comparison of the efficacy and costs of everolimus vs. temsirolimus for mrcc is warranted.',\n", + " 'to analyse and compare procalcitonin (pct) and c-reactive protein (crp) as tools for detecting bacterial meningitis (bm) in the elderly (>74 years of age). a prospective, observational, descriptive, analytical study of 220 consecutive patients aged ‚â•1year and diagnosed with acute meningitis in an emergency department between september 2009 and july 2014. a total of 220 patients (136 [62%] male) were studied. the mean age was 30¬±26years, with bm being diagnosed in 17/83 patients from 1 to 14years of age, 32/111 from 15 to 74years of age, and 17/26 patients ‚â•75years of age. pct had the highest area under the receiver operating characteristic curve (auc) (0.972; 95%ci, 0.946-0,998; p<.001) to predict bacterial meningitis. with a cut-off of ‚â•0.52ng/ml, pct achieved 93% sensitivity and 86% specificity, and for patients over 75years of age 96% sensitivity and 75% specificity, with the same auc (0.972). the auc for crp was 0.888, and a ‚â•54,4mg/l cut-off achieved 91% sensitivity and 78% specificity, and for patients over 75years of age an auc of only 0.514 achieved with 97% sensitivity and 43% specificity. for all patients with acute meningitis in the emergency department, pct has a high diagnostic power, outperforming crp and leukocytes for detection of bacterial etiology, but cpr is of not useful in the elderly.',\n", + " \"an estimated 2 million inhabitants are infected with chagas disease in mexico, with highest prevalence coinciding with highest demographic density in the southern half of the country. after vector-borne transmission, trypanosoma cruzi is principally transmitted to humans via blood transfusion. despite initiation of serological screening of blood donations or donors for t. cruzi since 1990 in most latin american countries, mexico only finally included mandatory serological screening nationwide in official norms in 2012. most recent regulatory changes and segmented blood services in mexico may affect compliance of mandatory screening guidelines. the objective of this study was to calculate the incremental cost-effectiveness ratio for total compliance of current guidelines from both mexican primary healthcare and regular salaried worker health service institutions: the secretary of health and the mexican institute for social security. we developed a bi-modular model to analyze compliance using a decision tree for the most common screening algorithms for each health institution, and a markov transition model for the natural history of illness and care. the incremental cost effectiveness ratio based on life-years gained is us$ 383 for the secretary of health, while the cost for an additional life-year gained is us$ 463 for the social security institute. the results of the present study suggest that due to incomplete compliance of mexico's national legislation during 2013 and 2014, the moh has failed to confirm 15,162 t. cruzi infections, has not prevented 2,347 avoidable infections, and has lost 333,483 life-years. although there is a vast difference in t. cruzi prevalence between bolivia and mexico, bolivia established mandatory blood screening for t.cruzi in 1996 and until 2002 detected and discarded 11,489 t. cruzi -infected blood units and prevented 2,879 potential infections with their transfusion blood screening program. in the first two years of mexico's mandated program, the two primary institutions failed to prevent due to incomplete compliance more potential infections than those gained from the first five years of bolivia's program. full regulatory compliance should be clearly understood as mandatory for the sake of blood security, and its monitoring and analysis in mexico should be part of the health authority's responsibility.\",\n", + " 'the impact of intravenous bisphosphonate treatment to treat painful vertebral fractures in boys with dmd has not been documented. in this retrospective observational study of seven boys, 2 years of intravenous bisphosphonate therapy was associated with back pain improvement and stabilization or increases in the height ratios of fractured vertebrae. boys with duchenne muscular dystrophy (dmd) are at risk for vertebral fractures. we studied the impact of intravenous bisphosphonate therapy for the treatment of painful vertebral fractures in dmd. this was a retrospective observational study in seven boys with dmd (median 11.6 years, range 8.5 to 14.3) treated with intravenous pamidronate (9 mg/kg/year) or zoledronic acid (0.1 mg/kg/year) for painful vertebral fractures. at baseline, 27 vertebral fractures were evident in the seven boys. after 2 years of bisphosphonate therapy, 17 of the fractures had an increase in the most severely affected vertebral height ratio, 10 vertebrae stabilized, and none showed a decrease in height ratio. back pain resolved completely (n = 3) or improved (n = 4). the median change in lumbar spine volumetric bone mineral density z-score was 0.5 standard deviations (interquartile range, -0.3 to 1.7). two boys had three incident vertebral fractures in previously normal vertebral bodies that developed over the observation period. there was a decline in the trabecular bone formation rate on trans-iliac bone biopsy but no evidence of osteomalacia. first-dose side effects included fever and malaise (n = 4), hypocalcemia (n = 2), and vomiting (n = 1); there were no side effects with subsequent infusions. intravenous bisphosphonate therapy was associated with improvements in back pain and stabilization to improvement in vertebral height ratios of previously fractured vertebral bodies. at the same time, such therapy does not appear to completely prevent the development of new vertebral fractures in this context.',\n", + " 'a one-year prospective, observational study was conducted in the west of france, to evaluate the epidemiology of candidemia. during the year 2004, each patient with at least one blood culture yielding candida sp. was included. for each episode of candidemia, mycological, demographical, clinical, and therapeutic data, as well as outcome, were collected. one hundred and ninety-three strains of candida sp. were isolated in 186 patients, candida albicans accounting for 54.9%, candida glabrata for 18.7%, candida parapsilosis for 12.9%, candida tropicalis for 4.7% and candida krusei for 4.1% of these isolates. a percentage of 84% of the candida isolates were fully susceptible to fluconazole in vitro. dose-dependent susceptibility or resistance to fluconazole was detected in more than one third of the candida glabrata strains, of which 36% were also resistant to voriconazole. two-thirds of the patients were males, and the mean age was 61.5 years. a percentage of 37% of patients were hospitalized in intensive care units. the main predisposing factors for candidemia were broad-spectrum antibiotics (75.8%), central venous catheter (72.6%), cancer or hematologic malignancy (47.3%), recent surgery (42.5%), total parenteral nutrition (37.6%). one hundred and fifty-four patients were treated with antifungal therapy, two-thirds of whom received fluconazole as first-line agent. mortality was 49% overall, and was significantly higher in case of septic shock, advanced age, and absence of catheter removal.',\n", + " 'to describe the results of the off-label use of eltrombopag in patients with solid tumors and thrombocytopenia that limits chemotherapy. retrospective observational study including all patients with solid tumors who were treated with eltrombopag for thrombocytopenia during the chemotherapy treatment between january 2012 and december 2014. six patients, with solid tumors and thrombocytopenia that limits chemotherapy treatment, received eltrombopag during the study and it was observed a decrease in the delay of chemotherapy cycles (4.83 ¬± 4.79 delayed cycles before starting eltrombopag vs 2.50 ¬± 4.32 delayed cycles during the treatment with eltrombopag, p=0.492) and an increase in the percentage of administrated dosage (89.29 ¬± 13.36% vs 91.43 ¬± 10.69%, p=0.682). also, there was an increase in platelet nadir (55.29 ¬± 16.45x10‚åπ/l vs 76.14 ¬± 36.38x10‚åπ/l, p=0.248) without platelet transfusion support in any patient during treatment with eltrombopag. eltrombopag has resulted to be an alternative in the treatment of patients with thrombocytopenia that limits chemotherapy, clinical trials with more number or patients are needed to confirm these results.',\n", + " 'historically, surgical correction has been the treatment of choice for benign biliary strictures (bbs). self-expandable metallic stents (mss) have been useful for inoperable malignant biliary strictures; however, their use for bbs is controversial and their natural history unknown. to test our hypothesis that mss provide only short-term benefit, we examined the long-term outcome of mss for the treatment of bbs. our goal was to develop a rational approach for treating bbs. between july 1990 and december 1995, 15 patients had mss placed for bbs and have been followed up for a mean of 86.3 months (range, 55-120 months). the mean age of the patients was 66.6 years and 12 were women. stents were placed for surgical injury in 5 patients and underlying disease in 10 patients (lithiasis, 7; pancreatitis, 2; and primary sclerosing cholangitis, 1). one or more mss (gianturco-rosch \"z\" for 4 patients and wallstents for 11 patients) were placed by percutaneous, endoscopic, or combined approaches. we considered patients to have a good clinical outcome if the stent remained patent, they required 2 or fewer invasive interventions, and they had no biliary dilation on subsequent imaging. metallic stents were successfully placed in all 15 patients, and the mean patency rate was 30.6 months (range, 7-120 months). five patients (33%) had a good clinical result with stent patency from 55 to 120 months. ten patients (67%) required more than 2 radiologic and/or endoscopic procedures for recurrent cholangitis and/or obstruction (range, 7-120 months). five of the 10 patients developed complete stent obstruction at 8, 9, 10, 15, and 120 months and underwent surgical removal of the stent and bilioenteric anastomosis. four of these 5 patients had strictures from surgical injuries. the patient who had surgical removal 10 years after ms placement developed cholangiocarcinoma. surgical repair remains the treatment of choice for bbs. metallic stents should only be considered for poor surgical candidates, intrahepatic biliary strictures, or failed attempts at surgical repair. most patients with mss will develop recurrent cholangitis or stent obstruction and require intervention. chronic inflammation and obstruction may predispose the patient to cholangiocarcinoma.',\n", + " 'intracranial germ cell tumours (gcts) are a rare and diverse group of tumours. histology determines the type of treatment, natural history and prognosis. germinoma gcts account for the majority and are very radiosensitive. conversely, non-germinoma gcts (nggcts) are heterogeneous, relatively radioresistant and have a high risk of relapse despite multimodality therapy. treatment of recurrence in these patients remains a therapeutic challenge. in this report we review the current literature for treatment of recurrent nggcts and present a case of recurrent nggct who relapsed despite autologous stem cell transplant (asct). the patient was successfully cured using multimodality therapy, consisting of repeat asct, intensity modulated radiation therapy and stereotactic radiosurgery.',\n", + " 'although flow cytometry (fcm) is used to evaluate cell surface markers of various leucocyte populations quantitatively, little is known about the usefulness of fcm in lymphoproliferative disorders of the ocular adnexa. the aim of this study was to disclose results of fcm, which were compared among igg4-related ophthalmic disease (igg4-rod), idiopathic orbital inflammation (ioi), and extranodal marginal zone b-cell lymphoma (emzl). this is a retrospective observational study. sixty-nine tumors comprising of 16 igg4-rod, 24 ioi, and 29 emzl were enrolled in the study. all tumors, surgically excised, were diagnosed based on histopathology, immunoglobulin (ig) heavy chain gene rearrangement, and fcm. in fcm, the percentage of t-cell markers (cd2, cd3, cd4, cd5, cd7, cd8), b-cell markers (cd10, cd19, cd20, cd23), nk cell marker (cd56) and cell surface kappa/lambda was searched based on medical records. ig light chain restriction was evaluated from results in kappa/lambda deviation by fcm. the percentage of cd2, cd3, cd4, cd7, and cd10 was significantly higher in igg4-rod/ioi than emzl (p<0.05 in every factor). in contrast, cd19 and cd20 percentages were significantly greater in emzl than igg4-rod/ioi (p<0.01). there was no significant difference in any marker between igg4-rod and ioi. kappa-positive cells were significantly greater in emzl than igg4-rod/ioi (p<0.05). in kappa/lambda deviation, false-positive was noted in 3 (7.5%) benign igg4-rod/ioi and false-negative was observed in 10 (34.5%) emzl cases. sensitivity and specificity of ig light chain restriction were 65.5 and 92.5%, respectively. analyses of cell surface markers using fcm were useful in differentiating emzl from igg4-rod/ioi. sensitivity of ig light chain restriction was relatively low in diagnosis of emzl using fcm.',\n", + " 'to investigate the possibility of nephrinuria as a screening tool for the risk of pre-eclampsia (pe). prospective observational study. a single university hospital. changes in urinary nephrin:creatinine ratio (ncr, ng/mg) and protein:creatinine ratio (pcr, mg/mg) in pregnancy were determined. significant proteinuria in pregnancy (spip) was defined as pcr>0.27. pe was diagnosed in women with both spip and hypertension. 89 pregnant women in whom neither hypertension nor spip was present at enrolment, providing 31, 125 and 93 random urine samples during first, second and third trimesters, respectively. pe developed in 14 of the 89 women. ncr increased with increasing pcr in 14 women with pe (correlation coefficient, 0.862; p<0.0001). in contrast, ncr did not change significantly despite significant increases in pcr in 75 women with normotensive pregnancies defined as neither spip nor hypertension, indicating that there was little increase in nephrinuria over the physiological range of proteinuria in pregnancy. relative risk of later development of pe among asymptomatic second and third trimester women with ncr (ng/mg) >122 (95th centile value for 75 women with normotensive pregnancies) was 5.93 (95% ci 2.59 to 13.6; 60% (6/10) vs 10% (8/79)) and 13.5 (95% ci 3.31 to 55.0; 75% (6/8) vs 5.5% (2/36)), respectively, compared with women with ncr‚â§122 at that time. nephrinuria was unlikely to increase in normal pregnancy. a certain ncr cut-off may efficiently differentiate women at higher risk of pe.',\n", + " 'tetralogy of fallot (tof) is the most common form of cyanotic congenital heart disease. today, we are faced with an increasing number of patients with residual pulmonary regurgitation (pr) late after tof repair. the right ventricular (rv) volumes and function are among the most important factors influencing clinical decision-making. cardiac magnetic resonance (cmr) is the gold standard method for the quantitative assessment of the rv function; it is, however, expensive for routine clinical follow-up and sometimes is contraindicated. we sought to evaluate the rv systolic function via cmr and compare it with doppler-derived strain(s) and strain rate (sr) imaging in patients with repaired tof. in an observational cross-sectional study, 70 patients (22 women, mean age=22¬±4.9 years) late after tof repair with severe pr were evaluated. peak systolic strain and sr in the basal, mid, and apical segments of rv free wall (rvfw) were measured and compared with the rv function measured in the short-axis cine mr. associations between rvef and s/sr, investigated by ordinal logistic regression models. significant association was observed between rv function and mean s of all the three segments of the rvfw segments [or (ci95%): 1.17 (1.05-1.31)]. association between rv function and mean sr of all the three segments of the rvfw segments was borderline significant [or (ci95%): 1.7 (0.97-2.93)]. there was a significant correlation between the doppler-derived mean strain of rvfw and the rv function measured by cmr in adults late after tof repair. these quantitative methods improved the assessment of the rv function and served as an additional method to follow up patients with contraindications to cmr.',\n", + " 'to estimate the incidence of syphilis from 2010 to 2014 and to assess whether contact tracing has been performed. observational cross-sectional study. data on reported cases were collected from the national register of the chief medical officer in greenland. unreported cases were found by searching the electronic medical record system for patients who had received an electronic prescription of benzathine penicillin, doxycycline or tetracycline. medical records were reviewed to verify the diagnosis of syphilis and to evaluate if contact tracing had been performed. ninety-four cases of syphilis (51 males and 43 females) with a median age of 27 years (20-40) were included. the incidence of syphilis in greenland has increased from zero cases in 2010 to 95.7 per 100,000 inhabitants in 2014 affecting mainly young people. contact tracing was performed in 80.9% (76/94) of the cases. syphilis has re-occurred in greenland and a new epidemic may be underway. sustained awareness of treatment, contact tracing, monitoring and preventive initiatives are desirable.',\n", + " 'neuromyelitis optica spectrum disorders (nmosd) are immune-mediated inflammatory disorders of the central nervous system involving astrocytes, b lymphocytes, anti-aquaporin 4, and such inflammatory mediators as interleukin-6. several immunosuppressants are used in their treatment. tocilizumab, an interleukin-6 receptor antagonist, may be a treatment option. we performed an observational, retrospective study analysing parameters of effectiveness (annualised relapse rate, disability, and radiological progression) and safety of tocilizumab in patients with nmosd in whom previous immunosuppressant treatment had failed. we aimed to evaluate the effectiveness and safety of tocilizumab in clinical practice in patients with nmosd not responding to other immunosuppressants. five patients with nmosd were analysed. sixty percent of patients were women; mean age at diagnosis was 50¬±5.3 years and mean progression time was 4.5¬±3.6 years. previously administered immunosuppressants were rituximab (in all 5), cyclophosphamide (2), and azathioprine (1). mean time of exposure to tocilizumab was 2.3¬±1 years. mean annualised relapse rate was 1.8¬±1.3 in the year prior to the introduction of tocilizumab and 0.2¬±0.4 the year after (p¬†<.05), representing a reduction of 88.9%. in our experience, tocilizumab is safe and effective in patients with nmosd showing no response to other immunosuppressants.',\n", + " 'previous literature has not compared prescribing practices of iv immunoglobulin in medical icu survivors and nonsurvivors. the objective of this study was to study iv immunoglobulin use in patients admitted to a medical icu evaluating differences between hospital survivors and nonsurvivors in regards to level of evidence supporting use, prescribing patterns, and cost. retrospective, observational study. single, academic medical center medical icu. adults who received greater than or equal to 1 dose of iv immunoglobulin during their medical icu admission from 2011 to 2018. prescribing patterns, level of evidence supporting use, and cost. a total of 389 patients received greater than or equal to 1 dose of iv immunoglobulin for 46 discrete indications and 36.5% of indications had low-quality data supporting use of iv immunoglobulin. the primary indication for iv immunoglobulin was hypogammaglobulinemia (35.5%) followed by antibody-mediated lung transplant rejection (15.4%). nonsurvivors received lower median dosing (g/kg) and number of doses compared with survivors (0.4‚äâg/kg [0.4-1‚äâg/kg] vs 0.5‚äâg/kg [0.4-1‚äâg/kg] [p = 0.0003] and 1.0 [1-2] vs 2 [1-3] doses [p = 0.0001], respectively). dosing was based on ideal body weight in 258 patients (66%). high-quality data supported iv immunoglobulin use in 15 patients (4%). the median cost per dose of iv immunoglobulin in nonsurvivors was $4,893 ($4,078-$8,155) versus $5,709 ($4,078-$10,602) in survivors (p = 0.04). iv immunoglobulin is prescribed for many indications in the medical icu with low-quality evidence supporting its use and dosing regimens are variable. hospital survivors received a higher dose and greater number of doses of iv immunoglobulin compared with nonsurvivors. national guidelines are needed to help inform iv immunoglobulin utilization and reduce healthcare costs.',\n", + " 'antibiotic safety is a major determinant in osteomyelitis therapy. limited data is available describing the long-term safety and efficacy of daptomycin. the safety population was drawn from core 2005 and 2006, a retrospective, observational, multicenter study. clinically evaluable patients received >3 days of daptomycin appropriately adjusted for renal function. three hundred twenty-seven patients were evaluated for safety; 188 (57%) >or=6 mg/kg, 139 (43%) <6 mg/kg. thirty-one (10%) patients experienced adverse events possibly related to daptomycin and the incidence was similar regardless of dose. no difference was observed in the rate of creatine phosphokinase elevations by dose. a trend toward higher improved rates was noted in patients receiving a final dose of >or=6mg/kg (96% vs. 90%, p=0.08). daptomycin appeared well-tolerated at doses of 6 mg per kg or greater which were associated with greater clinical improvement. these results require verification via a prospective clinical trial.',\n", + " 'patients with renal graft dysfunction constitute an increasingly prevalent group of end-stage kidney disease (eskd) patients that require dialysis therapy. these patients have special characteristics that set them apart from the eskd general population. the aim of this study was to analyse the clinical condition and evolution of patients entering dialysis with a failed kidney graft at the time of restarting dialysis and over a year of therapy according to the k/doqi guidelines, and to compare them with incidental patients with end-stage kidney disease. we also investigated whether the modality of kidney replacement therapy may determine the clinical improvement of transplant patients. this is a retrospective observational study of 106 patients with eskd followed up in the ramon y cajal hospital. they were classified in two groups. group one was made up of 50 failed native kidney patients who started dialysis between 2000 and 2009. group two was comprised of 56 transplant patients with graft dysfunction who returned to dialysis between 1997 and 2009. we studied parameters of kidney function, anaemia, calcium-phosphorus metabolism, cardiovascular risk factors and nutritional status at the time both groups started on dialysis and one year later. both groups had a similar clinical status at the time they started on dialysis in most of the parameters analysed with the exception of anaemia. this was more severe in transplant patients, despite the fact that transplant patients received a higher dose of erythropoietin than non-transplant patients. one year later the main difference between both groups was the residual kidney function rate, higher in non-transplant patients. there were no significant differences in the parameters analysed in patients with a failed graft according to the modality of kidney replacement therapy. failed transplant patients start dialysis with more severe anaemia than patients entering dialysis for the first time. twelve months later both groups present a similar clinical condition with the exception of residual kidney function, higher in failed native kidney patients. the method of dialysis treatment after kidney transplant failure did not have a bearing on the clinical improvement of our patients.',\n", + " 'although ataxia is by definition the prominent symptom of ataxia disorders, there are various neurological signs that may accompany ataxia in affected patients. reliable and quantitative assessment of these signs is important because they contribute to disability, but may also interfere with ataxia. therefore we devised the inventory of non-ataxia signs (inas), a list of neurological signs that allows determining the presence and severity of non-ataxia signs in a standardized way. inas underwent a rigorous validation procedure that involved a trial of 140 patients with spinocerebellar ataxia (sca) for testing of inter-rater reliability and another trial of 28 sca patients to assess short-term intra-rater reliability. in addition, data of the ongoing eurosca natural history study were used to determine the reproducibility, responsiveness and validity of inas. inter-rater reliability and short-term test-retest reliability was high, both for the total count and for most of the items. however, measures of responsiveness, such as the smallest detectable change and the clinically important change were not satisfactory. in addition, inas did not differentiate between subjects that were subjectively stable and those that worsened in the 2-year observation period. in summary, inas and inas count showed good reproducibility, but unsatisfactory responsiveness. the present analysis and published data from the eurosca natural history study suggest that inas is a valid measure of extracerebellar involvement in progressive ataxia disorders. as such, it is useful as a supplement to the measures of ataxia, but not as a primary outcome measure in future interventional trials.',\n", + " 'multiple sclerosis (ms) is a heterogeneous disorder with a progressive course that is difficult to predict on a case-by-case basis. natural history studies of ms have demonstrated that age influences clinical progression independent of disease duration. to determine whether age would be associated with greater cns injury as detected by magnetization transfer mri. forty ms patients were recruited from out-patient clinics into two groups stratified by age but with similar clinical disease duration as well as thirteen controls age-matched to the older ms group. images were segmented by automated programs and blinded readers into normal appearing white matter (nawm), normal appearing gray matter (nagm), and white matter lesions (wmls) and gray matter lesions (gmls) in the ms groups. wml and gml were delineated on t2-weighted 3d fluid-attenuated inversion recovery (flair) and t1 weighted mri volumes. mean magnetization transfer ratio (mtr), region volume, as well as mtr histogram skew and kurtosis were calculated for each region. all mtr measures in nagm and mtr histogram metrics in nawm differed between ms subjects and controls, as expected and previously reported by several studies, but not between ms groups. however, mtr measures in the wml did significantly differ between the ms groups, in spite of no significant differences in lesion counts and volumes. despite matching for clinical disease duration and recording no significant wml volume difference, we demonstrated strong mtr differences in wmls between younger and older ms patients. these data suggest that aging-related processes modify the tissue response to inflammatory injury and its clinical outcome correlates in ms.',\n", + " 'glioblastoma multiforme (gbm) is a devastating disease without cure. it is also the most common primary brain tumor in adults. although aggressive surgical resection is standard of care, these operations are limited by tumor infiltration of critical cortical and subcortical regions. a better understanding of how the brain can recover and reorganize function in response to gbm would provide valuable clinical data. this ability, termed neuroplasticity, is not well understood in the adult human brain. a better understanding of neuroplasticity in gbm could allow for improved extent of resection, even in areas classically thought to have critical, static function. the best evidence to date has demonstrated neuroplasticity only in slower growing tumors or through indirect measures such as functional mri or transcranial magnetic stimulation. in this novel study, we utilize a unique experimental paradigm to show direct evidence of plasticity via serial direct electrocortical stimulation (des) within primary motor (m1) and somatosensory (s1) cortices in gbm patients. six patients with glioblastoma multiforme in or near the primary motor or somatosensory cortex were included in this retrospective observational study. these patients had two awake craniotomies with des to map cortical motor and sensory sites in m1 and s1. five of six patients exhibited at least one site of neuroplasticity within m1 or s1. out of the 51 total sites stimulated, 32 (62.7%) demonstrated plasticity. of these sites, 14 (43.7%) were in m1 and 18 (56.3%) were in s1. these data suggest that even in patients with gbm in or near primary brain regions, significant functional reorganization is possible. this is a new finding which may lead to a better understanding of the fundamental factors promoting or inhibiting plasticity. further exploration may aid in treatment of patients with brain tumors and other neurologic disorders.',\n", + " 'methotrexate (mtx) toxicity can hamper the administration of all planned doses in acute graft-versus-host disease (gvhd) prophylaxis following allogeneic hematopoietic stem cell transplantation. reduction or omission of mtx doses results in an increased risk of acute gvhd. in this prospective observational study, we compared the incidence of gvhd and the transplant outcomes between patients who received the full treatment course of mtx (group 1), patients in whom mtx doses were omitted if mtx toxicity developed (group 2), and patients receiving corticosteroid instead of mtx if mtx toxicity developed (group 3). the cumulative incidence of grades ii-iv acute gvhd at 100 days post-transplantation was 22.2 % in group 1, 43.6 % in group 2, and 25.0 % in group 3 (p = 0.132). the risk of grades ii-iv acute gvhd in group 2 was higher than that in group 1 (hazard ratio (hr) 3.262, p = 0.016), but the risk in group 3 was similar to that in group 1 (hr 0.960, p = 0.890). group 3 also showed a trend towards a lower risk of chronic gvhd compared to the other groups. the cumulative risk of chronic gvhd at 2 years was 73.9, 71.6, and 33.3 % in groups 1, 2, and 3, respectively (p = 0.084). however, a likely higher relapse incidence and infection-related mortality in group 3 produced a trend towards the lowest relapse-free survival (2-year rfs, 46.3, 49.3, and 25.0 % in groups 1, 2, and 3, respectively; p = 0.329) and overall survival (2-year os, 45, 52.3, and 25 %, respectively; p = 0.322) in group 3. although the substitution of mtx with corticosteroid ameliorates the increased risk of gvhd in patients in which it is imperative to omit its dose, its negative impact on relapse and infection risk does not result in favorable transplant outcomes.',\n", + " 'tumor necrosis factor alpha (tnf-œ±) blockers are recognized as a risk factor for reactivation of granulomatous infections. leishmaniasis has been associated with the use of these drugs, although few cases have been reported. we performed a retrospective observational study including patients with confirmed leishmaniasis acquired in the mediterranean basin that were under tnf-œ± blockers therapy at the moment of the diagnosis. patients diagnosed in our hospital from 2008 to 2018 were included. moreover, a systematic review of the literature was performed and cases fulfilling the inclusion criteria were also included. forty-nine patients were analyzed including nine cases from our series. twenty-seven (55.1%) cases were male and median age was 55 years. twenty-five (51%) patients were under infliximab treatment, 20 (40.8%) were receiving adalimumab, 2 (4.1%) etanercept, one (2%) golimumab and one (2%) a non-specified tnf-œ± blocker. regarding clinical presentation, 28 (57.1%) presented as cutaneous leishmaniasis (cl), 16 (32.6%) as visceral leishmaniasis (vl) and 5 (10.2%) as mucocutaneous leishmaniasis (mcl). all vl and mcl patients were treated with systemic therapies. among cl patients, 13 (46.4%) were treated with a systemic drug (11 received l-amb, one intramuscular antimonials and one miltefosine) while 14 (50%) patients were given local treatment (13 received intralesional pentavalent antimonials, and one excisional surgery). tnf-œ± blockers were interrupted in 32 patients (65.3%). after treatment 5 patients (10.2%) relapsed. four patients with a cl (3 initially treated with local therapy maintaining tnf-œ± blockers and one treated with miltefosine) and one patient with vl treated with l-amb maintaining tnf-œ± blockers. this data supports the assumption that the blockage of tnf-œ± modifies clinical expression of leishmaniasis in endemic population modulating the expression of the disease leading to atypical presentations. according to the cases reported, the best treatment strategy would be a systemic drug and the discontinuation of the tnf-œ± blockers therapy until clinical resolution.',\n", + " 'to evaluate the clinical performance of noninvasive prenatal screening (nips) for fetal sex chromosome aneuploidies (scas), pregnant women were recruited in this retrospective observational study. the nips test was undertaken using high-throughput gene sequencing. in total,50,301 pregnant women were analysed for demographic characteristics and medical history. of them, 308 women (0.61%) had high risk for fetal scas, including 138 for 45,x, 111 for 47,xxy, 42 for 47,xxx, and 17 for 47,xyy. after the pre-test counselling, 182 participants chose to undergo invasive prenatal diagnosis, confirming 59 positive cases. the combined positive predictive value of nips was 32.42% (59/182), 18.39% (16/87), 44.4% (12/27), 39.29% (22/56), and 75% (9/12) for detecting scas, 45,x, 47,xxx, 47,xxy, and 47,xyy, respectively. nips can be a useful method to detect the fetal scas using high-throughput gene sequencing, though accuracy can still be improved, especially for 45,x. although the value of nips compare favorably with those seen in traditional screening approaches for scas, it is important to highlight the limitations of nips while educating clinicians and patients.',\n", + " 'to compare quality of life of patients treated with cetuximab with or without radiation therapy (¬±rt) vs. cisplatin¬±rt for locoregionally advanced squamous cell carcinoma of the head and neck (scchn) in the real-world setting. in this retrospective observational study, electronic medical records and patient care monitor (pcm) survey data from the vector oncology data warehouse were utilized from adult patients in the united states who received initial treatment with cetuximab¬±rt or cisplatin¬±rt for locoregionally advanced scchn between january 1, 2007 and january 1, 2017. quality of life was assessed using pcm index scores and individual pcm items. cetuximab¬±rt and cisplatin¬±rt cohorts were balanced using propensity score weighting. linear mixed models were used to assess the impact of baseline demographic and clinical characteristics on pcm endpoints. of 531 patients with locoregionally advanced scchn, 187 received cetuximab¬±rt, and 344 received cisplatin¬±rt. before propensity score weighting, the cetuximab¬±rt cohort was older (mean [sd] age of 63.9 [9.6] years vs. 57.4 [8.6] years), and more likely to be white (82.4% vs. 72.4%) compared to the cisplatin¬±rt cohort. after propensity score weighting, the two cohort subsamples (cetuximab¬±rt, n‚äâ=‚äâ60; cisplatin¬±rt, n‚äâ=‚äâ177) with pcm data showed no significant differences in general physical symptoms, treatment side effects, impaired ambulation, or impaired performance index scores. patients in the cetuximab¬±rt cohort had higher acute distress index (p‚äâ=‚äâ0.023), despair index (p‚äâ=‚äâ0.011), and rash (p‚äâ=‚äâ0.003) scores but lower numbness/tingling scores (p‚äâ=‚äâ0.022) than patients in the cisplatin¬±rt cohort. significant group differences were observed in this comparative analysis, as the cetuximab¬±rt cohort had significantly higher acute distress index, despair index, and rash scores compared with the cisplatin¬±rt cohort but lower numbness/tingling scores. these patterns of symptoms appear consistent with previously reported symptoms associated with the treatment of scchn.',\n", + " \"individuals using home mechanical ventilation (hmv) frequently choose to live at home for quality of life, despite financial burden. previous studies of healthcare utilisation and costs do not consider public and private expenditures, including caregiver time. to determine public and private healthcare utilisation and costs for hmv users living at home in two canadian provinces, and examine factors associated with higher costs. longitudinal, prospective observational cost analysis study (april 2012 to august 2015) collecting data on public and private (out-of-pocket, third-party insurance, caregiving) costs every 2‚äâweeks for 6‚äâmonths using the ambulatory and home care record. functional independence measure (fim) was used at baseline and study completion. regression models examined variables associated with total monthly costs selected a priori using andersen and newman's framework for healthcare utilisation, relevant literature, and clinical expertise. data are reported in 2015 canadian dollars ($c1=us$0.78=‚ç§0.51=‚ç¨0.71). we enrolled 134 hmv users; 95 with family caregivers. overall median (iqr) monthly healthcare cost was $5275 ($2291-$10 181) with $2410 (58%) publicly funded; $1609 (39%) family caregiving; and $141 (3%) out-of-pocket (<1%‚äâthird-party insurance). median healthcare costs were $8733 ($5868-$15 274) for those invasively ventilated and $3925 ($1212-$7390) for non-invasive ventilation. variables associated with highest monthly costs were amyotrophic lateral sclerosis (1.88, 95%‚äâci 1.09 to 3.26, p<0.03) and lower fim quintiles (higher dependency) (up to 6.98, 95%‚äâci 3.88 to 12.55, p<0.0001) adjusting for age, sex, tracheostomy and ventilation duration. for hmv users, most healthcare costs were publicly supported or associated with family caregiving. highest costs were incurred by the most dependent users. understanding healthcare costs for hmv users will inform policy decisions to optimise resource allocation, helping individuals live at home while minimising caregiver burden.\",\n", + " 'argatroban and bivalirudin are direct thrombin inhibitors (dtis) used for the treatment of heparin-induced thrombocytopenia (hit). the purpose of this study was to determine whether either agent offered an advantage in efficacy and ability to remain within the targeted therapeutic anticoagulation range. this was a single-center, retrospective, observational cohort study at a large academic medical center. the primary efficacy outcome was time to therapeutic anticoagulation, defined as total number of hours to achieve 2 consecutive activated partial thromboplastin time (aptt) values in goal range. a total of 91 patients were included in the analysis. average time to initial therapeutic anticoagulation was 4.71 hours and 9.8 hours for the argatroban and bivalirudin groups, respectively (p < .01). argatroban may be advantageous compared to bivalirudin in achieving initial therapeutic anticoagulation goals among patients with suspected or confirmed hit.',\n", + " 'smear-negative pulmonary tuberculosis (tb) accounts for a considerable proportion of tb transmission, which especially endangers health care workers (hcw). novel mycobacterium-tuberculosis-specific interferon-gamma release assays (igras) may offer the chance to define the burden of tb in hcw more accurately than the mantoux tuberculin skin test (tst), but the data that is available regarding their performance in tracing smear-negative tb in the low-incidence, in-hospital setting, is limited. we conducted a large-scale, in-hospital contact investigation among hcw of a german university hospital after exposure to a single case of extensive smear-negative, culture-positive tb with pulmonary involvement. the objective of the present study was to evaluate an igra in comparison to the tst and to identify risk factors for test positivity. contacts were prospectively enrolled, evaluated using a standardized questionnaire, the igra quantiferon(r)-tb gold in tube (qft-git) and the tst, and followed-up for two years. active tb was ruled out by chest x-ray in qft-git-positive subjects. independent predictors of test positivity were established through the use of logistic regression analysis. out of the 143 subjects analyzed, 82 (57.3%) had close contact, but only four (2.8%) experienced cumulative exposure to the index case >40 hours. qft-git results were positive in 13 subjects (9.1%), while tst results were positive in 40 subjects (28.0%) at an induration >5 mm. overall agreement was poor between both tests (kappa = 0.15). age was the only predictor of qft-git-positivity (odds ratio 2.7, 95% confidence interval 1.32-5.46), while tst-positivity was significantly related to bacillus calmette-gu√©rin vaccination and foreign origin. logistic regression analysis showed no relation between test results and exposure. no secondary cases of active tb were detected over an observational period of two years. our findings suggest a low contagiosity of the particular index case. the frequency of positive qft-git results may in fact reflect the pre-existing prevalence of latent tb infection among the study population. tb transmission seems unlikely and contact tracing not generally warranted after cumulative exposure <40 hours. however, the substantially lower frequency of positive qft-git results compared to the tst may contribute to enhanced tb control in health care.',\n", + " 'treatment of chronic hepatitis b (chb) with polymerase inhibitors is key to prevent disease flares and progression toward advanced liver disease. efficacy and tolerability of newer agents has been reported anecdotally in transplant recipients. in this prospective, observational study, we assessed outcomes of therapy with tenofovir (tdf), entecavir (etv), and telbivudine (ldt) in 13 heart transplant recipients (htr) with chb. most patients were hepatitis b e antigen negative, had low baseline hepatitis b virus (hbv) dna, and normal aminotransferases. liver biopsy showed a median fibrosis score of 1.5 (range 0-4). glomerular filtration rate (gfr) was <50 ml/min in 7 patients (54%). two patients were started on de novo etv before transplant. eleven previously treated patients were switched to tdf (n = 9) or ldt (n = 2). median treatment duration was 33 months (range 1-71). hbv dna remained suppressed in 6 patients and became undetectable in 5. aminotransferases went down to the normal range in all patients, with a single flare in 1 patient. one patient lost hepatitis b surface antigen. no cases occurred of hepatic decompensation, hepatocellular carcinoma, or liver-related death. the gfr remained largely stable, and no cases of tdf-related hyper-phosphaturia were observed. this study indicates that newer antivirals are effective and safe in htr with chb.',\n", + " 'a postauthorization safety study was performed between 2009 and 2012 to describe the use of clottafact¬æ in acquired fibrinogen deficiency in real-life medical practice in france. one hundred and fifty patients were planned for 28¬†days of prospective follow-up after infusion. the analysis of this observational study was descriptive and performed according to the type of treatment (curative or preventive) and the origin of the bleed. one hundred and fifty-six patients (16-87¬†years) were included in 13 centres and treated in five different medical bleeding situations: postpartum (59), other gynaecological/obstetrical (6), trauma (34), liver (13), cardiovascular (23) and other various bleeding situations (21). the mean follow-up time was 18¬∑9¬†¬±¬†12¬∑3¬†days. two patients presented adverse drug reactions: one a pulmonary embolism and the other a four-site venous thromboembolic episode. all were serious with a dubious causal relationship with the study treatment. efficacy data were collected as a secondary objective. in 150 patients receiving curative treatment, 117 of 159 infusions (73¬∑6%) were considered as successful by the investigators, 35 as moderate (22%) and seven as no response (4¬∑4%). the clottafact¬æ safety profile observed during the study matched the known profile of fibrinogen during use.',\n", + " 'the aim of this study was to evaluate the effectiveness and toxicity profile of the vinflunine chemotherapy regimen and to examine the cost-effectiveness relation in a real-world sample of patients with transitional cell carcinoma of the bladder. this is a multicenter, observational, retrospective cohort study. to assess the effectiveness and safety of vinflunine treatment, progression-free survival, overall survival, and adverse events were registered. an economic evaluation was performed and cost-effectiveness ratios were calculated. a total of 37 patients were included in the study, with a mean age of 67 (sd=9) years. the median progression-free survival was 2.61 months (95% confidence interval 1.79-4.23) and the median overall survival was 5.72 months (95% confidence interval 3.34-10.35). an objective response was achieved in eight (22%) patients. statistically significant differences were found between patients treated with vinflunine as a second-line therapy and those treated with vinflunine as a third-line therapy (p=0.036). the most commonly reported analytical adverse event was anemia (n=34; 92%), and the most severe was neutropenia (n=19; 51%), with nine patients developing grade 4 neutropenia (9/19; 47%). the total cost of vinflunine treatment was &ov0556;553‚äâ873, with a median of &ov0556;8524 (interquartile range, &ov0556;9220) per patient. the median-based cost-effectiveness ratio was &ov0556;44‚äâ789 (&ov0556;31‚äâ706-58‚äâ022) per progression-free year gained and &ov0556;22‚äâ750 (&ov0556;14‚äâ526-34‚äâ085) per life-year gained. the data from this study fill an important need for information on the relative value of this treatment in terms of cost-effectiveness and might help achieve an optimal quality healthcare system.',\n", + " \"to investigate the safety of live attenuated varicella zoster vaccination when administered to immunosuppressed individuals. prospective observational cohort study. the study used anonymised data from the clinical practice research datalink (cprd), comprising a representative sample of routinely collected primary care data in england between 2013 and 2017 and and linked hospital episode statistics data. 168‚äâ767 individuals age-eligible for varicella zoster vaccination registered at a general practice in england contributing data to cprd. electronic health records indicating immunosuppression, zoster vaccination, diagnoses of specific varicella-zoster virus (vzv)-related disease and non-specific rash/encephalitis compatible with vzv-related disease. between 1 september 2013 and 31 august 2017, a period of immunosuppression was identified for 9093/168 767 (5.4%; 95%‚äâci: 5.3%-5.5%) individuals age-eligible for zoster vaccination. the overall rate of vaccination while immunosuppressed was 1742/5251 (33.2 per 100 adjusted person years at risk; 95%‚äâci: 31.9%-34.5%). follow-up of the 1742 individuals who were inadvertently vaccinated while immunosuppressed identified only two cases of vzv-related disease within 8 weeks of vaccination (0.1%; 95%‚äâci: 0.01%-0.4%), both primary care diagnoses of 'shingles', neither with a related hospital admission. despite evidence of inadvertent vaccination of immunosuppressed individuals with live zoster vaccination, there is a lack of evidence of severe consequences including hospitalisation. this should reassure primary care staff and encourage vaccination of mildly immunosuppressed individuals who do not meet current thresholds for contraindication. these findings support a review of the extent to which live zoster vaccination is contraindicated among the immunosuppressed.\",\n", + " 'this study aimed to assess the association between the degree of headache relief obtained in the pediatric emergency department (ped) with abortive treatment and unscheduled return visits to the ped for a recurrent or persistent headache within 72 hours. this was a retrospective observational study with 369 patients, all younger than 18 years, who presented to the ped with a primary complaint of either a headache or migraine. patient and visit details were collected from the medical chart, along with presenting and discharge pain score. percent pain reduction at discharge was determined through the following calculation: (presenting pain score - discharge pain score)/presenting pain score. associations were assessed using multivariable logistic regression. no significant association was found between the percent pain reduction and return to the ped (p = 0.49). mean presenting pain score at the index visit was statistically higher for those who ended up returning to the ped versus those who did not (8.1 vs 7.4; p = 0.02). a trend toward increase in return visits was seen among patients who had a headache duration greater than 3 days (odds ratio, 1.99) and patients who experienced less than 50% pain reduction in the ped (odds ratio, 1.77). complete resolution in the ped may not be necessary, given the lack of association between the degree of pain relief and revisit rates. perhaps, the goal should be to achieve at least 50% pain reduction before discharge.',\n", + " 'background glioblastoma multiforme is one of the most aggressive types of tumors that affect the central nervous system. it has an extremely high morbidity and mortality rate despite immediate treatment and advances in chemotherapy, radiotherapy, and surgery. in the natural history of the disease, extracranial metastases of glioblastoma multiforme are a rare complication that can be localized in the lungs, bone, liver, and lymph nodes. case report a 66-year-old male presented with pulmonary metastasis after the surgical resection of a primary glioblastoma multiforme tumor. seventeen days after surgery while in the intensive care unit, the patient had leukocytosis with a predominance of neutrophils. an exploratory bronchoscopy evidenced a white lesion that prevented the visualization of the bronchus. consequently, a sample was taken for pathological study that demonstrated pulmonary metastasis due to glioblastoma multiforme. conclusions surgical resection of the tumor can precipitate the appearance of extracranial metastases, especially pulmonary metastases.',\n", + " 'there is growing interest in viscoelastic hemostatic assays rotational thromboelastometry (rotem) and thromboelastography (teg) for trauma. despite shared features, it is unknown whether their results are interchangeable and whether one is clinically superior in predicting mortality, blood transfusion, and diagnosing early trauma coagulopathy. we conducted a prospective observational study comparing equivalent rotem and teg parameters. severely injured patients expected to receive massive transfusion were included. assays were performed simultaneously on admission and repeated over subsequent 12 hours. international normalized ratio ‚â•1.2 or fibrinogen <1 g/l defined coagulopathy. teg used kaolin as coagulation initiator and rotem used tissue factor (conventional). spearman nonparametric analysis and bland-altman difference mean plot revealed parameter association. logistic regression and receiver operating characteristic curves measured predictive values. 33 patients (74 rotem, 74 teg) were included; 79% were male, mean injury severity score was 23.5 ¬± 14, admission international normalized ratio was 1.33 ¬± 0.4, and 63.4% received blood transfusions. overall, parameter agreement fell outside acceptable limits, with weak or no association. clinically, rotem maximum clot firmness and teg maximum amplitude showed reasonable predictive accuracy for mortality, strong accuracy for any or massive blood transfusion, reasonable for plasma transfusion and similar poor predictive accuracy for diagnosing coagulopathy. rotem and teg results are not interchangeable, arguably due to different coagulation triggers. assays had similar clinical performance.',\n", + " 'to assess the effectiveness of transpupillary thermotherapy (ttt) for the treatment of classic and occult choroidal neovascularisation (cnv). in a retrospective, case selected, open label trial 44 eyes of 42 patients with cnv secondary to age related macular degeneration (armd) were studied. 44 eyes with angiographically defined cnv were treated with diode laser (810 nm) ttt. laser beam sizes ranged between 0.8 and 3.0 mm and power settings between 250-750 mw. treatment was given in one area for 1 minute, the end point being no visible change, or a slight greying of the retina. outcome was assessed with snellen visual acuity and clinical examination; in 24/44 patients angiographic follow up was available. 12 predominantly classic cnv and 32 predominantly occult membranes were followed up for a mean of 6.1 months (range 2-19). mean change in vision for classic membranes was -0.75 (sd 1.75) snellen lines and occult membranes was -0.66 snellen lines (2.1) (p>0.05). predominantly classic membranes were closed in 75% (95% ci: 62.5-87.5) of eyes, remained persistent in 25% (95% ci: 12.5-37.5); no recurrences occurred. predominantly occult membranes were closed in 78% (95% ci: 70.1-85.3) of eyes, remained persistent in 12.5% (95% ci: 6.6-18.5), and were recurrent in 5.1% (95% ci: 4.2-14.3). transpupillary thermotherapy is a potential treatment for cnv. it is able to close choroidal neovascularisation while maintaining visual function in patients with classic and occult disease. further trials of ttt are needed to compare this intervention with the natural history and other treatment modalities.',\n", + " 'rituximab has been reported to be effective in various small case series of patients with severe and/or refractory pemphigus. however, no systematic evaluation is available to corroborate this observation. the aim of this study was to systematically determine efficacy and safety of rituximab in treatment-resistant pemphigus. multicenter retrospective, observational study of 36 patients with severe pemphigus vulgaris (n = 33) and pemphigus foliaceus (n = 3) treated with rituximab before august 31(st) , 2008 and enrolled in a national observational registery between december 2008 and june 2009. within a mean period of observation of 11 (1-37) months, 21 (58 %) pemphigus patients showed complete, 13 (36 %) partial, and 2 (6 %) no response to rituximab treatment. this correlates with a mean improvement of the visual analog scale for well-being of 34 (20-60) at baseline to 75 (40-95) at the last control visit. in 4 (11 %) patients, severe adverse events were recorded including 1 (3 %) serious infection. data collected in this systematic registry indicate that rituximab is an effective and relatively safe adjuvant treatment option for refractory pemphigus. to further extend our knowledge on efficacy and safety of this drug, controlled prospective trials are required.',\n", + " 'the syndrome of inappropriate antidiuretic hormone secretion (siadh) is the most common cause of hyponatraemia in hospital inpatients. we present data on treatment setting, patient characteristics, and outcomes for patients treated with tolvaptan for siadh across a range of real-world settings in germany and spain. this was a non-interventional, observational, retrospective chart review study. management was at the discretion of the treating physician, with tolvaptan prescribed according to local clinical practice. hospital notes and/or medical charts were reviewed from treatment initiation for 6¬†weeks. follow-up data were collected when patients were discharged early. patients were eligible for inclusion if they were‚äâ‚â•‚äâ18¬†years of age and had been treated with‚äâ‚â•‚äâ2 doses of tolvaptan for one episode of hyponatraemia secondary to siadh in 2014. the full analysis set comprised 100 patients from 8 centres. the mean age of patients was 73.9¬†years. the primary endpoint of the mean increase in serum sodium level from baseline to hospital discharge, or to final available measurement, was 10.3¬†mmol/l (sd 6.4; 95% ci 9.0, 11.6), from 123.0¬†mmol/l (sd 6.0) to 133.3¬†mmol/l (sd 4.9). seventy-seven patients (77.0%) achieved sodium normalisation within 6¬†weeks of tolvaptan initiation. mean daily dose of tolvaptan was 12.7¬†mg (sd 9.2), and mean treatment duration 28.0¬†days (sd 16.5). tolvaptan at off-label doses (<‚äâ15¬†mg/day) was prescribed to 72 patients at some point. a favourable safety and tolerability profile was reported. tolvaptan was well tolerated and effectively corrected sodium levels in hospitalised adults with hyponatraemia secondary to siadh in real-world settings. clinicaltrials. nct02545101.',\n", + " \"perform the first in¬†vivo examination of fine needle aspiration biopsy (fnab) scleral tracts to determine the incidence of iatrogenic extension of tumor cells. a prospective, consecutive, observational case series. this study was performed in a clinical/surgical setting at retina consultants of houston and houston methodist hospital, houston, texas, and included 10 patients who were scheduled for enucleation as primary treatment for uveal melanoma. treatment included fnab, enucleation, and histopathologic analysis. the primary outcomes were tumor location and dimension as identified by b-scans and histopathologic analysis. tumor type was classified by gene expression profile and american joint committee on cancer staging. twenty-five- or 27-gauge needles were used for fnab under direct visualization. cell blocks of acquired specimens were examined using hematoxylin-eosin stain and double immunostain using hmb45 with red chromogen and ki67 with brown 3,3'-diaminobenzidine chromogen. mean follow-up after enucleation was 20.4¬†months (range 9.9-31.7). all biopsy specimens had adequate yields for genomic analysis. no enucleation specimen contained tumor cells within sclera, pars plana, or pars plicata. one specimen contained a small collection of tumor cells within the anterior vitreous in the quadrant of the biopsy site. no patient developed an orbital recurrence. four patients developed nonorbital metastatic uveal melanoma during the study period. three of them died, and 1 is alive with hepatic metastasis. no iatrogenic extension of tumor was¬†reported. fnab is a safe procedure that produces¬†a¬†high¬†cellular yield for cytologic and genomic¬†analyses¬†with minimal risk of extraocular dissemination.\",\n", + " 'optimal management of asymptomatic skull base meningiomas is controversial. we evaluated the safety and efficiency of gamma knife radiosurgery (gkrs) for the management of asymptomatic skull base meningiomas. this retrospective study involved patients managed with gkrs for asymptomatic, skull base meningiomas from 1997 to 2019. patient clinico-radiologic data, tumor characteristics, and procedural details were analyzed. favorable outcome was defined as lack of procedure-related mortality or permanent neurologic morbidity and radiologic evidence of tumor control. tumor progression and regression were defined as an increase or decrease of > 20% in volume from baseline to the last neuroimaging study respectively. tumor volumes within ¬± 20% of baseline volume were considered stable. thirty-seven patients (30 women), median age 68 years old (range 42-83 months) were managed with a single-session gkrs for 40 asymptomatic, skull base meningiomas. at a median clinical follow-up of 58.5 months (range 14-150 months), no mortality associated with the procedure or the treated tumor was noted. permanent neurologic morbidity was 2.75%. there was a statistically significant decrease in mean tumor volume (p < 0.001) from 4.04 cc (sd 3.09 cc) prior to radiosurgery to 2.73 cc (sd 2.24 cc) at last follow-up. higher margin dose was associated with tumor regression at last follow-up (hr = 1.351; 95%ci [1.094-1.669]; p = 0.05). as compared to natural history studies, gkrs affords long-standing tumor control and neurologic preservation in the vast majority of patients treated for asymptomatic, skull base meningiomas. further study is necessary to identify the optimal management of asymptomatic skull base meningiomas.',\n", + " 'the frequency, nature, and history of subjective taste disturbance before and after vestibular schwannoma (vs) surgery was investigated. personal interviews were conducted in 108 patients with unilateral vs. abnormalities in taste perception, either a significant reduction or a change in character, were experienced by 31 patients (28.7%) before surgery and by 37 (34.3%) after tumor removal. preoperative taste disturbance worsened after surgery in five (16.1%) of the 31 patients, remained unchanged in eight (25.8%), improved in two (6.5%), and became normal in 16 (51.6%). taste disturbance occurred postoperatively in 22 (28.6%) of 77 patients who had experienced no preoperative taste disturbance. the mean onset of the abnormality after resection was 1.1 +/- 1.7 months. postoperative taste disturbance resolved in 24 of the 37 patients (64.9%) within 1 year after onset. subjective taste disturbance was common before and after vs removal, and the natural history of this condition was very variable in the pre- and postoperative periods. all patients who undergo surgery for vs should receive appropriate counseling about the likelihood and course of postoperative complications, including dysfunction of the sensory component of the facial nerve.',\n", + " 'symptomatic pediatric patients with obstructive hypertrophic cardiomyopathy (hcm) have a higher death rate (6% annually) compared with adults. transaortic left ventricular septal myectomy provides excellent outcomes for adults with obstructive hcm. we sought to assess the effect of septal myectomy on late survival and outcome in pediatric patients with obstructive hcm. from 1975 to 2003, 56 pediatric patients underwent septal myectomy for obstructive hcm. mean age at diagnosis was 6.3 +/- 5.4 years. ages at operation ranged from 2 months to 20 years (mean 11 +/- 5.6 years). concomitant procedures included mitral valve repair (n = 7), closure of atrial septal defect (n = 3), and other (n = 5). after myectomy, mean left ventricular outflow tract (lvot) gradient decreased from 103 +/- 34 to 16 +/- 12 mm hg and mean degree of mitral regurgitation decreased from 2.0 +/- 1.0 to 1.0 +/- 0.3 (both p < 0.0001). there were no early deaths. four patients underwent elective cardioverter defibrillator implantation and 1 patient received a permanent pacemaker. follow-up ranged up to 29 years (mean, 8.6 +/- 6.2). cardiac reoperations were required in 8 patients: heart transplantation (n = 2), repeat myectomy (n = 2), mitral valve repair-replacement (n = 2), konno-rastan procedure (n = 1), and aortic valve replacement (n = 1). age 14 years or less at operation was the only predictor of late reoperation (p = 0.017). two patients died late; one suddenly without residual lvot obstruction and one from chronic rejection after heart transplantation. ninety-six percent of surviving patients were in new york heart association functional class i or ii. survival estimates at 5 and 10 years were 97% and 93%, respectively. septal myectomy is safe and effective in symptomatic pediatric patients with obstructive hcm. late survivorship compares very favorably with the natural history of this disease.',\n", + " 'camurati-engelmann disease (ced) is characterized by hyperostois of multiple long bones. although several treatments for ced complicated with osteoporosis have been described, it remains controversial whether such therapy is suitable for osteoporotic ced patients. we retrospectively enrolled a 66-year-old female patient with osteoporosis in ced who underwent denosumab therapy for 14¬†months. denosumab was commenced after 3¬†years of alendronate treatment. fourteen months later, lumbar and total hip bone mineral density showed gains of 5.9% and 6.4%, respectively. bone turnover markers were also improved during follow-up. no fractures or other complications were recorded during the observational period. this is the first study describing denosumab treatment for an osteoporotic ced patient. our findings indicate that denosumab is an effective therapy option for osteoporosis in ced.',\n", + " \"pc plays an important role in early diagnosis of health disorders, particularly migraine, due to the financial impact of this disease for the society and its impact on patients' quality of life. the aim of the study was to validate the self-administered ms-q questionnaire for detection of hidden migraine in the field of primary care (pc), and to explore its use in this setting. cross-sectional, observational, and multicentre study in subjects above 18 years of age patients attending pc centers (regardless of the reason for consultation). a ms-q score > or = 4 was considered possible migraine. level of agreement with ihs criteria clinical diagnosis (kappa coefficient), and instrument's validity properties: sensitivity, specificity, positive (ppv) and negative (npv) predictive values were determined. the ability of the instrument to identify possible new cases of migraine was calculated, as well as the ratio of hidden disease compared to the ratio obtained by ihs criteria. a total of 9,670 patients were included [48.9 +/- 17.2 years (mean +/- sd); 61.9% women], from 410 pc centers representative of the whole national territory. the clinical prevalence of migraine according to the ihs criteria was 24.7%, and 20.4% according to ms-q: kappa index of agreement 0.82 (p < 0.05). ms-q sensitivity was 0.82 (95% ci, 0.81-0.84), specificity 0.97 (95% ci, 0.98-0.99), ppv 0.95 (95% ci, 0.94 - 0.96), and npv 0.94 (95% ci, 0.93-0.95). no statistically significant differences were found in the percentages of patients with de novo and hidden migraine identified by ms-q and by ihs criteria: 5.7% vs. 6.1% and 26.6% vs. 24.1%, respectively. the results of the present study confirm the usefulness of the ms-q questionnaire for the early detection and assessment of migraine in pc settings, and its ability to detect hidden migraine.\",\n", + " 'given the directive of the american academy of pediatrics to test children for tuberculosis (tb) only if they are at high risk for the disease, we sought to determine how well a risk assessment questionnaire can predict a positive tuberculin skin test (tst) result among children seen in a medical office setting. in a prospective observational study, we identified 31 926 children who received well-child care in 18 pediatric offices of the kaiser permanente northern california region from august 1996 through november 1998 and who were due to receive a routine tst (mantoux method) as part of universal screening. parents were asked to complete a questionnaire about risk factors for tb infection that included demographic information. the tst result at 48 to 72 hours was compared with questionnaire responses to identify responses that were most highly associated with a positive tst result at both the 10-mm and 15-mm cutoffs. a concurrent study was conducted to determine whether parents can recognize induration. this population was diverse in age (range: 0-18 years), race/ethnicity (white: 37%; hispanic: 26.4%; asian: 15.0%; black: 11.8%; other: 8.4%; not stated by parent: 1.6%), and household annual income (range: $10 524-$175 282). overall incidence of positive tst results was 1.0% at the 10-mm cutoff and 0.5% at the 15-mm cutoff. positive predictive value of selected individual risk factors at the 10-mm cutoff were: child born outside the united states, 10.4%; history of receiving bacille calmette-gu√©rin vaccine, 5.5%; and child having lived outside the united states, 5.3%. using multivariate analysis, we selected a subset of risk factors that were independently and significantly associated with a positive tst result >/=10 mm: history of receiving bacille calmette-gu√©rin vaccine (odds ratio [or]: 2.31; 95% confidence interval [ci]: 1.70-3.13); household member with history of positive tst result or tb disease (or: 1.53; 95% ci: 1.14-2.04); child born outside the united states (or: 8.63; 95% ci: 6.16-12.09); child having lived outside the united states (or: 2.06; 95% ci: 1.49-2.85); and race/ethnicity reported by parent as asian (or: 2.28; 95% ci: 1.59-3.27) or hispanic (or: 1.57; 95% ci: 1.09-2.26). several factors were not statistically significant predictors of a positive tst result: age, sex, household annual income, household member infected with human immunodeficiency virus or who had stayed in a homeless shelter, and being an adopted or foster child. overall sensitivity of the 9 main items on the questionnaire was 80.9%; when a subset of 4 of these questions plus the race/ethnicity questions were used, sensitivity of responses was 83.5%. parents failed to recognize positive tst results at a rate of 9.9% (for the 10-mm cutoff) and 5.9% (at the 15-mm cutoff). a 5-question risk assessment questionnaire completed by parents can be used to accurately identify risk factors associated with tb infection in children. in our population, some risk factors suggested by the american academy of pediatrics could not be validated. parents cannot be relied on to read tst results accurately. screening for tb can be enabled by using a standardized, validated questionnaire to identify children who should be given tuberculin skin testing.',\n", + " 'recurrent hepatitis c is a common problem after liver transplantation that can progress to liver cirrhosis of the graft. preliminary reports of combination treatment with interferon (ifn) and ribavirin have been promising, but long-term follow-up data are not yet available. we report our experience with 1 year of combination therapy with ifn (3 million units thrice weekly) and low-dose ribavirin (600 mg/d), followed by long-term ribavirin monotherapy in 18 patients with moderate to severe recurrent hepatitis c and a median follow-up of 32 months after the completion of combined therapy. all patients were followed up clinically and histologically at regular intervals. overall, in an intention-to-treat analysis, 15 patients had normal alanine aminotransferase levels (biochemical end-treatment response [etr], 83%), and 8 patients were also hepatitis c virus rna negative in serum (virological etr, 44%) at the end of combined treatment. at last follow-up after the completion of combined therapy (median, 32 months; range, 18 to 73 months), 13 patients were biochemical responders (biochemical long term-sustained response [lt-sr], 72%), and 5 patients also maintained viral clearance (virological lt-sr, 27%). comparison of liver biopsy specimens before and after 12 months of combined therapy showed improvement in grading scores of at least two points in the majority of the patients (73%). notably, a trend toward fibrotic progression was only noted in nonresponders. regarding side effects, despite the low dose of ribavirn, almost half the patients developed hemolytic anemia requiring dose reductions. in addition, long-term ribavirin monotherapy was not associated with iron accumulation. we conclude that combined therapy with low-dose ribavirin followed by long-term ribavirin monotherapy can be recommended because it favorably modifies the natural history of recurrent hepatitis c in most patients and possibly halts histological disease progression without causing iron accumulation.',\n", + " 'intravenous antibiotic therapy (ivat) for cf acute pulmonary exacerbations (ape) can be delivered in hospital or in the community. this study aimed to compare physical activity in cf patients receiving hospital and community-delivered ivat, as well as other health outcomes. this was a non-randomised parallel group prospective observational study. hospitalised and community-treated cf adults receiving ivat for ape were asked to wear actigraph¬æ activity monitors, complete the habitual activity estimation scale (haes), food diary, modified shuttle test (mst) and cfq-r at the start and end of therapy. nutritional and clinical outcomes were also compared between the cohorts. the primary outcomes was physical activity measured by the actigraph¬æ activity monitors at the beginning and end of treatment in both cohorts. physical activity (measured and self-reported) was no different between the cohorts, with both hospitalised and community-treated subjects being generally sedentary. body weight increased significantly in the hospitalised cohort, whereas no difference was seen in the community-treated cohort. fev1 % predicted and fvc % predicted increased in community-treated subjects, whereas only fvc % predicted increased in hospitalised subjects. cfq-r respiratory domain increased to a greater extent in community-treated subjects. cf adults receiving ivat for ape, both in hospital and in the community, are generally sedentary and we found no difference in physical activity between the two groups. these findings suggests the need to further promote physical activity in suitable patients during ape where considered appropriate.',\n", + " 'demodex mites are found on the skin of many healthy individuals. demodex mites in high densities are considered to play a pathogenic role. to investigate the association between demodex infestation and the three most common facial dermatoses: acne vulgaris, rosacea and seborrheic dermatitis. this prospective, observational case-control study included 127 patients (43 with acne vulgaris, 43 with rosacea and 41 with seborrheic dermatitis) and 77 healthy controls. the presence of demodicosis was evaluated by standardized skin surface biopsy in both the patient and control groups. in terms of gender and age, no significant difference was found between the patients and controls (p>0.05). demodex infestation rates were significantly higher in patients than in controls (p=0.001). demodex infestation rates were significantly higher in the rosacea group than acne vulgaris and seborrheic dermatitis groups and controls (p=0.001; p=0.024; p=0.001, respectively). demodex infestation was found to be significantly higher in the acne vulgaris and seborrheic dermatitis groups than in controls (p=0.001 and p=0.001, respectively). no difference was observed between the acne vulgaris and seborrheic dermatitis groups in terms of demodicosis (p=0.294). small sample size is a limitation of the study. the lack of an objective scoring system in the diagnosis of demodex infestation is another limitation. the findings of the present study emphasize that acne vulgaris, rosacea and seborrheic dermatitis are significantly associated with demodex infestation. standardized skin surface biopsy is a practical tool in the determination of demodex infestation.',\n", + " 'microbiological diagnosis of central nervous system (cns) infections is challenging due to limited access to cns samples, overlap between meningitis and encephalitis, and the multiplicity of pathogens potentially involved. we aimed to estimate the impact of a commercial multiplex pcr assay (filmarray¬æ meningitis/encephalitis) on the management of patients with suspicion of meningitis or encephalitis, in terms of time to diagnosis, antimicrobial agents use, duration of hospitalization, and costs. this prospective observational study was conducted at saint joseph hospital (paris, france) from december 2016 to december 2017. all csf samples sent to the microbiology laboratory for suspicion of meningitis and/or encephalitis, with csf cells count >‚äâ5 cells/œºl, were tested by meningitis/encephalitis multiplex pcr assay. one hundred thirty patients were included. the multiplex pcr assay was positive in 33 patients (25%). main pathogens found were enterovirus (n‚äâ=‚äâ12), varicella-zoster virus (n‚äâ=‚äâ7), herpes simplex virus-2 (n‚äâ=‚äâ6), and listeria monocytogenes (n‚äâ=‚äâ3) as main pathogens. the multiplex pcr assay reduced time to microbiological diagnosis by 3.3‚ä⬱‚äâ1.6¬†days and allowed an earlier discontinuation of empirical anti-infective drugs in 42 patients (32%) and an earlier hospital discharge in 23 patients (18%), with an estimated saving of 82 hospital days overall, and a management cost reduction of 26,242 ‚ç¨ (201 ‚ç¨/patient). the systematic use of the filmarray¬æ meningitis/encephalitis multiplex pcr assay may allow earlier diagnosis, earlier discontinuation of empirical treatment, reduced duration of stay, and costs reduction.',\n", + " \"because of the scarcity of atypical spinal meningioma, there is a lack of research on this type of tumor or its associated metastases. the aim of this study was to investigate the biological behavior of atypical spinal meningioma and identify its prognostic factors by reviewing surgical and clinical outcomes of patients with these tumors. a retrospective chart review was performed. we retrospectively reviewed the data from all patients who underwent spinal cord tumor excision between 1994 and 2017. seventeen patients were pathologically proven to have atypical spinal meningioma. we examined patients' neurologic status by determining their nurick scores before and after surgery. moreover, imaging studies, laboratory data, and the employed surgical method were analyzed retrospectively, as was the ki-67 index and prognosis following postoperative radiation therapy. the ranges, locations, and pathologic diagnoses of the tumors were extracted from the radiological and pathological records of each patient. the extent of surgery and progression of disease were confirmed using postoperative enhanced magnetic resonance imaging. patients were divided into two atypical spinal meningioma groups: primary and metastatic. the demographics, age, sex, presenting symptom duration, tumor location, simpson resection grade, ki-67, radiotherapy, recurrence, overall survival, and progression-free survival of patients in both groups were compared. seventeen patients were included in the analysis, of whom 12 (70%), 4 (24%), and 1 (6%) had tumors in the thoracic, cervical, and sacral regions, respectively. complete and subtotal resections were achieved in 15 (88%) and 2 (12%) patients, respectively. overall and progression-free survival rates in patients who underwent complete resection were longer than those in patients who underwent subtotal resection (p<.001). four patients (24%) had metastatic meningiomas in the brain, among whom three were administered adjuvant radiotherapy after surgery. two patients with intramedullary atypical spinal meningioma had metastatic tumors and experienced poorer prognoses. the 5-year overall and progression-free survival rates were 84.4% and 85.2%, respectively. the simpson resection grade, ki-67 index, and preoperative neurologic status were found to be important prognostic factors on univariate cox regression analysis (p<.05). complete resection should be considered as a primary treatment modality for individuals with atypical spinal meningioma. if subtotal resection is performed, adjuvant therapy can be administered.\",\n", + " 'cyclophosphamide (cyc) has long been considered a gold standard in inducing renal remission and preventing renal flares for patients with systemic lupus erythematosus (sle). however, the rational use of cyc has not reached a consensus, such as the timing and length of treatment, the route of administration, and the ideal dosage. the objective of this study was to assess the efficacy and safety of short-interval lower-dose (sild) intravenous (iv) cyc in the treatment of sle. a total of 225 patients with lupus nephritis were randomly assigned to a 1-year trial, either the sild group (12 fortnightly pulses at a fixed dose of 400 mg followed by 6 monthly pulses) or high-dose (hd) group (6 monthly pulses followed by two quarterly pulses at a dose of 0.5~1.0 g/m(2)). at 6 months of treatment, 28 % (30/107) of patients in the sild group reached a complete remission (cr), and 51.4 % (55/107) were in partial remission (pr), as compared with 32.7 % (35/107) and 45.8 % (49/107) in the hd group, respectively. serum albumin, 24-h urinary protein, and the scores of disease activity were significantly improved in both groups at 6 months and maintained at the end of clinical trial. however, the sild group showed much less menstrual disturbances (11.5 %), gastrointestinal adverse effects (5.3 %), and leukopenia (9.7 %) than the hd group (28.6, 26.8, and 19.8 %, respectively) at the end of clinical trial. the efficacy of the short-interval lower-dose (sild) iv cyc regimen in the treatment of lupus nephritis is equivalent to that of the high-dose (hd) regimen, whereas the incidence of adverse events is much lower in the sild group.',\n", + " 'the results linking body iron stores to the risk of gestational diabetes mellitus (gdm) are conflicting. we aimed to measure the serum ferritin level of women in early pregnancy and evaluate the risk of gdm in a chinese urban population. in total, 851 pregnant women between 10 and 20 weeks of gestation took part in the prospective, observational study conducted. the women were divided into four groups by quartiles of serum ferritin levels (q1-4). their blood samples were collected and assayed for several biochemical variables at the beginning of the study, and the women were followed up with a 75-g oral glucose tolerance test at 24-28 weeks of gestation. the participants had an average serum ferritin concentration of 65.67‚ä✺g/l. gdm prevalence within each serum ferritin quartile was 9.4%, 14.6%, 18.8% and 19.3%, respectively, (p‚äâ=‚äâ0.016). the odds ratio for gdm in the ferritin q2-4 was 1.64 (ci: 0.90-2.99), 2.23 (ci: 1.26-3.96) and 2.31 (ci: 1.30-4.10), compared with q1, respectively. this association persisted after adjusting for potential confounders factors. in addition, in q4, pregnant women with a pre-pregnancy body mass index ‚â•24‚äâkg/m2, maternal age ‚â§35 years old or haemoglobin‚â• 110‚äâg/l did have an increased risk of developing gdm. elevated serum ferritin concentrations in early gestation are associated with an increased risk of gdm, especially in pregnant women who have a high baseline iron storage status with no anaemia or who are overweight/obese. individual iron supplementation should be considered to minimize the risk of gdm.',\n", + " 'most patients suffering from advanced lung cancer die within a few months. to exploit new therapy regimens we need better methods for the assessment of a therapy response. in a pilot study we prospectively enrolled 36 patients with advanced nsclc and sclc (34 stage iv, 2 stage iiib) of whom 34 received standard platinum-based chemo/radiotherapy and two were treated with a tyrosine kinase inhibitor. we measured the levels of extracellular methylated shox2 dna (mshox2) in plasma before and during therapy until re-staging. the mshox2 analysis was blinded with respect to the clinical data making it an observational study. according to the re-staging of 31 first-line patients, 19 patients were classified as non-responders while 12 patients were in the responder group. we observed a tight correlation between radiological data and the change of plasma mshox2 level as the equivalent for a therapy response. a roc analysis showed a high discriminatory power for both patient groups already one week after therapy start (auc 0.844). additionally, a kaplan-meier and cox proportional hazards analyses revealed a strong relationship between survival and plasma mshox2 value p ‚⧠0.001 (hazard ratio 11.08) providing some evidence for mshox2 also being a predictive marker. the longitudinal measurement of extracellular plasma mshox2 dna yields information about the response to cytotoxic treatment and allows an early assessment of treatment response for lung cancer patients. if confirmed in a larger study this would be a valuable tool for selecting and guiding a cytotoxic treatment.',\n", + " 'background: spinal muscular atrophy type 1 (sma1) is a devastating genetic disease for which gene-replacement therapy may bring substantial survival and quality of life benefits. objective: this study investigated the cost-effectiveness of onasemnogene abeparvovec (avxs-101) gene-replacement therapy for sma1. study design: a markov model was used to estimate the incremental cost-effectiveness ratio (icer), expressed as cost/quality-adjusted life year ($/qaly), of avxs-101 versus nusinersen over a lifetime. survival, healthcare costs and qalys were estimated using natural history data for sma patients who achieved motor milestones (sitting/walking). health utility weights were obtained from the cherish trial. setting: usa; commercial payer perspective participants: sma1 infants interventions: avxs-101 was compared to nusinersen. main outcome measure: the primary outcome was the icer. results: expected survival (undiscounted) over a lifetime predicted by the model was 37.20 life years for avxs-101 and 9.68 for nusinersen (discounted qalys, 15.65 and 5.29, respectively). using a potential avxs-101 price range ($2.5-5.0m/treatment), the average lifetime cost/patient was $4.2-6.6m for avxs-101 and $6.3m for nusinersen. the icer range was (-$203,072) to $31,379 per qaly gained for avxs-101 versus nusinersen, indicating that avxs-101 was cost-effective with prices of ‚â§$5m. conclusion: single-dose avxs-101 was cost-effective compared to chronic nusinersen for sma1 patients.',\n", + " \"previous reports have suggested a poor renal prognosis in patients with hiv and hcv co-infection with a preponderance of immune complex mediated glomerular disease on biopsy. although the benefits of haart on hivan are known, its impact on co-infected patients is unclear. we describe the renal biopsy findings and renal outcome in 29 co-infected patients in the haart era and compare them to findings in 14 historical controls reported from our institution in the pre-haart era. our present cohort was predominantly male and black with the majority reporting a history of intravenous (i.v.) drug use. renal biopsy findings included 16 patients with immune complex mediated glomerular disease and 14 patients with fsgs, of which only 3 had collapsing features and/or tubular microcysts typical of hivan. five patients had other biopsy diagnoses not directly related to viral infection. median renal survival in our cohort was 15.6 months - significantly better than the 1.7 months seen our pre-haart cohort. the modern cohort's improved renal outcome occurred despite older patients, longer hiv infection and similar levels of renal insufficiency. our data indicate a changing epidemiology and natural history of renal disease in the haart era with less immune complex mediated glomerular disease and more non-collapsing fsgs of the usual type. the marked improvement is likely to be multifactorial, including use of antiretroviral and anti-hcv therapies, raas antagonists, earlier nephrology referral and generally improved medical care.\",\n", + " 'cell free deoxyribonucleic acid (cfdna) has been proposed as a biomarker of secondary complications following trauma. raised thrombomodulin and syndecan-1 levels have been used to indicate endotheliopathy, and are associated with inflammation, coagulopathy, and mortality. the current study aimed to analyse the association between cfdna and biomarkers of endotheliopathy in a cohort of trauma patients, and whether raised levels of cfdna were associated with poorer clinical outcomes. serum thrombomodulin and syndecan-1 were used as biomarkers of endotheliopathy and compared to plasma cfdna in trauma patients from two prospective longitudinal observational studies. cohort a (n = 105) had a predicted injury severity score (iss) >8, and had blood sampled within 1h of injury and at 4-12h. cohort b (n = 17) had evidence of haemorrhagic shock, and had blood sampled at a median time of 3.5h after injury. relationships between biomarkers were tested using multivariable linear regression models that included the covariates of gender, age, iss, glasgow coma scale, lactate, systolic blood pressure, and heart rate. a model was fitted to investigate whether changes in cfdna were associated with similar changes in endothelial biomarkers. the mean age was 41 (sd 19), and the median iss was 25 (iqr 12-34). there was a significant association between cfdna levels and both syndecan-1 and thrombomodulin levels (both p<0.001). this was independent of all covariates except for iss, which significantly correlated with cfdna levels. 50 ng/ml change in syndecan-1 and 1 ng/ml change in thrombomodulin corresponded to 15% and 20% increases in cfdna levels respectively (both p<0.001). patients who died had significantly higher prehospital and in-hospital cfdna levels (both p<0.05). raised cfdna levels are associated with markers of endotheliopathy following trauma, and are associated with mortality. this relationship is present within the first hour of injury, and a change in one biomarker level is reflected by similar changes in the others. these findings are in keeping with the hypothesis that circulating dna and endothelial injury share a common pathway following trauma.',\n", + " 'the immunoglobulin g2 subclasses contain predominantly antipolysaccharide antibodies. it was therefore believed intuitively that low immunoglobulin g2 levels could predispose individuals to infections with encapsulated bacteria. although many reports initially supported this notion, more recent studies challenged it. regardless of the biological significance, the natural history of low immunoglobulin g2 levels has not been carefully studied. we studied the outcome of low serum immunoglobulin g2 subclass levels in children. thirteen patients who were referred because of recurrent infections were found to have low immunoglobulin g2 levels. laboratory evaluation at presentation and follow-up visits included total serum immunoglobulins, immunoglobulin subclasses, and specific antibodies to protein antigens and to pneumococcal vaccine. low immunoglobulin g2 levels resolved completely within 0.6 years to 6 years (median: 1.5 years) in all patients. all 13 patients responded adequately to vaccination with protein antigens such as tetanus toxoid and polio as well as to immunization with pneumococcal vaccine. four of 13 patients had a previous history of transient hypogammaglobulinemia, raising the possibility that the other cases may simply represent the tail end of this condition. we have demonstrated that low immunoglobulin g2 detected in early infancy and childhood is likely to resolve completely within several months and up to 6 years from the time of presentation.',\n", + " 'genotype-phenotype correlations are poorly characterised in arrhythmogenic right ventricular cardiomyopathy (arvc). we investigated whether carriers of rare variants in desmosomal genes (dc) and titin gene (ttn) display different phenotypes and clinical outcomes compared with non-carriers (nt-nd). thirty-nine arvc families (173 subjects, 67 affected) with extensive follow-up (mean 9 years), prospectively enrolled in the international familial cardiomyopathy registry since 1991, were screened for rare variants in ttn and desmosomal genes (dsp, pkp2, dsg2, dsc2). multiple clinical and outcome variables were compared between three genetic groups (ttn, dc, nt-nd) to define genotype-phenotype associations. of the 39 arvc families, 13% (5/39) carried ttn rare variants (11 affected subjects), 13% (5/39) dc (8 affected), while 74% (29/39) were nt-nd (48 affected). when compared with nt-nd, dc had a higher prevalence of inverted t waves in v2-3 (75% vs 31%, p=0.004), while ttn had more supraventricular arrhythmias (46% vs 13%, p=0.013) and conduction disease (64% vs 6% p<0.001). when compared with the nt-nd group, the dc group experienced a worse prognosis (67% vs 11%, p=0.03) and exhibited a lower survival free from death or heart transplant (59% vs 95% at 30 years, and 31% vs 89% at 50 years, hr 9.66, p=0.006), while the ttn group showed an intermediate survival curve (hr 4.26, p=0.037). ttn carriers display distinct phenotypic characteristics including a greater risk for supraventricular arrhythmias and conduction disease. conversely, dc are characterised by negative t waves in anterior leads, severe prognosis, high mortality and morbidity.',\n", + " \"transapical transcatheter aortic valve implantation (ta-tavi) is increasingly used to treat aortic valve stenosis in high-risk patients. mixed venous oxygen saturation (svo(2)) is still the 'gold standard' for the determination of the systemic oxygen delivery to consumption ratio in cardiac surgery patients. recent data suggest that regional cerebral oxygen saturation (rsco(2)) determined by near-infrared spectroscopy is closely related to svo(2). the present study compares rsco(2) and svo(2) in patients undergoing ta-tavi. n = 20 cardiac surgery patients scheduled for ta-tavi were enrolled in this prospective observational study. svo(2) and rsco(2) were determined at predefined time points during the procedure. correlation and bland-altman analysis of the complete data set showed a correlation coefficient of r(2 )= 0.7 between rsco(2) and svo(2) (p < 0.0001), a mean difference (bias) of 5.8 with limits of agreement (1.96 sd) of -6.8 to 18.3% and a percentage error of 17.5%. at all predefined time points correlation was moderate (r(2 )= 0.50) to close (r = 0.84), and the percentage error was <24%. rsco(2) determined by near-infrared spectroscopy is correlated to svo(2) during varying haemodynamic conditions in patients undergoing ta-tavi. this suggests that rsco(2) is reflective not only of the cerebral, but also of the systemic oxygen balance.\",\n", + " 'to evaluate the role of optical coherence tomography (oct) in determining choroidal neovascularization (cnv) activity before and after photodynamic therapy (pdt) in patients with age-related macular degeneration (armd). prospective observational case series. institutional study. patient population: fifty-three patients (62 eyes) with armd. prospective observational case study. presence or absence of leakage on fluorescein angiography, presence of intraretinal or sub-retinal fluid on oct, and macular and choroidal neovascular complex thickness on oct. the macular thickness decreased significantly after pdt (p = .001). however, no significant changes in cnv thickness were measured after pdt (p = .567). once the diagnosis of armd was established before treatment, oct had a sensitivity of 96.77% for detecting cnv activity. after treatment, oct had a good sensitivity (95.65%) and a moderate specificity (59.01%) in determining cnv activity, which resulted in a diagnostic efficiency (proportion of correct results) of 82.95%. oct appears to be useful for indicating cnv activity. therefore, it may serve as a complementary technique for deciding the need for pdt and re-treatment in patients with armd.',\n", + " 'health-related quality of life (hrqol) in advanced non-small-cell lung cancer (nsclc) might be affected by the presence of brain metastasis (bm). we report findings from a prospective observational study that examined hrqol in patients newly diagnosed with advanced nsclc, with or without baseline bm, through 1 year of follow-up. patients starting first-line treatment of stage iiib/iv nsclc were prospectively enrolled and consented at 34 us-based community oncology practices. data on patient-reported outcomes (pros) were collected once per cycle during treatment, and at each visit after discontinuation. pros included the european organization for research and treatment of cancer core quality of life questionnaire (qlq-c30) and lung cancer module (qlq-lc13), the lung cancer module of the m.d. anderson symptom inventory (mdasi-lc), and the rotterdam activity level scale (rals). linear mixed models were used to examine the effect of baseline bm, including differences in change over time. one hundred forty-five patients provided follow-up pro data, comprising 1100 individual surveys and 32 pro end points. the patient group was 58.6% (n = 85) male, and 86.2% (n = 125) caucasian. patients with baseline bm were younger (61.3 vs. 65.8 years; p = .040) with more concurrent radiotherapy (59.4% [n = 19] vs. 15.9% [n = 18]; p < .0001). results showed minimal differences in baseline hrqol. of the 20 measures that showed significant group differences in hrqol over time, 18 showed greater deterioration for patients with baseline bm. these 18 measures included all qlq-c30 composite measures except global health status, all mdasi-lc measures, and the rals (all p < .05). for these measures, the average 1-year deterioration in patients with baseline bm was 19.4%. newly diagnosed advanced nsclc patients with baseline bm experienced a significantly faster and clinically meaningful deterioration in pro-based hrqol compared with those without baseline bm.',\n", + " 'targeting a single pathway in pancreatic adenocarcinoma (pc) is unlikely to affect its natural history. we tested the hypothesis that simulataneous targeting of the epidermal growth factor receptor (egfr) and insulin-like growth factor receptor-1 (igf-1r) pathways would significantly improve progression-free survival (pfs) by abrogating reciprocal signaling that promote drug resistance this was a phase ib/ii study testing cixutumumab, combined with erlotinib and gemcitabine (g) in patients with untreated metastatic pc. the control arm was erlotinib plus g. the primary end point was pfs. eligibility included performance status 0/1 and normal fasting blood glucose. polymorphisms in genes involved in g metabolism and in the egfr pathway were also studied the phase i results (n⊉=⊉10) established the safety of cixutumumab 6 mg/kg/week intravenously, erlotinib 100 mg/day orally, and g 1000 mg/m(2) intravenously on days 1, 8, and 15 of a 28-day cycle. in the rp2 portion (116 eligible patients; median age, 63), the median pfs and overall survival (os) were 3.6 and 7.0 months, respectively, on the cixutumumab arm, and 3.6 and 6.7 months, respecively, on the control arm. major grades 3 and 4 toxicities with cixutumumab and control were elevation of transaminases, 12% and 6%, respectively; fatigue, 16% and 12%, respectively; gastrointestinal, 35% and 28%, respectively; neutropenia, 21% and 10%, respectively; and thrombocytopenia, 16% and 7%, respecively. grade 3/4 hyperglycemia was seen in 16% of patients on cixutumumab. grade 3 or 4 skin toxicity was similar in both arms of the study (< 5%). no significant differences in pfs by genotype were seen for any of the polymorphisms. adding the igf-1r inhibitor cixutumumab to erlotinib and g did not lead to longer pfs or os in metastatic pc.',\n", + " 'to evaluate precolostral hypogammaglobulinemia in neonatal llamas and alpacas, to determine when postcolostral peak serum igg concentrations develop, to determine whether differences in postcolostral serum igg concentrations between llamas and alpacas exist, and to determine postcolostral half-life of serum igg in llamas and alpacas. prospective observational study. 29 llama and 10 alpaca crias. blood samples were collected prior to suckling and on days 1, 2, and 3 after parturition and analyzed for serum igg concentration by use of a commercial radial immunodiffusion assay. additional samples were collected on days 8, 13, and 18 from 8 crias to determine mean half-life of igg. llamas and alpacas are born severely hypogammaglobulinemic. mean serum igg concentrations for day-1, -2, and -3 samples for llamas were 1,578 mg/dl, 1,579 mg/dl, and 1,401 mg/dl, respectively, and for alpacas were 2,024 mg/dl, 1,806 mg/dl, and 1,669 mg/dl, respectively. peak serum immunoglobulin concentration developed between days 1 and 2. mean half-life of igg for all crias was 15.7 days. although increased mortality has been linked to failure of passive transfer, it is clearly possible to raise crias that have low serum immunoglobulin concentrations. llamas and alpacas do not differ significantly with respect to immunoglobulin absorption or igg concentration in neonates. the optimal sampling time for passive transfer status is between 1 and 2 days.',\n", + " 'to identify the dominant factors affecting reproductive outcomes of fertility-desiring young women with intrauterine adhesions (iua) after hysteroscopic adhesiolysis. this prospective observational study included 104 cases of women with iua. logistic regression analysis was applied to analyze the value of the location and extent of adhesions, the number of previous uterine cavity surgery, menstrual patterns, and second look hysteroscopy time. in the total 104 patients with iua, 91 patients (87.5%) had a history of at least one previous uterine cavity surgery. hypomenorrhoea and amenorrhoea were two most common presenting menstrual abnormalities occurring in 59 (56.7%) and 28 (26.9%) cases, respectively. the clinical pregnancy rate was 60.6% (63/104) and the live birth rate was 39.4% (41/104). pregnancy rate was higher in patients having mild iua (81.5%) as compared to moderate (61.3%) or severe type (20.0%) (p⊉<⊉0.001). the bivariate and binary logistic regression analysis revealed that the location and extent of adhesions were the independent parameters related to the reproductive outcome after hysteroscopic adhesiolysis for fertility-desiring women with iua (p⊉=⊉0.011 and p⊉=⊉0.003, respectively), but not the number of previous uterine cavity surgery, menstrual patterns, and second look hysteroscopy time (p⊉=⊉0.232, p⊉=⊉0.239 and p⊉=⊉0.120, respectively). the extent and location of iua are the dominant factors affecting reproductive outcomes, which are possibly regarded as a potential predictor evaluating prognosis of iua after hysteroscopic adhesiolysis.',\n", + " 'the prevalence of anaemia is increasing globally. it has a close association with perioperative blood transfusion which, in turn, results in an increased risk of postoperative complications. undesirable effects are not only limited to short-term, but also have long-term implications. despite this, many patients undergo cardiac surgery with undiagnosed and untreated anaemia. we designed a retrospective, observational study to estimate the prevalence of anaemia in patients having cardiac surgery in auckland district health board, blood transfusion rates and associated clinical outcome. two hundred of seven hundred and twelve (28.1%) patients were anaemic. red blood cell (rbc) transfusion rates were significantly higher in the anaemic group compared to the non-anaemic group (160 (80%) vs. 192 (38%), p-value <0.0001, rr (ci 95%) 2.133 (1.870-2.433)). transfusion rates for fresh frozen plasma (ffp), cryoprecipitate and platelets were also higher in the anaemic group. anaemia was significantly associated with the development of new infection (14 (7%) vs. 15 (2.9%), p-value 0.0193, rr (ci 95%) 2.389 (1.175-4.859)), prolonged ventilation time (47.01 hours vs. 23.59 hours, p-value 0.0076) and prolonged intensive care unit (icu) stay (80.23 hours vs. 50.27, p-value 0.0011). preoperative anaemia is highly prevalent and showed a clear link with significantly higher transfusion rates and postoperative morbidity. it is vital that a preoperative management plan for the correction of anaemia should be sought to improve patient safety and outcome.',\n", + " 'treatment of tuberculosis (tb) can result in drug-induced liver injury (dili) since hepatotoxic metabolites are formed during the biotransformation of isoniazid (inh). dili can be related to the genetic profile of the patient. single nucleotide polymorphisms in the cyp2e1 gene and gstm1 and gstt1 deletion polymorphisms have been associated with adverse events caused by inh. to characterize the genetic polymorphisms of cyp2e1, gstt1 and gstm1 in tb carriers. this is an observational prospective cohort study of 45 patients undergoing treatment of tb. pcr-rflp and multiplex-pcr were used. the distribution of genotypic frequency in the promoter region (cyp2e1 gene) was: 98% wild genotype and 2% heterozygous. intronic region: 78% wild genotype; 20% heterozygous and 2% homozygous variant. gst enzyme genes: 24% null gstm1 and 22% null gstt1. patients with any variant allele of the cyp2e1 gene were grouped in the statistical analyses. patients with the cyp2e1 variant genotype or null gstt1 showed higher risk of presenting dili (p=0.09; or: 4.57; 95% ci: 0.75-27.6). individuals with both genotypes had no increased risk compared to individuals with one genotype.',\n", + " \"persistent inflammation is an insidious and less studied feature of fmf. we investigated clinical determinants of persistent inflammation and its associations with individual damage items. this is a cross-sectional analysis of 917 fmf patients, who fulfilled the tel hashomer criteria and had at least 6⊉months' follow-up. patients were stratified based on whether they had persistent inflammation. we used logistic regression analysis to investigate independent predictors of persistent inflammation and the associated individual damage items. one hundred and forty-two (15%) patients had persistent inflammation. active fmf (54%) was the most prominent reason for the persistent inflammation. spondylarthritis (16%), other inflammatory arthritis (8%) and ibd (2%) were other frequent reasons. male gender, history of exertional leg pain, inflammatory comorbidities, m694v homozygosity, colchicine resistance, lower education levels and musculoskeletal attack dominance were found to be the independent predictors of persistent inflammation. earlier disease onset led to a tendency towards persistent inflammation. patients with persistent inflammation were more likely to suffer damage. there is an increased risk of developing proteinuria, amyloidosis and renal insufficiency. we identified, for the first time, the predictors of persistent inflammation in adult fmf patients and related individual damage items of the autoinflammatory disease damage index. persistent inflammation is insidious and one of the chief causes of damage; therefore, especially patients with these predictors should be followed up more closely. if detected, underlying inflammatory comorbidities should be assessed meticulously as early detection and proper treatment strategies may favourably impact the natural history of the disease.\",\n", + " 'the relationship between degree of hemodilution during cardiopulmonary bypass (cpb) and perioperative stroke has not been fully elucidated. the objective of this observational study was to evaluate the relationship between nadir hematocrit during cpb and perioperative stroke while adjusting for variables known to have an association with stroke and anemia. perioperative data were prospectively collected on 10,949 consecutive patients who underwent cardiac surgery with cpb from 1999 to 2004 at a quaternary care hospital. stroke was defined as a persistent neurologic deficit, consistent with a central nervous system lesion, occurring within 30 days of operation. stroke was classified as perioperative if patients awoke from anesthesia with neurologic symptoms and postoperative if patients awoke without symptoms. multivariable logistic regression analysis was used to control for confounding variables to obtain the independent relationship between nadir hematocrit during cpb and perioperative stroke. the prevalence of perioperative stroke was 1.0% (n = 110). an additional 50 patients had postoperative stroke. nadir hematocrit during cpb was an independent predictor of perioperative stroke. after controlling for confounding variables, each percent decrease in hematocrit was associated with a 10% increase in the odds of suffering perioperative stroke (95% confidence interval, 4% to 18%; p = 0.002). the model was accurate (c-index = 0.85) and reliable (hosmer-lemeshow test p = 0.4). there is an independent, direct association between degree of hemodilution during cpb and risk of perioperative stroke. prospective randomized clinical trials comparing different degrees of hemodilution during cpb are required to determine whether this is a cause-effect relationship or a simple association.',\n", + " \"children with hutchinson-gilford progeria syndrome (hgps), a rare premature aging disease, exhibit extraskeletal calcifications detected by radiographic analysis and on physical examination. the aim of this study was to describe the natural history and pathophysiology of these abnormal calcifications in hgps, and to determine whether medications and/or supplements tested in clinical trials alter their development. children from two successive clinical trials administering 1) lonafarnib (n⊿=⊿26) and 2) lonafarnib⊿+⊿pravastatin⊿+⊿zoledronic acid (n⊿=⊿37) were studied at baseline (pre-therapy), one year on therapy, and at end-of-therapy (3.3-4.3⊿years after the baseline visit). calcium supplementation (oral calcium carbonate) was administered during the first year of the second trial and was subsequently discontinued. information on calcifications was obtained from physical examinations, radiographs, and serum and urinary biochemical measures. the mineral content of two skin-derived calcifications was determined by x-ray diffraction. extraskeletal calcifications were detected radiographically in 12/39 (31%) patients at baseline. the odds of exhibiting calcifications increased with age (p⊿=⊿0.045). the odds were unaffected by receipt of lonafarnib, pravastatin, and zoledronate therapies. however, administration of calcium carbonate supplementation, in conjunction with all three therapeutic agents, significantly increased the odds of developing calcifications (p⊿=⊿0.009), with the odds plateauing after the supplement's discontinuation. composition analysis of calcinosis cutis showed hydroxyapatite similar to bone. although serum calcium, phosphorus, and parathyroid hormone (pth) were within normal limits at baseline and on-therapy, pth increased significantly after lonafarnib initiation (p⊿<⊿0.001). both the urinary calcium/creatinine ratio and tubular reabsorption of phosphate (trp) were elevated at baseline in 22/39 (56%) and 31/37 (84%) evaluable patients, respectively, with no significant changes while on-therapy. the mean calcium⊿×⊿phosphorus product (ca⊿×⊿pi) was within normal limits, but plasma magnesium decreased over both clinical trials. fibroblast growth factor 23 (fgf23) was lower compared to age-matched controls (p⊿=⊿0.03). extraskeletal calcifications increased with age in children with hgps and were composed of hydroxyapatite. the urinary calcium/creatinine ratio and trp were elevated for age while fgf23 was decreased. magnesium decreased and pth increased after lonafarnib therapy which may alter the ability to mobilize calcium. these findings demonstrate that children with hgps with normal renal function and an unremarkable ca⊿×⊿pi develop extraskeletal calcifications by an unidentified mechanism that may involve decreased plasma magnesium and fgf23. calcium carbonate accelerated their development and is, therefore, not recommended for routine supplementation in these children.\",\n", + " \"amyotrophic lateral sclerosis (als) is a neurodegenerative disorder leading to chronic respiratory failure. few studies have investigated als-related dyspnoea, and none have characterised the emotional distress it inflicts. we hypothesised that als-related dyspnoea has a strong affective component that relates to quality of life. this prospective, observational study was conducted in 41 als patients >18 with chronic respiratory failure and an indication for noninvasive ventilation (niv). dyspnoea was assessed using the multidimensional dyspnea profile (mdp) at baseline and 1 month after niv initiation. correlations between scores evaluating the sensory and affective dimensions of dyspnoea and other patient-reported outcomes and pulmonary function tests were analysed. dyspnoea was described as intense (median [iqr] score on a 0-10 scale: 6.5 [4.0-7.5]). the sensory dimension of dyspnoea was polymorphic, but⊿«air hunger» was the most common (48.8%) and the most intense (6 [4-8]) sensory descriptor. in the affective domain, most patients rated⊿«anxious» (85.4%) and «afraid» (60.9%) above 0. the mdp affective dimension correlated significantly with other patient-reported outcomes, with the strongest correlation being between mdp⊿«anxious» and the anxiety component of the hospital anxiety depression scale (pearson's r⊿=⊿0.70). one month after initiation of niv, dyspnoea during unassisted breathing was described in virtually the same terms, particularly the affective dimension. als-related dyspnoea is intense and fear-provoking, persists during unassisted breathing between niv sessions, and significantly impacts health-related quality of life. this study highlights the need for increased awareness of and research into als-related dyspnoea.\",\n", + " 'to assess the outcome and to identify early prognostic indicators in a global population of patients with hematologic malignancy admitted to the intensive care unit for a life-threatening complication. retrospective observational study. medical intensive care unit at a tertiary university hospital. a total of 124 consecutive critically ill patients with a hematologic malignancy admitted to the intensive care unit during a 3.5-yr period. measurements we collected variables at admission and during admission and identified predictors of in-hospital mortality by stepwise logistic regression analysis. mean acute physiology and chronic health evaluation ii score was 26 +/- 7.7. sixty-one percent had a high-grade malignancy, and 27% had active disease. thirty-five percent were leukopenic (leukocyte count, <1.0 x 10(9)/l) at admission. respiratory failure (48%), sepsis (18.5%), and neurologic impairment (17%) were the major reasons for admission at the intensive care unit. seventy-one percent of the patients required ventilatory support for a median duration of 6 (3-17) days, 46% received vasopressors at admission, and 26.6% needed renal replacement therapy during their intensive care unit stay. a recent bacteremia precipitating intensive care unit admission was found in 21.8% of the patients. crude intensive care unit, in-hospital, and 6-month mortality rates were 42%, 54%, and 66%, respectively. four variables were independently associated with outcome in a multivariate logistic regression analysis: leukopenia (odds ratio, 2.9; 95% confidence interval, 1.1-7.7), vasopressors (odds ratio, 3.74; 95% confidence interval, 1.4-9.8), and urea of >0.75 g/l (>12 mmol/l) (odds ratio, 9.4; 95% confidence interval, 4.2-26) at admission were associated with poor outcome, whereas recent bacteremia (odds ratio, 0.17; 95% confidence interval, 0.05-0.58) was associated with better prognosis. using these variables, we arbitrarily categorized our population into three groups for survival analysis: a low-risk group (low urea with or without either leukopenia or vasopressors, n = 60), an intermediate-risk group (high urea or a combination of leukopenia and vasopressors, n = 34), and a high-risk group (high urea in combination with leukopenia or vasopressors, n = 27). patients with a bacteremia prompting intensive care unit admission were allocated to a one-step-lower risk group. survival probabilities at 30 days and 6 months were 75% and 55% in the first group, 35% and 21% in the second group, and 4% and 0%, respectively, in the third group ( <.001). the general reluctance to admit patients with a hematologic malignancy to the intensive care unit, even with severe critical illness, is unjustified. however, we identified four early predictors of outcome that may be of value in deciding in which patients advanced or prolonged support should not be continued.',\n", + " 'there have been numerous studies on the outcomes of surgery for spinal cord cavernous angiomas. however, the natural history of conservatively treated disease is not well known. the aim of this retrospective study was to investigate the outcomes of conservatively managed patients with spinal cord cavernous angioma to determine the appropriate treatment strategies. twenty-four patients who visited a single institution over an 11-year period and who were treated conservatively were enrolled in this study. their medical records and radiological images were reviewed retrospectively. the neurologic status of the patients was assessed using the japanese orthopedic association scoring system and the clinical presentation of the patients was classified into the following 4 categories: type a, asymptomatic; b, pain only; c, sensory deficits; and d, sensory and motor deficits. the results of types c and d patients were compared with the results of previously reported surgical series from our institution. the mean age of the enrolled patients was 52.0 years (21-73). the mean duration of the clinical follow-up was 60.5 months (11-119) and the follow-up using magnetic resonance imaging was 52.4 months (3-122). cavernous angiomas presented in the cervical spinal cord in 12 patients, thoracic spinal cord in 10 patients and in multiple levels of the spinal cord in 2 patients. there were 5, 5, 7, and 7 patients, respectively, classified with types a, b, c, and d for clinical presentations. the rate of recurrent hemorrhage was 1.7 %/patient-year and all recurrent hemorrhages only developed in type c or d patients. in types c and d patients, improvement in the joa score during the follow-up period was 0.77 ± 1.8 in the conservative group and 1.07 ± 1.8 in the surgical group (p = 0.500). however, improvement in the joa sensory score after surgical treatment was statistically significant (p = 0.007). conservative treatment may be a reasonable treatment strategy for patients with types a and b. if patients present with type c or d, surgical treatment is recommended considering the better improvements in sensory deficits and the high rate of recurrent hemorrhage in such patients.',\n", + " 'there is increasing interest in the role of t follicular helper (tfh) cells in autoimmunity from the perspective of both their role in breach of tolerance and their effects on the natural history of disease progression. indeed, the critical role of tfh cells in autoimmunity is further highlighted based on their location in the germinal center (gc), a pathogenic hot spot for development of autoreactivity. to address the role of tfh cells in primary biliary cirrhosis (pbc), we comprehensively evaluated the immunobiology of cxcr5(+) cd4(+) tfh cells in 69 patients with pbc, including a nested subgroup of 16 autoimmune hepatitis (aih) and 20 healthy controls (hc), followed for 1 year. we report herein several key observations. first, there was an increased frequency of circulating tfh cells in patients with pbc compared to aih (p < 0.05) and hc (p < 0.01). second, the function of circulating tfh cells from pbc patients, including interleukin (il)-21 production (p < 0.05), the ability to promote b-cell maturation, and autoantibody production, were greater than hc. third, the frequency of these cells was significantly decreased in ursodeoxycholic acid (udca) responders compared to udca-treated nonresponders, in both cross-sectional (p = 0.023) and longitudinal studies (p = 0.036), respectively. indeed, similar increases of tfh cells were noted in liver and spleen. these results significantly extend our understanding of lymphoid subpopulations in pbc and their relative role in disease expression. our data also provide a novel biomarker for evaluation of the effectiveness of new therapeutic approaches.',\n", + " 'glucocorticoids (gc) are considered first-line therapy for most patients with hypereosinophilic syndrome (hes). although response rates are generally high, many patients require moderate to high doses for control of eosinophilia and symptoms, and up to 15% of patients do not respond at all. despite this, little is known about the mechanisms of gc resistance in patients with hes. to explore the aetiology of gc resistance in hes. clinical data and samples from 26 patients with hes enrolled on a prospective study of gc responsiveness and 23 patients with hes enrolled on a natural history study of eosinophilia for whom response to gc was known were analysed retrospectively. expression of gc receptor isoforms was assessed by quantitative rt-pcr in purified eosinophils. serum cytokine levels were quantified by suspension array assay in multiplex. despite an impaired eosinophil response to gc after 7 days of treatment, the expected rise in absolute neutrophil count was seen in 7/7 gc-resistant patients, suggesting that gc resistance in hes is not a global phenomenon. eosinophil mrna expression of glucocorticoid receptor (gr) isoforms (ϱ, ϲ, and p) was similar between gc-sensitive (n = 20) and gc-resistant (n = 9) patients with hes. whereas geometric mean serum levels were also comparable between gc-r (n = 11) and gc-s (n = 19) for all cytokines tested, serum il-5 levels were >100 pg/ml only in gc-r patients. these data suggest that the mechanism of gc resistance in hes is not due to a global phenomenon affecting all lineages, but may be due, at least in some patients, to impairment of eosinophil apoptosis by increased levels of il-5.',\n", + " 'endocrine disrupting chemicals (edcs) present in the environment may disrupt thyroid hormones, which in early life are essential for brain development. observational studies regarding this topic are still limited, however as the presence of chemicals in the environment is ubiquitous, further research is warranted. the objective of the current study was to assess the association between exposure markers of various edcs and thyroxine (t4) levels in newborns in a mother-child cohort in the netherlands. exposure to dichlorodiphenyldichloroethylene (dde), three di-2-ethylhexyl phthalate (dehp) metabolites, hexachlorobenzene (hcb), polychlorinated biphenyl (pcb)-153, perfluorooctanesulfonic acid (pfos), and perfluorooctanoic acid (pfoa) was determined in cord plasma or breast milk, and information on t4 levels in heel prick blood spots was obtained through the neonatal screening programme in the netherlands. linear regression models were composed to determine associations between each of the compounds and t4, which were stratified for gender and adjusted for a priori defined covariates. mean t4 level was 86.9 nmol/l (n = 83). girls in the highest quartile of dde and pfoa exposure showed an increased t4 level compared to the lowest quartile with both crude and fully adjusted models (dde > 107.50 ng/l, +24.8 nmol/l, 95% ci 0.79, 48.75; pfoa⊉> 1200 ng/l, +38.6 nmol/l, 95% ci 13.34, 63.83). in boys a lower t4 level was seen in the second quartile of exposure for both pfos and pfoa, however after fully adjusting the models these associations were attenuated. no effects were observed for the other compounds. dde and perfluorinated alkyl acids may be associated with t4 in a sex-specific manner. these results should however be interpreted with caution, due to the relatively small study population. more research is warranted, as studies on the role of environmental contaminants in this area are still limited.',\n", + " \"antigen specificity and igg subclass could be significant in the natural history of chagas' disease. the relationship between the different stages of human chagas' disease and the profiles of total igg and its subclasses were thus analysed here; they were directed against a crude t. cruzi extract and three recombinant antigens: the t. cruzi kinetoplastid membrane protein-11 (rkmp-11), an internal fragment of the t. cruzi hsp-70 protein 192-433, and the entire trypanosoma rangeli hsp-70 protein. seventeen brazilian acute chagasic patients, 50 colombian chronic chagasic patients (21 indeterminate and 29 cardiopathic patients) and 30 healthy individuals were included. total igg and its subtypes directed against the above-mentioned recombinant antigens were determined by elisa tests. the t. cruzi kmp-11 and t. rangeli hsp-70 recombinant proteins were able to distinguish both acute from chronic chagasic patients and infected people from healthy individuals. specific antibodies to t. cruzi crude antigen in acute patients came from igg3 and igg4 subclasses whereas igg1 and igg3 were the prevalent isotypes in indeterminate and chronic chagasic patients. by contrast, the specific prominent antibodies in all disease stages against t. cruzi kmp-11 and t. rangeli hsp-70 recombinant antigens were the igg1 subclass. t. cruzi kmp-11 and the t. rangeli hsp-70 recombinant proteins may be explored together in the immunodiagnosis of chagas' disease. polarising the igg1 subclass of the igg response to t. cruzi kmp-11 and t. rangeli hsp-70 recombinant proteins could have important biological effects, taking into account that this is a complement fixing antibody.\",\n", + " 'lupus enteritis (le) is a rare but well-known gastrointestinal manifestation of systemic lupus erythematosus (sle). this study was conducted to identify prognostic factors associated with poor responses in patients with le. we consecutively registered patients diagnosed with le between january 2009 and october 2019, and retrospectively compared their clinical characteristics based on whether they had good or poor responses to treatment. a total of 13 patients (17 episodes) were included. the median age was 41 years, and 12 patients were female. a comparison of clinical characteristics between groups revealed similar computed tomography (ct) findings. however, serum ch50 levels were significantly lower in the poor response group (median [interquartile ranges (iqr)]; 29.2 [25.3-46.9] u/ml vs 19.3 [7.8-24.0] u/ml, p⊉=⊉.0095). more patients in the poor response group had higher titers of anti-cardiolipin ϲ2-glycoprotein i antibody (anti-cl ϲ2gpi ab) and were started on glucocorticoids (gcs) at moderate doses. in multivariable analysis, serum ch50 level was independently associated with poor response to induction therapy. lower levels of ch50 at the time of initial treatment predicted inadequate treatment response in patients with le.',\n", + " 'anderson-fabry disease (afd), an x-linked disorder of sphingolipid metabolism, is a cause of idiopathic left ventricular hypertrophy but the mechanism of hypertrophy is poorly understood. gadolinium enhanced cardiovascular magnetic resonance can detect focal myocardial fibrosis. we hypothesised that hyperenhancement would be present in afd. eighteen males (mean 43+/-14 years) and eight female heterozygotes (mean 48+/-12 years) with afd underwent cine and late gadolinium cardiovascular magnetic resonance. nine male (50%) had myocardial hyperenhancement ranging from 3.4% to 20.6% (mean 7.7+/-5.7%) of total myocardium; in males, percentage hyperenhancement related to lv mass index (r=0.78, p=0.0002) but not to ejection fraction or left ventricular volumes. lesser hyperenhancement was also found in four (50%) heterozygous females (mean 4.6%). in 12 (92%) patients with abnormal gadolinium uptake, hyperenhancement occurred in the basal infero-lateral wall where, unlike myocardial infarction, it was not sub-endocardial. in two male patients with severe lvh (left ventricular hypertrophy) and systolic impairment there was additional hyperenhancement in other myocardial segments. these observations suggests that myocardial fibrosis occurs in afd and may contribute to the hypertrophy and the natural history of the disease.',\n", + " 'to analyze the host genetics factors influencing the clinical course and the response to antiviral treatment in patients with chronic hepatitis c (chc). we conducted an electronic search on the pubmed and medline (2000-2014) databases and cochrane library (2000-2014). a total of 73 articles were retrieved and their data were extensively evaluated and discussed by the authors and then analyzed in this review article. several studies associated polymorphisms in the interleukin 28b gene on chromosome 19 (19q13.13) with a spontaneous viral clearance in acute hepatitis c and with the response to pegylated interferon (peg-ifn)-based treatment in chronic hepatitis c patients. other investigations demonstrated that inosine triphosphate pyrophosphatase genetic variants protect hepatitis c virus-genotype-1 chc patients from ribavirin-induced anemia, and other studies that a polymorphism in the patatin-like phospholipase domain-containing protein 3 was associated with hepatic steatosis in chc patients. although not conclusive, some investigations suggested that the vitamin d-associated polymorphisms play an important role in the achievement of sustained virologic response in chc patients treated with peg-ifn-based antiviral therapy. several other polymorphisms have been investigated to ascertain their possible impact on the natural history and on the response to treatment in patients with chc, but the data are preliminary and warrant confirmation. several genetic polymorphisms seem to influence the clinical course and the response to antiviral treatment in patients with chc, suggesting individualized follow up and treatment strategies.',\n", + " \"first, to examine the potential value of maternal ophthalmic artery doppler at 35-37⊉weeks' gestation in the prediction of subsequent development of pre-eclampsia (pe), and, second, to examine the variability between repeat measurements in the same eye and variability in measurements between the two eyes. this was a prospective observational study in women attending for a routine hospital visit at 35⊉+⊉0 to 36⊉+⊉6⊉weeks' gestation. the visit included recording of maternal demographic characteristics and medical history and assessment of flow velocity waveforms from the maternal ophthalmic artery. waveforms were obtained in sequence from the right eye, left eye and again from the right and then left eye. we recorded the average of the four measurements, two from each eye, for the following four indices: first peak of systolic velocity; second peak of systolic velocity; pulsatility index; and the ratio of the second to first peak of systolic velocity (psv ratio). the measurements of the four indices were standardized to remove the effects of maternal characteristics and elements from the medical history. the competing-risks model was used to determine the detection rate (dr) of delivery with pe at any time and at <⊉3⊉weeks after assessment, at a 10% false-positive rate (fpr), in screening by maternal factors alone and a combination of maternal factors and the adjusted value of each of the four ophthalmic artery indices. the study population of 2287 pregnancies contained 60 (2.6%) that developed pe, including 19 (0.8%) that delivered with pe at <⊉3⊉weeks after assessment. the dr, at 10% fpr, of delivery with pe at any time after assessment by maternal factors was 25.0% (95%⊉ci, 14.7-37.9%), and this increased by 25 percentage points to 50.0% (95%⊉ci, 36.8-63.2%) with the addition of the adjusted psv ratio (p⊉=⊉0.005); the respective values for delivery with pe at <⊉3⊉weeks after assessment were 31.6% (95%⊉ci, 12.6-56.6%) and 57.9% (95%⊉ci, 33.5-79.8%). the other ophthalmic artery indices did not improve the prediction provided by maternal factors alone. there was good correlation between the first and second measurements of psv ratio from the same eye (right eye r⊉=⊉0.823, left eye r⊉=⊉0.840), but poorer correlation in the first and second measurements between the two eyes (first measurement r⊉=⊉0.690, second measurement r⊉=⊉0.682). in screening by maternal factors and psv ratio for pe with delivery at any stage after assessment, the estimated dr, at 10% fpr, was 50.0% when the average of four measurements was used (two from each eye), 49.1% when the average of one measurement from each eye was used, 47.3% when the average of two measurements from the same eye was used, and 45.8% when only one measurement was used. ophthalmic artery psv ratio at 35-37⊉weeks' gestation can predict subsequent delivery with pe, especially if this occurs within 3⊉weeks after assessment. in the assessment of ophthalmic artery doppler, it is necessary to use the average of one measurement from each eye to minimize variability of measurements. © 2020 international society of ultrasound in obstetrics and gynecology.\",\n", + " 'any form of surgery or tissue damage causes release of tissue factor into the circulation. this may lead to the accelerated consumption of coagulation factors, resulting in severe consumptive coagulopathy. in this study, we compared the molecular markers involved in coagulation activation during cardiopulmonary bypass (cpb) between patients who underwent aortic replacement surgery and those who underwent valve surgery. this prospective observational study was performed in each 14 patients who underwent aortic replacement surgery or valve surgery. we evaluated the differences in the levels of fibrinogen, activated factor vii (fviia), thrombin-antithrombin complex (tat), and soluble fibrin monomer complex (sfmc) during surgery between these two groups. the change in fibrinogen levels showed no difference between the groups. the magnitude of increase in tat was much larger in patients who underwent aortic replacement surgery than in those who underwent valve surgery (173.6 vs. 49.4 ng/ml; p = 0.0001). more importantly, the elevation of fviia was significantly higher in patients who underwent aortic replacement (28.5 vs. 19.0 mu/ml; p = 0.0122). the magnitude of increase in sfmc was also larger in the aortic replacement surgery. the activation of coagulation during cpb was dramatically higher in the aortic replacement surgery compared with the valve surgery, probably owing to the activation of the extrinsic coagulation pathway in the former. this could potentially exacerbate consumptive coagulopathy after cpb termination in patients who underwent aortic replacement, possibly resulting in massive hemorrhage due to impaired hemostasis.',\n", + " \"the data concerning the association between dengue viruses (dv) infection and autoimmune diseases (ads) remain unclear and are scarce. this nationwide population-based cohort study assessed the risk of ads among patients with dv infection. we analyzed taiwanese medical data from the registry of the national notifiable disease reporting system of taiwan's centers for disease control between 1998 and 2015 and identified patients with dv infection. from the entire general population data in the national health insurance research database, we randomly selected a comparison cohort that was individual matching by age, sex, residence, and index date. we analyzed the risk of ads using a cox proportional hazards regression model stratified by sex, age, and residence. we enrolled 29,365 patients with dv infection (50.68% men; mean age, 44.13 years) and 117,460 age-, sex-, and residence-matched controls in the present study. the incidence rates of organ-specific ads were nonsignificantly higher in the dv cohort than in the non-dv control cohort. an approximately 70% lower risk of primary sjogren syndrome (pss) was evident in the dv cohort than in the non-dv control cohort with an adjusted hazard ratio of 0.30 (95% confidence interval 0.13-0.67) after adjusting for comorbidities in matched design. by contrast, the other systemic ads were nonsignificantly lower in the dv cohort than in the non-dv control cohort. this nationwide long-term cohort study demonstrated that patients with dv infection had a lower risk of primary sjogren syndrome than those without dv infection. key points ⊢ this retrospective, longitudinal cohort observational study shows that patients with dv infection had a lower risk of pss than those without dv infection. ⊢ the dv cohort had an approximately 70% lower risk of pss than the control group, with a multivariate-adjusted hr of 0.30. ⊢ on the basis of this result, we contended that dv infection has a protective effect that reduces the risk of pss.\",\n", + " 'previous studies have shown that double ret mutations may be associated with unusual multiple endocrine neoplasia type 2 (men 2) phenotypes. our objective was to report the clinical features of patients harboring a previously unreported double mutation of the ret gene and to characterize this mutation in vitro. sixteen patients from four unrelated families and harboring the c634y/y791f double ret germline mutation were included in the study. large pheochromocytomas measuring 6.0-14 cm and weighing up to 640 g were identified in the four index cases. three of the four tumors were bilateral. high penetrance of pheochromocytoma was also seen in the c634y/y791f-mutation-positive relatives (seven of nine, 77.7%). of these, two cases had bilateral tumors, one presented with multifocal tumors, two cases had large tumors (>5 cm), and one case, which was diagnosed with a large (5.5 x 4.5 x 4.0 cm) pheochromocytoma, reported early onset of symptoms of the disease (14 yr old). the overall penetrance of pheochromocytoma was 84.6% (11 of 13). development of medullary thyroid carcinoma in our patients seemed similar to that observed in patients with codon 634 mutations. haplotype analysis demonstrated that the mutation did not arise from a common ancestor. in vitro studies showed the double c634y/y791f ret receptor was significantly more phosphorylated than either activated wild-type receptor or single c634y and y791f ret mutants. our data suggest that the natural history of the novel c634y/y791f double mutation carries a codon 634-like pattern of medullary thyroid carcinoma development, is associated with increased susceptibility to unusually large bilateral pheochromocytomas, and is likely more biologically active than each individual mutation.',\n", + " 'neutropenia is a life-threatening, dose-limiting toxicity of many chemotherapy regimens. the goals of this study were to assess the incidence and risk of chemotherapy-induced neutropenia, febrile neutropenia (fn) and dose limitations in breast cancer and lymphoma patients undergoing chemotherapy in europe. four hundred forty-four breast cancer and 305 lymphoma patients undergoing chemotherapy at 66 practices in five european countries participated in this prospective, observational study. predictors of impaired chemotherapy delivery were investigated using a logistic regression model. in breast cancer, fn incidence was low (6%); however, grade 4 neutropenia was frequent (34%). lymphoma patients experienced higher incidences of fn (non-hodgkin lymphoma (nhl) 22%; hodgkin lymphoma (hl) 15%) and grade 4 neutropenia (nhl 54%; hl 40%). for both diseases, fn and grade 4 neutropenia were associated with low relative dose intensity (rdi). multivariate regression models indicated that first cycle fn, age > or = 65 years and eastern co-operative oncology group > 1 were associated with low rdi in breast cancer and lymphoma, while colony-stimulating factor (csf) primary prophylaxis appeared to be protective in lymphoma only. primary csf prophylaxis was provided to 9% of breast cancer, 28% of nhl and 19% of hl patients. neutropenia and low rdi remain serious problems in both breast cancer and lymphoma populations undergoing chemotherapy. several risk factors which can trigger reduced chemotherapy delivery were identified. these results can support physicians in identifying patients most at risk of receiving impaired chemotherapy delivery who would benefit from suitable preventive measures.',\n", + " 'this study aims to correlate the clinical signs of keratoconus (kc) which include superficial apical scarring, fleischer rings, and vogt striae with best spectacle-corrected visual acuity (bscva) and corneal tomography findings. patients and methods. a retrospective observational study. 72 consecutive kc patients seen by the senior author over the course of one year were included in this case series. eyes with pellucid marginal degeneration, postrefractive ectasia, history of a corneal graft, prior corneal collagen cross-linking, intracorneal ring segments or hydrops were excluded from analysis. subsequently, the final analysis included only treatment-naÿve kc eyes with varying degrees of disease severity. bscva with manifest refraction was 0.5⊉logmar higher in eyes with apical scarring (p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, k2⊉=⊉64.56⊉±⊉12.89⊉d versus 49.07⊉±⊉6.61⊉d, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, k2⊉=⊉64.56⊉±⊉12.89⊉d versus 49.07⊉±⊉6.61⊉d, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, k2⊉=⊉64.56⊉±⊉12.89⊉d versus 49.07⊉±⊉6.61⊉d, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former. the presence of apical scarring and fleischer rings on biomicroscopy can aid the clinician in making the distinction between severe or long-standing disease (respectively). apical scarring is a sign of advanced disease and is associated with worse bscva and tomography findings. fleischer rings are markers of intermediate disease and their presence correlates with disease duration.',\n", + " 'mycosis fungoides (mf), the most common form of cutaneous t-cell lymphoma, remains a challenge for clinicians to stage and manage. classically, mf is determined through histopathologic evidence of a neoplastic infiltrate within the epidermis. in certain patients, however, the infiltrate extends into the hair follicles and sweat glands. the objective of this study is to determine the utility of expanding the analysis of histopathology reports to include the reporting of folliculotropism and syringotropism. this is a prospective, observational study conducted in a single facility from 2012-2018. all patients with mf, excluding those treated at this facility for less than six months with the exception of those with incomplete pruritus documentation, or absence of initial biopsy analysis were studied. modified severity weighted assessment tool (mswat) quantified body surface area and treatments attempted per patient were continuously charted. patients were surveyed for presence and degree of pruritus and pain. evaluation of these parameters were charted at the initial patient visit and correlated with their primary biopsy for presence or absence of folliculotropism and syringotropism. of the 87 patients examined, 70 patients (80%) exhibited syringotropism in their original biopsy and 68 patients (78%) exhibited folliculotropism. presence of both findings concurrently was present in 56 patients (64.4%), while neither finding was present in 5 patients (5.8%). the singular finding of folliculotropism was found in 12 patients (13.8%), while the singular finding of syringotropism was exhibited in 14 patients (16.1%). a significant association between the presence of folliculotropism and pruritus was established (p=0.043, ϱ=0.05). the general trend towards increase in mswat score and pruritus in patients in regard to the mean and median values suggest that increasing the sample population of the study might yield a significant value in the future. these presentations are more prevalent than previously recognized and have findings indicative of more severe disease. we propose that mf histopathology reports document the presence of folliculotropism and syringotropism and that these findings be added to the nccn guidelines as they may aid in predicting severity and progression risk.',\n", + " 'the jarisch-herxheimer reaction (jhr) is a febrile inflammatory reaction that may occur in patients after treatment of syphilis. the overall rate is estimated to be 10-25% with broad variations over time. it appears to be related to factors like stage of the disease or reagin titres. in this study, we aimed to describe the incidence of and risk factors including strain typing for jhr among patients with syphilis. from january through october 2015, 224 consecutive patients (82 of them with hiv) who were diagnosed with early syphilis were enrolled in this prospective observational study in a referral sti clinic in barcelona. an appointment was offered to them after 10-14 days of treatment to inquire about the reaction with the use of a standardized form. treponema pallidum molecular typing was made to detect a possible strain related to reaction. overall, 28% of patients developed jhr. this varied from 56% in secondary, 37% in primary to 7% in early latent syphilis. the most frequent types of reaction were fever (57.5%) and worsening of the lesions (31%). the median time to development of jhr was 6 h [iqr 4-10 h] and lasted a median of 9 h [iqr 4-24 h]. the jhr was less probable in early latent compared to primary/secondary syphilis (p = 0.04) and in patients treated with doxycycline compared to those treated with penicillin (p = 0.01). no differences were seen regarding reagin titres or hiv status, and no association with a specific strain was found. in this study, jhr occurred in a similar frequency as in other contemporary studies. symptomatic syphilis and treatment with penicillin were associated with an increased risk of jhr, whereas the previous episode of syphilis was associated with a low risk of it. we could not find associations with specific strains of t. pallidum.',\n", + " 'mutations in the hnf 1a gene are the most common cause of maturity-onset diabetes of the young (mody) in most populations. india currently has the largest number of people with diabetes in the world, and onset of type 2 diabetes occurs at a younger age with possible overlap with mody. there are very few data on mody mutations from india. the objective was to screen coding and promoter regions of hnf1a gene for mutations in unrelated south indian subjects in whom a clinical diagnosis of mody was made. this was an observational cross-sectional study. the study was conducted at a diabetes specialties centre in chennai in southern india. ninety-six unrelated south indian subjects in whom clinical diagnosis of mody was made were included in the study. the control population comprised of 57 unrelated nondiabetic subjects selected from the chennai urban rural epidemiology study, a study conducted on a representative population (aged > or =20 yr) of chennai. we identified nine novel variants comprising seven mutations (one novel mutation -538g>c at promoter region and six novel coding region mutations) and two polymorphisms in the hnf1a gene. functional studies revealed reduced transcriptional activity of the hnf1a promoter for two promoter variants. we also observed cosegregation with diabetes of the arg263his coding region mutation in eight members of one mody family, whereas it was absent in nondiabetic subjects of this family. this study suggests that mutations in the hnf1a gene comprise about 9% of clinically diagnosed mody subjects in southern india and a novel arg263his mutation cosegregates with mody in one family.',\n", + " 'to conduct tests of relationships between different factors that could influence the course of retinopathy of prematurity (rop) and rop, particularly the role of hemoglobin variant replacement in adult blood transfusions. a retrospective, observational study of 83 infants born between 23 and 34 wks gestation was conducted. the infants without rop, with 1 and 2 stage of rop and with ≥ 3 stage of rop received q 28 (12-134); 51 (14-149); 156 (38-244) ml/kg of transfused blood, respectively, and the factor qt was 1,545 (560-10,045); 3,093 (614-13,419); 11,907 (1,288-20,638) (ml/kg)·day, respectively. for the same groups mcv(35) (mean cell volume at the arbitrary time of the 35(th) wk post-conception) was 92.3 (82.9-110.5); 91.0 (79.3-101.4); 87.1 (80.2-94.8) fl, respectively, and factor p(mcv)/t was 99.5 (89.2-108.8); 96.3 (84.6-106.3); 90.7 (85.3-96.5) fl, respectively. there is high influence on the stage of rop of the amount of transfused blood and mcv, both with or without the time factor. the statistical differences between p(mcv)/t were more significant than the differences between mcv(35), for different stages of rop. the influence of the time factor on the statistical differences of mcv but not on the amount of transfused adult blood suggests that hbf - hba replacement may play a role in rop development.',\n", + " \"current knowledge about the natural history, treatment and physicians' perception of chronic allograft nephropathy (can) is limited. the present study evaluated the prevalence and determinants of can in renal transplant patients. epidemiological, cross-sectional multi-centre study conducted in spain. a total of 872 renal transplant recipients with a functioning graft and at least 2 years of post-transplant data on renal function were consecutively included. can diagnosis was recorded based on physician's clinical criteria and on laboratory criteria (serum creatinine ≥ 2 mg/dl and/or glomerular filtration rate ≤ 50 ml/min). the mean time from transplantation until the time of this study was 8.2 years. can was diagnosed in 35% of patients (n = 305) according to the physician's criteria (31% of whom with histological assessment) and in 55.5% (n = 482) according to laboratory objective criteria. an older donor age, lack of induction therapy, cyclosporine use, lower tacrolimus levels at 1 year, acute rejection, hypertension and worse initial renal function were associated with can development. time from transplant to biopsy was greater in patients with anti-proteinuric treatment. immunosuppression was modified in 46.9% of patients with can diagnosis [calcineurin inhibitor (cni) reduction alone in 18.9% of cases; cni reduction and mycophenolate modification in 17.8% and cni reduction or withdrawal with introduction of proliferation signal inhibitors in 12.9%). after ~8 years from renal transplantation, 55.5% of patients presented can, which was considerably underestimated by physicians. an older donor age and less initial immunosuppression seemed to be related to can development.\",\n", + " 'the time course of progressive dilatation of the right ventricle (rv) in adults with pulmonary regurgitation (pr) late after repair of tetralogy of fallot (tof) is poorly characterized. we analysed cardiac mri data (1.5 t) from 14 adult repaired tof patients (26 ± 11 years of age) with dilated rvs and known significant pr, on 2 separate visits with a between mri period of 2.1 ± 1.0 years. indexed rv end diastolic volume (rvedvi) increased over 2 years (142 ± 19 to 151 ± 20 ml/m2, p = 0.005; change = 8.4 ± 9.3 ml/m2, range = - 6 to 26 ml/m2; annual ml/m2 increase = 4.3 ± 4.6; annual percentage increase = 3.1 ± 3.3%), whilst rv ejection fraction decreased (53 ± 8 to 49 ± 7 %, p = 0.039). rv muscular corpus (rvmc) edvi significantly increased (130 ± 19 to 138 ± 20 ml/m2, p = 0.014), whereas rv outflow tract (rvot) edvi did not (12 ± 7 vs 13 ± 6 ml/m2, p = 0.390). no other rv or lv measures significantly changed during the inter-mri period. the change in rvedvi correlated significantly with lv end diastolic volume (r = - 0.582, p = 0.029), rvedvi:lvedvi (r = 0.6, p = 0.023) and rvmc edvi (r = 0.9, p < 0.001) but not rvot edvi (r = 0.225, p = 0.459). adult repaired tof patients with free pr experienced a mean 3.1%, or 4.3 ml/m2, annual increase in rvedvi, unrelated to the initial rvedvi or pr fraction. the increase in rvedvi was due to rvmc rather than rvot dilatation. this provides a guide to the frequency of mr surveillance and insights into the natural history of progressive rv dilatation in this setting.',\n", + " 'to investigate the risk factors for persistent or recurrent central serous chorioretinopathy (csc). consecutive treatment-naÿve csc patients were included from january 2017 to october 2018. all patients were asked to complete questionnaires, addressing previously described risk factors for the development of csc. patients were divided into two groups: those with acute csc, who were in the first episode, with spontaneous resolution of subretinal fluid within 3⊉months, and with no recurrence within 1⊉year; and those with persistent or recurrent csc, the remaining patients. in total, 138 patients were enrolled: 20 (14.5%) with acute csc and 118 (85.5%) with persistent or recurrent csc. using multivariate analysis, male sex (odds ratio (or), 95% confidence interval: 5.63 [1.02-31.02]; p=0.047), older age (or: 1.14 [1.03-1.25]; p=0.008), and higher insomnia severity index score (or: 1.30 [1.05-1.60]; p=0.015) were found to be independently associated with persistent or recurrent csc. male sex, age, and sleep disorders are risk factors for persistent or recurrent csc in the natural history. these patients may require early photodynamic therapy. treatment for sleep disorders is strongly recommended. all csc patients may require careful and periodic follow-up.',\n", + " 'physical activity has been infrequently measured objectively in non-small cell lung cancer (nsclc). we aimed to investigate levels of physical activity, functional and patient reported outcomes at diagnosis and over six months in participants with recently diagnosed nsclc and compare results with both physical activity guidelines and outcomes of similar-aged healthy individuals. this prospective observational study assessed 50 individuals from three australian tertiary hospitals with stage i-iiib nsclc at diagnosis, then 10 weeks and six months later. thirty five healthy individuals without cancer were assessed once. outcome measures included tri-axial accelerometery (number of steps per day), six minute walk distance (6mwd), muscle strength and questionnaires including health-related quality of life (hrqol). individuals with nsclc were engaged in significantly less physical activity than similar-aged healthy individuals, with 60% not meeting physical activity guidelines. at diagnosis they had worse quadriceps strength, nutritional status and hrqol. over six months, participants with nsclc experienced decline in self-reported physical activity, 6mwd and muscle strength, and worsening symptoms. at diagnosis individuals with nsclc engage in less physical activity, are weaker and more depressed than healthy individuals and their self-reported physical activity declines over six months. future studies are required to investigate the efficacy of interventions to increase physical activity.',\n", + " 'smear-positive tuberculosis (tb) case detection rates are far below targets in most low-income countries. the standard approach to smear microscopy involves sputum collection over multiple days and examination of sputum smears by light microscopy (lm), an insensitive and time-consuming technique. to determine whether two alternative approaches can increase smear-positive case detection by increasing the efficiency (single-specimen microscopy) or sensitivity (light-emitting diode [led] fluorescence microscopy [fm]) of tb suspect evaluation. we enrolled patients with cough of 2 weeks or more admitted to mulago hospital in kampala, uganda and collected spot and early morning sputum specimens. we compared the diagnostic accuracy of four prespecified strategies based on the number of sputum specimens collected (one specimen versus two specimens) and the type of microscopy (lm versus led fm) using mycobacterial culture as a reference standard. two hundred thirty-three of 464 (50%) patients had culture-positive tb. there was no difference in sensitivity between single-specimen and two-specimen strategies when smears were examined with lm (55 vs. 56%; difference, -1%; 95% confidence interval [ci], -5 to +2%) or led fm (61 vs. 64%; difference, -3%; 95% ci, -7 to +1%). led fm was more sensitive than lm with both the single-specimen (61 vs. 55%; difference, 6%; 95% ci, 2-10%) and two-specimen strategies (64 vs. 56%; difference, 8%; 95% ci, 3-12%). findings were similar among the hiv-infected patient subset (n = 321 patients). in low-income, high tb burden settings, single-specimen microscopy and led fm, either alone or in combination, could considerably increase identification of smear-positive tb cases.',\n", + " 'infantile hemangiomas are characterized by rapid capillary growth during the first year of life followed by involution during early childhood. the natural history of these lesions creates a unique opportunity to study the changes in gene expression that occur in the vessels of these tumors as they proliferate and regress. here we use laser capture microdissection and genome-wide transcriptional profiling of vessels from proliferating and involuting hemangiomas to identify differentially expressed genes. relative to normal placental vessels, proliferating hemangiomas were characterized by increased expression of genes involved in endothelial-pericyte interactions, such as angiopoietin-2 (angpt2), jagged-1 (jag1), and notch-4 (notch4), as well as genes involved in neural and vascular patterning, such as neuropilin-2 (neto2), a plexin domain containing receptor (plexinc1), and an ephrin receptor (ephb3). insulin-like growth factor binding protein-3 (igfbp3) was down-regulated in proliferating hemangiomas. involuting hemangiomas were characterized by the expression of chronic inflammatory mediators, such as the chemokine, stromal cell-derived factor-1 (sdf-1), and factors that may attenuate the angiogenic response, such as a member of the down syndrome critical region (dscr) family. the identification of genes differentially expressed in proliferating and involuting hemangiomas in vivo will contribute to our understanding of this vascular lesion, which remains a leading cause of morbidity in newborn children.',\n", + " 'there is lack of reliable predictors of disease severity and mortality in dengue. the present study was carried out to identify these predictors during the 2015 outbreak in india. this prospective observational study included confirmed adult dengue patients hospitalized between august and november 2015 in a tertiary care centre in new delhi, india. appropriate statistical tests were used to compare clinicolaboratory characteristics, derive predictors of severe disease and mortality, and compute a predictive score for mortality. serotyping was done. data of 369 patients were analyzed (mean age, 30.9 years; 67% males). of these, 198 (54%) patients had dengue fever, 125 (34%) had dengue hemorrhagic fever (grade 1 or 2), and 46 (12%) developed dengue shock syndrome (dss). twenty-two (6%) patients died. late presentation to the hospital (≥5 days after onset) and dyspnea at rest were identified as independent predictors of severe disease. age ≥24 years, dyspnea at rest and altered sensorium were identified as independent predictors of mortality. a clinical risk score was developed (12*age + 14*sensorium + 10*dyspnea), which, if ≥22, predicted mortality with a high sensitivity (81.8%) and specificity (79.2%). the predominant serotypes in delhi (2015) were dengue virus denv2 and denv4. age ≥24 years, dyspnea at rest, and altered sensorium were identified as independent predictors of mortality. platelet counts did not determine outcome in dengue patients. timely referral/access to healthcare is important. the clinical risk score for mortality prediction that was developed in this study can be used in all healthcare settings, after validation in larger cohorts.',\n", + " 'the aim of the present study was to evaluate the clinical usefulness of the cytokeratin tumor marker tissue polypeptide antigen (tpa) in patients with vulvar cancer. this retrospective study comprises 41 patients with vulvar cancer figo stages i-iii, 17 patients with vulvar intraepithelial neoplasia (vin) iii, and 40 healthy female controls. serum concentrations of tpa were measured using a microparticle enzyme immunoassay. results were correlated to clinical data. median serum concentrations of tpa in healthy female controls, patients with vin iii, and patients with vulvar cancer were 42 u/l (range 12-192), 53 u/l (range 17-127.9) and 57 u/l (range 4.2-423), respectively (mann-whitney u test, p = 0.8). serum concentrations of tpa were not associated with stage of disease, histological grade, and age at the time of diagnosis. in vulvar cancer patients, elevated serum concentrations of tpa prior to therapy were not associated with a shortened disease-free or overall survival (log-rank test: p = 0.5 and p = 0.9, respectively). in a multivariate cox regression model comprising tumor stage and tpa, tumor stage, but not tpa revealed a statistically significant influence on disease-free (cox proportional hazard regression model, p = 0.05 and p = 0.6, respectively) and overall (cox proportional hazard regression model, p = 0.04 and p = 0.8, respectively) survival of patients with vulvar cancer. we conclude that cytokeratin expression, as reflected by serum concentrations of tpa, does not play a role in the natural history of vulvar cancer. the evaluation of serum concentrations of tpa prior to therapy is not recommended.',\n", + " 'serum-mediated phagocytosis of antibody- and complement-opsonized necrotic cell material (ncm) by polymorphonuclear leukocytes can be quantified by using a flow cytometry-based assay. the phagocytosis of necrotic cell material (pnc) assay parallels the well-known lupus erythematosus cell test. in this study, we aimed to investigate the diagnostic accuracy of the assay and the relationship with clinical manifestations and disease activity in systemic lupus erythematosus (sle). the diagnostic accuracy for sle diagnosis of the pnc assay was studied by cross-sectional assessment of blood samples from 148 healthy control subjects and a multicenter rheumatic group (mrg) of 529 patients with different rheumatic symptoms. a cohort of 69 patients with an established sle diagnosis (sle cohort) underwent longitudinal clinical and laboratory follow-up for analysis of the temporal relationships between pnc positivity and specific clinical manifestations. in 35 of 529 mrg patients, 13 of whom had sle, the pnc assay result was positive. combined positivity of the pnc assay and anti-double-stranded dna antibodies increased specificity and positive predictive value for sle diagnosis to 0.99 and 0.67, respectively. in the longitudinal study, 42 of 69 sle cohort patients had positive results in the pnc assay at least once. pnc assay positivity was associated with current hematological manifestations and could predict mucocutaneous manifestations. when combined with hypocomplementemia, pnc positivity preceded increased systemic lupus erythematosus disease activity index 2000 score, glomerulonephritis, and alopecia. serum-mediated pnc by polymorphonuclear leukocytes is commonly but not exclusively seen in patients with sle. the pnc assay may be used in follow-up of patients with sle and, especially in combination with other routinely assessed laboratory tests, may help to predict flares and different clinical manifestations, including glomerulonephritis. our results encourage further development of the pnc assay as a complementary laboratory tool in management of patients with sle.',\n", + " 'introduction diffuse large b-cell lymphoma (dlbcl) is an aggressive b-cell lymphoma. the 2016 world health organization (who) update on hematopoietic tumors suggested that all dlbcl cases should be subtyped into germinal and non-germinal center phenotypes. ki67 immunohistochemistry is a maker of cell proliferation and thus is used as a prognostic and predictive marker in various tumors of human body. only a few studies evaluated the proliferative index of dlbcl subtypes in our population. therefore, in this study, we evaluated the frequency of subtypes of dlbcl in our population and k67 index in each subtype. methods a retrospective observational study was conducted in the department of histopathology, liaquat national hospital and medical college, from january 2018 till december 2020, over a period of three years. a total of 101 cases with a histopathological diagnosis consistent dlbcl were included in the study. immunohistochemical (ihc) stains cd10, b-cell lymphoma 6 (bcl-6), and multiple myeloma oncogene 1 (mum1) were applied for the further sub-categorization of dlbcl into germinal center b-cell-like (gcb) and non-gcb subtypes according to the hans algorithm. the ki67 index was interpreted in hot spots of the tumor and reported as an average percentage. results out of 101 dlbcl cases, 47.5% of dlbcl were gcb, while 52.5% were non-gcb subtypes. bcl-2, bcl-6, mum1, c-myc, cd10, and cd30 expression were noted in 62.4%, 45.5%, 42.6%, 44.6%, 39.6%, and 7.9% cases, respectively. the mean ki67 index was 72.94±16.69%. the mean ki67 index in non-gcb-type dlbcl was 77.67±14.80%, which was significantly higher than the mean ki67 index in gcb-type dlbcl (67.70±17.22%) with a significant p-value (p=0.002). cervical lymph node was the most common site of dlbcl, while the stomach was the most common extra-nodal site. a significant association of ki67 index was noted with subtypes of dlbcl. a higher proportion of non-gcb-type dlbcl exhibited greater than 80% ki67 index than gcb subtype dlbcl. moreover, a significant association ki67 index was noted with c-myc positivity. a higher proportion of c-myc-positive dlbcl had greater than 80% ki67 index. conclusion we found that non-gcb-type dlbcl had a higher ki67 index than gcb subtype dlbcl, portending a poor prognostic significance of non-gcb subtype of dlbcl. moreover, c-myc expression was associated with a higher ki67 index.',\n", + " 'mycobacterium genavense is an opportunistic non-tuberculous mycobacterium previously mostly associated with hiv-infected patients with cd4 counts below 100/ϼl. in this retrospective observational study of medical charts we studied all dutch patients in whom m. genavense was detected between january 2002 and january 2010. of the 14 patients identified, 13 (93%) showed clinically relevant m. genavense disease. all patients with m. genavense disease were severely immunocompromised, including hiv-infected patients, solid organ transplant recipients, those with chronic steroid use in combination with other immune modulating drugs, recipients of chemotherapy for non-hodgkin lymphoma, and those with immunodeficiency syndromes. two patients had non-disseminated pulmonary m. genavense disease. of the 12 patients treated, eight (75%) showed a favourable outcome. four patients died in this study, three despite treatment for m. genavense disease. we conclude that m. genavense is a clinically relevant pathogen in severely immunocompromised patients that causes predominantly disseminated disease with serious morbidity and mortality. m. genavense is increasingly seen among non-hiv immunocompromised patients.',\n", + " 'renal cell carcinoma (rcc) is a biologically heterogeneous disease, with many small renal masses (srms) exhibiting an indolent natural history, while others progress more rapidly to become life-threatening. existing multiphase contrast-enhanced imaging methods, such as computed tomography or magnetic resonance imaging, cannot definitively distinguish between benign and malignant solid tumors or identify histologic subtype, and early results of molecular imaging studies (positron emission tomography [pet]) in the evaluation of srms have not improved on these established modalities. alternative molecular markers/agents recognizing aberrant cellular pathways of cellular oxidative metabolism, dna synthesis, and tumor hypoxia tracers are currently under development and investigation for rcc assessment, but to date none are yet clinically applicable or available. in contrast, immuno-pet offers highly selective binding to cancer-specific antigens, and might identify radiographically recognizable and distinct molecular targets. a phase i proof-of-concept study first demonstrated the ability of immuno-pet to discriminate between clear-cell rcc (ccrcc) and non-ccrcc, utilizing a chimeric monoclonal antibody to carbonic anhydrase ix (cg250, girentuximab) labeled with (124)i ((124)i-girentuximab pet); the study examined patients with renal masses who subsequently underwent standard surgical resection. a follow-up phase iii multicenter trial confirmed that (124)i-cg250-pet can accurately and noninvasively identify ccrcc with high sensitivity (86%), specificity (87%), and positive predictive value (95%). in the challenge to appropriately match treatment of an incidentally identified srm to its biological potential, this highly accurate and histologically specific molecular imaging modality demonstrates the ability of imaging to provide clinically important preoperative diagnostic information, which can result in optimal and personalized therapy.',\n", + " 'infection with plasmodium falciparum leads to severe malaria and death in approximately 400⊈000 children each year in sub-saharan africa. blood transfusion might benefit some patients with malaria but could potentially harm others. the aim of this study was to estimate the association between transfusion and death among children admitted to hospital with p falciparum malaria. in this prospective, multicentre observational study, we analysed admissions to six tertiary care hospitals in the gambia, malawi, gabon, kenya, and ghana that participated in the severe malaria in african children network. patients were enrolled if they were younger than 180 months and had a giemsa-stained thick blood smear that was positive for p falciparum. blood transfusion (whole blood at a target volume of 20 ml per kg) was administered at the discretion of the responsible physicians who were aware of local and international transfusion guidelines. the primary endpoint was death associated with transfusion, which was estimated using models adjusted for site and disease severity. we also aimed to identify factors associated with the decision to transfuse. the exploratory objective was to estimate optimal haemoglobin transfusion thresholds using generalised additive models. between dec 19, 2000, and march 8, 2005, 26⊈106 patients were enrolled in the study, 25⊈893 of whom had their transfusion status recorded and were included in the primary analysis. 8513 (32·8%) patients received a blood transfusion. patients were followed-up until discharge from hospital for a median of 2 days (iqr 1-4). 405 (4·8%) of 8513 patients who received a transfusion died compared with 689 (4·0%) of 17⊈380 patients who did not receive a transfusion. transfusion was associated with decreased odds of death in site-adjusted analysis (odds ratio [or] 0·82 [95% ci 0·71-0·94]) and after adjusting for the increased disease severity of patients who received a transfusion (0·50 [0·42-0·60]). severe anaemia, elevated lactate concentration, respiratory distress, and parasite density were associated with greater odds of receiving a transfusion. among all study participants, transfusion was associated with improved survival when the admission haemoglobin concentration was up to 77 g/l (95% ci 65-110). among those with impaired consciousness (blantyre coma score ≤4), transfusion was associated with improved survival at haemoglobin concentrations up to 105 g/l (95% ci 71-115). among those with hyperlactataemia (blood lactate ≥5·0 mmol/l), transfusion was not significantly associated with harm at any haemoglobin concentration-ie, the or of death comparing transfused versus not transfused was less than 1 at all haemoglobin concentrations (lower bound of the 95% ci for the haemoglobin concentration at which the or of death equals 1: 90 g/l; no upper bound). our findings suggest that whole blood transfusion was associated with improved survival among children hospitalised with p falciparum malaria. among those with impaired consciousness or hyperlactataemia, transfusion was associated with improved survival at haemoglobin concentrations above the currently recommended transfusion threshold. these findings highlight the need to do randomised controlled trials to test higher transfusion thresholds among african children with severe malaria complicated by these factors. us national institute of allergy and infectious diseases.',\n", + " 'elevated plasma b-type natriuretic peptide (bnp) levels in patients with critical sepsis (severe sepsis and septic shock) may indicate septic cardiomyopathy. however, multiple heterogeneous conditions may also be involved in increased bnp level. in addition, the prognostic value of bnp in sepsis remains debatable. in this study, we sought to discover potential independent determinants of bnp elevation in critical sepsis. the prognostic value of bnp was also evaluated. in this observational study, we enrolled mechanically ventilated, critically septic patients requiring hemodynamic monitoring through a pulmonary artery catheter. all clinical, laboratory and survival data were prospectively collected. plasma bnp concentrations were measured daily for five consecutive days. septic cardiomyopathy was assessed on day 1 on the basis of left and right ventricular ejection fractions (ef) derived from echocardiography and thermodilution, respectively. mortality was recorded at day 28. a total of 42 patients with severe sepsis (n⊉=⊉12) and septic shock (n⊉=⊉30) were ultimately enrolled. daily bnp levels were significantly elevated in septic shock patients compared with those with severe sepsis (p ≤0.002). critical illness severity (assessed by acute physiology and chronic health evaluation ii and maximum sequential organ failure assessment scores), and peak noradrenaline dose on day 1 were independent determinants of bnp elevation (p <0.05). biventricular efs were inversely correlated with longitudinal bnp measurements (p <0.05), but not independently. pulmonary capillary wedge pressures (pcwp) and volume expansion showed no correlation with bnp. in septic shock, increased central venous pressure (cvp) and cvp/pcwp ratio were independently associated with early bnp values (p <0.05). the severity of critical illness, rather than septic cardiomyopathy, is probably the major determinant of bnp elevation in patients with critical sepsis. daily bnp values are of limited prognostic value in predicting 28-day mortality; however, fast bnp decline over time and a decrease in bnp <500 pg/ml may imply a favorable outcome.',\n", + " 'upper limb evaluation of patients with duchenne muscular dystrophy is crucially important to evaluations of efficacy of new treatments in non-ambulant patients. in patients who have lost ambulation, there are few validated and informative outcome measures. in addition, longitudinal data demonstrating sensitivity to clinical evolution of outcome measures over short-term periods are lacking. we report here the results of a one-year multicenter study using specifically designed tools to assess grip, pinch strength, and hand function in wheelchair-bound patients. our study assessed 53 non-ambulant patients with duchenne muscular dystrophy aged 17.1 ± 4.8 years (range: 9 - 28.1 years). the average brooke functional score of these patients was 4.6 ± 1.1. the average forced vital capacity was 44.5% predicted and 19 patients used non-invasive ventilation. patients were assessed at baseline, 6 months, and one year using the motor function measure and innovative devices (namely the myoset composed of myogrip, myopinch, and moviplate). our study confirmed preliminary data previously reported regarding feasibility of use and of reliability of the myoset and the correlation at baseline between distal strength and clinical outcomes such as fvc, brooke score, age, and duration since loss of ambulation. a significant correlation was observed between the distal upper limb strength and clinical variables. the sensitive dynamometers (myogrip and myopinch) and moviplate captured a 12-month change in non-ambulant duchenne muscular dystrophy patients of all ages. clinicaltrials.gov nct00993161 nct00993161.',\n", + " 'we sought to identify predictors of mortality and cardiopulmonary hospitalizations in patients at risk for pulmonary hypertension (ph) and enrolled in pharos, a prospective cohort study to investigate the natural history of ph in systemic sclerosis (ssc). the at-risk population for ph was defined by the following entry criteria: echocardiogram systolic pulmonary arterial pressure > 40 mmhg, or dlco < 55% predicted or ratio of % forced vital capacity/%dlco > 1.6, measured by pulmonary function testing. baseline clinical measures were evaluated as predictors of hospitalization and death between 2005 and 2014. cox proportional hazards models were censored at date of ph onset or latest study visit and adjusted for age, sex, race, and disease duration. of the 236 at-risk subjects who were followed for a median of 4 years (range 0.4-8.5 yrs), 35 developed ph after entering pharos (reclassified as ph group). in the at-risk group, higher mortality was strongly associated with male sex, low %dlco, exercise oxygen desaturation, anemia, abnormal dyspnea scores, and baseline pericardial effusion. risks for cardiopulmonary hospitalization were associated with increased dyspnea and pericardial effusions, although ph patients with dlco < 50% had the highest risk of cardiopulmonary hospitalizations. risk factors for poor outcome in patients with ssc who are at risk for ph were similar to others with ssc-ph and ssc-pulmonary arterial hypertension, including male sex, dlco < 50%, exercise oxygen desaturation, and pericardial effusions. this group should undergo right heart catheterization and receive appropriate intervention if ph is confirmed.',\n", + " \"backgroundto validate the findings of a single-center pilot study showing elevated urinary n-terminal b-type natriuretic peptide (ntprobnp) concentrations in preterm infants subsequently developing severe retinopathy of prematurity (rop) in a multicenter setting across eight european and middle east countries.methodsprospective observational study in 967 preterm infants <30 weeks' gestational age assessing the capacity of urinary ntprobnp on days of life (dols) 14 and 28 to predict rop requiring treatment.resultsurinary ntprobnp concentrations were markedly elevated in infants who developed rop requiring treatment (n=94) compared with survivors without rop treatment (n=837), at both time points (median (interquartile range) dol14: 8,950 (1,925-23,783) vs. 3,083 (1,193-17,393) vs. 816 (290-3,078) pg/ml, p<0.001) and dol28 (2,203 (611-4,063) vs. 1,671 (254-11,340) vs. 408 (162-1,126) pg/ml, p<0.001). c-statistic of ntprobnp for treated rop or death was 0.731 (95% confidence interval 0.654-0.774) for dol14 and 0.683 (0.622-0.745) for dol28 (p<0.001). threshold scores were calculated, potentially enabling around 20% of infants with low ntprobnp scores never to be screened with ophthalmoscopy.conclusionthere is a strong association between early urinary ntprobnp and subsequent rop development, which can be used to further refine subgroups of patients with high or low risk of severe rop.\",\n", + " 'clinical decisions in primary sclerosing cholangitis (psc) depend upon understanding its variable natural history. several prognostic models for survival have been developed. we explored the child-pugh classification (cpc) to determine if it predicts survival as well as a disease-specific model (dsm). we identified 208 psc patients who satisfied established criteria. prognostic variables were measured from the first visit. kaplan-meier survival estimates were obtained for cpc twice, once censoring observations at orthotopic liver transplantation and again considering orthotopic liver transplantation as a failure. a stepwise cox proportional hazards-model was used to identify the factors associated with mortality. for 208 patients, the mean follow-up was 70 months (sd + 55). kaplan-meier 7-year survivals for cpc a, b, and c were 89.8%, 68%, and 24.9%, respectively (p < .001). the cox model identified cpc and age as the most significant predictors of mortality. adding the dsm risk score did not significantly improve the fit of the model (p = .75). the following were concluded: 1) cpc is a powerful predictor of survival in psc; 2) dsm does not enhance the predictive ability of cpc; and 3) cpc may be used as an alternative to the dsm in research studies and clinical decision-making.',\n", + " 'targeted therapies are the standard treatment in patients with metastatic renal cell carcinoma (mrcc) and are known to cause adverse pulmonary events. organizing pneumonia (op) with its various manifestations in computed tomography (ct) has therefore lately received more attention. to describe the spectrum of ct patterns of op in patients with mrcc receiving targeted therapies. seventeen patients with known therapy-related op were analyzed retrospectively by two blinded radiologists in consensus. images were scored according to op patterns that have previously been described. additionally, the distribution and the predominant imaging pattern in each patient were determined. in our cohort, ground glass opacity was the most common imaging pattern (17/17, 100%) in patients with op followed by a reticular pattern (12/17, 71%), consolidations (10/17, 59%), nodules (7/17, 41%), crazy paving (5/17, 29%), bronchi(ol)ectasis (4/17, 24%), focal mass (3/17, 18%), and reversed halo (1/17, 6%). the most common imaging pattern was changing multifocal consolidations (8/17, 47%). a bronchocentric and a nodular pattern were found in four patients (24%) each, a progressive fibrotic pattern in none patient, and reversed halo/atoll pattern in one (6%) case. op is the major differential diagnosis to be considered in patients with targeted therapies and pulmonary changes. knowledge of the variety of imaging findings can facilitate diagnosis.',\n", + " 'the purpose of this study was investigate whether replacing or discontinuing drugs that are inhibitors or substrates of cytochrome p450 3a4 (cyp3a4) may improve the clinical course of central serous chorioretinopathy (csc). a retrospective observational study included 43 patients with active csc. twenty seven patients (32 eyes, group 1) were using drugs that act as substrates or inhibitors of cyp3a4. in 25 of these 27 patients, treatments including steroids, calcium channel blockers, anticoagulants, statins, beta-adrenolytics, angiotensin receptor antagonists, antidepressants, muscarinic receptor antagonists, phosphodiesterase type 5 inhibitors, and others were discontinued or replaced with medications not affecting cyp3a4. sixteen patients (19 eyes, group 2) not using any medication that affects cyp3a4, were given eplerenone, rifampicin, or laser treatment. main outcomes measures were assessed by functional and anatomical images obtained using multimodal imaging techniques. the average follow-up time was 12 months. in group i after discontinuing or replacing substrates or inhibitors of cyp3a4, improvements were observed in 18 patients (22 eyes). none of the patients that were using drugs affecting cyp3a4 improved with eplerenone therapy, however, all 18 patients improved after discontinuing the drugs. all these drugs had a blocking effect on eplerenone therapy. best corrected visual acuity (bcva) improved in 14 eyes, remained unchanged in 5 eyes, and worsened in 3 eyes. in 21 of the 22 eyes, subretinal fluid absorption was observed with optical coherence tomography (oct). mean central retinal thickness decreased from 361 ϼm to 219 ϼm. one patient (2 eyes) was unable to change treatment (due to neoplasm), one patient (1 eye) did not agree to change or stop treatment, and seven patients (7 eyes) were lost to follow-up. of the 16 patients (19 eyes) who were treated with eplerenone, rifampicin, or laser, improvements were observed in 14 patients (16 eyes), two patients (2 eyes) were lost to follow-up, and csc worsened in 1 eye. we concluded that patients with csc should not take substrates or inhibitors of cyp3a4. these drugs should be replaced with alternatives that act through other metabolic pathways.',\n", + " 'chronic hepatitis b is a major cause of liver disease worldwide, ranking as the first cause of cirrhosis and hepatocellular carcinoma. hepatitis b surface antigen (hbsag) is usually used as a qualitative marker for the diagnosis of hepatitis b virus (hbv) infection. hbsag clearance is the closest to cure outcome as one can expect to achieve in hepatitis b. support for this comes from natural history studies demonstrating increased length of survival, lower rates of hepatic decompensation, reduction in the frequency of hepatocellular carcinoma, and regression of liver fibrosis in patients who clear hbsag. hbsag seroclearance may occur spontaneously at a yearly incidence of 1-2%, preceded usually by a long period of inactive disease. interferon treatment enhanced hbsag seroclearance by approximately three-fold in western studies and sixfold in asian studies compared with non-treated patients. pegylated interferon induced a 10-15% yearly rate of hbsag seroclearance in patients who developed sustained virological response in clinical trials. by contrast, treatment with nucleos (t) ides analogues did not significantly affect the rate of hbsag seroclearance, especially in patients with hepatitis b e antigen (hbeag) - negative disease. recently, serum hbsag has been shown to be a surrogate marker of covalently closed circular dna (cccdna) concentration in the liver. quantification of serum hbsag has also been recently shown to be a promising tool for monitoring virologic response in hbeag-negative patients treated with pegylated interferon.',\n", + " 'cardiac magnetic resonance imaging (cmr) allows for detection of fibrosis in hypertrophic cardiomyopathy (hcm) by quantification of the extracellular volume fraction (ecv). to quantify native t1 mapping and ecv in cats. we hypothesize that native t1 mapping and ecv will be significantly increased in hcm cats compared with healthy cats. seventeen healthy and 12 preclinical hcm, age-matched, client-owned cats. prospective observational study. tests performed included indirect blood pressure, cbc, biochemical analysis including total thyroid, urinalysis, transthoracic echocardiogram, and cmr. cats were considered healthy if all tests were within normal limits and a diagnosis of hcm was determined by the presence of left ventricular concentric hypertrophy ≥6⊉mm on echocardiography. there were statistically significant differences in lv mass (healthy = 5.87⊉g, hcm = 10.3 g, p <⊉.0001), native t1 mapping (healthy = 1122⊉ms, hcm = 1209⊉ms, p =⊉.004), and ecv (healthy = 26.0%, hcm = 32.6%, p <⊉.0001). variables of diastolic function including deceleration time of early diastolic transmitral flow (dte), ratio between peak velocity of early diastolic transmitral flow and peak velocity of late diastolic transmitral flow (e : a), and peak velocity of late diastolic transmitral flow (a wave) were significantly correlated with ecv (dte; r =⊉0.73 p =⊉.007, e : a; r =⊉-0.75 p =⊉.004, a wave; r =⊉0.76 p = .004). quantitative assessment of cardiac ecv is feasible and can provide additional information not available using echocardiography.',\n", + " 'early diagnosis during newborn screening or infancy has enabled the observation of the natural history of hemoglobin h disease, a subtype of ϱ-thalassemia. we analyzed longitudinal clinical data for patients with hemoglobin h disease arising from the deletion of three of four ϱ-globin genes (hbh) and from hemoglobin h constant spring (hcs), caused by the deletion of two ϱ-globin genes and the constant spring mutation. we identified 86 patients with hemoglobin h disease (48 through newborn screening). of these patients, 60 (70%) had hbh, 23 (27%) had hcs, and 3 (3%) had other, nondeletional forms of hemoglobin h disease. the parental ethnic background was asian in 81% of patients, hispanic in 5%, and african american in 3%, whereas mixed ancestry was observed in 10% of patients. among the patients with deletional hemoglobin h disease, 15% had one or both parents with african-american ancestry. growth was normal in patients with hbh during the first decade, but growth deficits began during infancy in those with hcs. anemia was more severe in patients with hcs at all ages (p<0.001). acute worsening of anemia with infections requiring urgent blood transfusion was observed in patients with hcs but not in those with hbh. the probability of receiving at least one transfusion by the age of 20 years was 3% for patients with hbh and 80% for those with hcs (p<0.001). among patients with hcs, transfusions occurred in 13% of infants and 50% of children under the age of 6 years; splenectomy was associated with a significant improvement in hemoglobin levels (p=0.01) and a reduction in the number of transfusions. hcs should be recognized as a distinct thalassemia syndrome with a high risk of life-threatening anemia during febrile illnesses. hbh was not associated with an increased rate of severe anemia with infections and was managed without blood transfusions. many patients with these disorders had mixed ethnic backgrounds, which highlights the need for extended newborn screening in populations that are traditionally considered to be at low risk for hemoglobin h disease.',\n", + " 'lactose intolerance is a frequent gastrointestinal disease affecting 47% of the eastern european population. small intestinal bacterial overgrowth (sibo) leads to carbohydrate malabsorption and therefore to false results during lactose breath and tolerance tests. we aimed to assess the prevalence of lactose maldigestion and intolerance in hungary and to investigate the role of combined diagnostic method and testing for sibo in reducing false results. we retrospectively analyzed data from 264 adult symptomatic patients who underwent 50g lactose breath and tolerance tests in parallel over a one-year period at our center. a ≥20 ppm elevation of h2 or less than 1.1 mmol/l rise of blood glucose was diagnostic for lactose maldigestion. patients with maldigestion who had symptoms during the test were defined as lactose intolerant. patients with an early (≤90 min) significant (≥20 ppm) rise of h2 during lactose and/or lactulose breath tests were determined to have sibo. patients with slow/rapid oro-cecal transit and inappropriate preparation before the test were excluded. 49.6% of the 264 patients had lactose maldigestion, and 29.5% had lactose intolerance. the most frequent symptom was bloating (22.7%), while 34.8% of the study population and 60% of the symptomatic patients had sibo. in 9.1% and 9.8% of the patients, the lactose breath and tolerance test alone gave false positive result compared with the combined method. sibo was present in 75% of the false positives diagnosed with breath test only. the prevalence of lactose intolerance is lower in hungary compared to the eastern european value (29.5% vs 47%), so it is worth performing a population-based prospective analysis in this area. a combination of lactose breath and tolerance tests and the careful monitoring of results (with early h2 rise, lactulose breath test, etc.) can decrease the false cases caused by e.g. sibo.',\n", + " \"the behavior of intra-abdominal desmoids in familial adenomatous polyposis is incompletely understood. findings range from typical mass lesions to flat sheets, termed the desmoid reaction or desmoid precursor lesion. the latter often are incidental findings of uncertain significance. the study was designed to describe the natural history of incidental intra-abdominal desmoid tumors with particular reference to the desmoid reaction. patients who underwent laparotomy for familial adenomatous polyposis at the cleveland clinic foundation were identified. the incidence of incidental intra-abdominal desmoid tumors was determined by review of operative records. intra-abdominal desmoid tumors were classified as mass lesions if three-dimensional or desmoid reaction if two-dimensional. the incidence of clinically apparent intra-abdominal desmoid tumors (typical mass lesions on physical examination or cross-sectional imaging in symptomatic patients) was determined by chart review. the incidence of clinical intra-abdominal desmoid tumors between groups was compared by fisher's exact test. a total of 266 patients (153 females; median age, 26 (range, 9-63) years) underwent abdominal surgery for familial adenomatous polyposis. incidental intra-abdominal desmoid tumors were identified in 34 patients: 8 at the index surgery and 26 at relaparotomy. these lesions influenced the planned procedure in eight cases (26 percent), including preventing ileoanal pouch in 3 of 19 patients in whom this was intended. the median follow-up from the time of identification of intra-abdominal desmoids was 42 (range, 2-178) months at which point four patients (11 percent) had developed clinical intra-abdominal desmoid tumors. there was no significant difference in incidence of clinical intra-abdominal desmoid tumors between mass and desmoid reaction groups ( p = 0.27). incidental intra-abdominal desmoid tumors are a common finding at relaparotomy in patients with familial adenomatous polyposis. these lesions influence planned surgery in a minority of cases. desmoid reaction may have little bearing on the subsequent development of clinically significant intra-abdominal desmoid tumors.\",\n", + " 'the aim of this retrospective observational study is to assess the association between various radiation heart dosimetric parameters (rhdps) and acute myocardial infarct (ami) and overall survival (os) outcomes in stage iii non-small cell lung cancer (nsclc) treated with definitive radiotherapy with or without chemotherapy. we identified eligible patients treated at two institutions from 2007 to 2014. we linked their electronic medical records to the national ami and death registries. we performed univariable and multivariable cox regressions analysis to assess the association between various rhdps, ami and os. 120 eligible patients were included with a median follow-up of 17.6 months. median age was 65.5 years. median prescription dose was 60⊿gy. median mean heart dose (mhd) was 12.6⊿gy. univariable analysis showed that higher mhd (hazard ratio (hr), 1.03; 95% confidence interval (ci), 1.01-1.06; p⊿=⊿.008) and volume of heart receiving at least 5⊿gy (v5) (hr, 1.01; 95% ci, 1.00-1.03; p⊿=⊿.042) were associated with increased hazards for ami. univariable analysis showed that higher mhd, v5, v25, v30, v40, v50 and dose to 30% of heart volume were associated with increased hazards for death. multivariable analysis showed that there was no statistically significant association between various rhdps and os. the incidence of ami is low among stage iii nsclc treated with definitive radiotherapy with or without chemotherapy. there is insufficient evidence to conclude that rhdps are associated with ami or os in our study.',\n", + " 'the identification of subepithelial lesions is a relatively frequent finding at endoscopy however their natural history is not well known. our aim was to analyze the role of endoscopic ultrasound (eus) in the diagnostic approach of subepithelial lesions of the upper gastrointestinal tract. retrospective study which included 324 patients undergoing upper radial eus for evaluation of subepithelial lesions from 2008 to 2014. the eus features, presumptive diagnosis and management decision were analyzed. 324 patients included, 60% with gastric subepithelial lesions, 28% oesophageal and 12% from the duodenum. based on eus features the presumptive diagnosis was: 25% gastrointestinal stromal tumor, 21% lipoma, 19% leiomyoma, 17% pancreatic rest, 7% submucosa cysts, 1% granular cell tumors, 1% carcinoids, 1% mucosa lesions and 8% not defined. after eus the suggested approach was no follow-up in 45%, follow-up with re-examination with eus in 35% and additional tissue sampling or endoscopic/surgical resection in 20%. the latter was based on eus features of risk at the diagnosis (53%), such as size ≥2 cm, hypoechogenicity, heterogeneity, lobulation, calcifications, cystic component and regional adenopathies; impossibility to define a presumptive diagnosis (39%) or eus features change at follow-up (8%). the combination of multiple features correlated with a higher probability of this recommended strategy (p < 0.001), in 100% when 4 or more features were present. among the 33 patients who underwent fine needle aspiration, in 66% the result was inconclusive. during follow-up, none of the patients who were managed with surveillance radial eus presented complications. eus is the method of choice in the study of subepithelial lesions of the upper gastrointestinal tract, in most cases defining a diagnosis. the need for a definitive diagnosis or therapeutic approaches can be based on ultrasound risk features, presented, in the majority, at presentation. this study shows that eus is capable of safely and accurately define those subepithelial lesions that can be managed only with surveillance ultrasound while waiting for better results with fine needle aspiration.',\n", + " 'the relationship between infective endocarditis (ie) and osteoarticular infections (oais) are not well known. we aimed to study the characteristics of patients with ie and oais, and the interactions between these two infections. an observational study (1993-2014) which includes two cohorts: (1) patients with ie (n = 607) and (2) patients with bacteremic oais (n = 458; septic arthritis of peripheral and axial skeleton, and vertebral and peripheral osteomyelitis). these two cohorts were prospectively collected, and we retrospectively reviewed the clinical and microbiological variables. there were 70 cases of ie with concomitant oais, representing 11.5% of ie cases and 15% of bacteremic oai cases. among cases with ie, the associated oais mainly involved the axial skeleton (n = 54, 77%): 43 were vertebral osteomyelitis (61%), mainly caused by \"less virulent\" bacteria (viridans and bovis streptococci, enterococci, and coagulase-negative staphylococci), and 15 were septic arthritis of the axial skeleton (21%), which were mainly caused by staphylococcus aureus. oais with involvement of the axial skeleton were associated with ie (adjusted or = 2.2; 95% ci 1.1-4.3) independently of age, sex, and microorganisms. among patients with ie, the associated oais mainly involve the axial skeleton. transesophageal echocardiography should be carefully considered in patients presenting with these bacteremic oais.',\n", + " 'the objective of this study was to determine the predictive value of serum hypoxia-inducible factor-1ϱ (hif-1ϱ) combined with uterine artery doppler in singleton pregnancy during 11-13+6 weeks of gestation for preeclampsia. this prospective observational study was conducted in singleton pregnant women at 11-13+6 weeks of gestation who visited the king chulalongkorn memorial hospital, faculty of medicine, chulalongkorn university for antenatal care between february 2019 and may 2020. serum hif-1ϱ levels and uterine artery doppler ultrasound were performed. pregnancy outcomes were recorded. the sensitivity, specificity, positive predictive value (ppv), and negative predictive value (npv) of these tests at the optimal cut-off values were determined to predict preeclampsia. a total of 385 participants were analyzed. of these, 31 cases had preeclampsia (8.1%), and 6 cases of them had early-onset preeclampsia (1.6%). preeclamptic women had significantly higher serum hif-1ϱ levels than normal pregnant women (median 1315.2 pg/ml vs. 699.5 pg/ml, p⊉<⊉0.001). there was no difference in the mean pulsatility (pi) of the uterine artery. serum hif-1ϱ levels were higher than 1.45 multiple of median for the gestational age as a cut-off value for predicting preeclampsia; the sensitivity, specificity, ppv, and npv were 66.7%, 71.5%, 17.2%, and 96.2%, respectively. when a combination of abnormal serum hif-1ϱ levels and abnormal uterine artery doppler pi (above the 95th percentile) were used as a predictive value to predict preeclampsia, the sensitivity, specificity, ppv, and npv were 74.2%, 67.2%, 16.6%, and 96.8%, respectively. this study showed that the serum hif-1ϱ levels with or without uterine artery doppler at 11-13+6 weeks of gestation were effective in predicting preeclampsia.',\n", + " 'delayed hyponatremia can occur after transsphenoidal pituitary tumor surgery, resulting in unexpected readmission. predictive factors for delayed hyponatremia after this type of surgery are not well established. in this retrospective study, predictive factors for delayed hyponatremia were investigated in patients undergoing transsphenoidal pituitary tumor surgery. preoperative data (demographics, comorbidities, and hormonal assessment), preoperative, intraoperative, and immediate postoperative sodium concentrations, the nadir sodium concentration on postoperative day (pod) 1-2, characteristics of pituitary tumor (size, cell type, optic chiasm compression, and cavernous sinus invasion), and intraoperative data (operation time and fluid balance) were retrospectively collected from 234 patients undergoing endoscopic transsphenoidal surgery for removal of nonfunctioning pituitary tumors. delayed hyponatremia was defined as serum sodium concentration <135 meq/l on pod 3 or later, and after discharge, postoperative sodium concentration was measured on pod 7-10. delayed hyponatremia was observed in 53 patients (22.6%). of these patients, 5 (9.4%) were readmitted because of delayed hyponatremia. in binary logistic regression analysis, age >60 years (odds ratio [or], 2.22; 95% confidence interval [ci], 1.16-4.26; p = 0.017), the nadir sodium concentration on pod 1-2 (or, 0.88; 95% ci, 0.77-0.99; p = 0.034), and operation time (or, 1.01; 95% ci, 1.00-1.02; p = 0.018) were independent risk factors for delayed hyponatremia after endoscopic transsphenoidal pituitary surgery. the incidence of delayed hyponatremia in patients with nonfunctioning pituitary tumor who underwent endoscopic transsphenoidal surgery was 22.6%. old age, low sodium concentration on pod 1-2, and long operation time were associated with the development of delayed hyponatremia in such patients.',\n", + " 'despite improvements in diagnostic and therapeutic approach to adult patients with bacterial meningitis, the overall mortality rate is still high. the aim of this study was to evaluate antibiotic timing in the course and outcome of bacterial meningitis. two hundred and eighty six patients with community-acquired bacterial meningitis aged 14 years and more were included in this retrospective cohort study. observational period was between 1 january 1990 and 31 december 2004. to assess the association of antibiotic timing and disease outcome we analyzed three timing periods (according to the onset of disease, onset of consciousness disturbance and the time of admission to hospital). analysis was also performed in a subgroup of culture positive meningitis in 176 patients with altered mental status. unfavorable outcome was found in 125 (43,7%) patients. in this group, the start of appropriate antibiotic treatment in relation to the onset of first symptoms and particularly to the onset of consciousness disturbance was significantly delayed (p = 0.018 and p < 0.001, respectively) compared to the favorable group. logistic regression analysis in a subgroup of culture positive meningitis in patients with altered mental status revealed that early adequate antibiotic treatment related to the onset of overt signs of meningitis was independently associated with favorable outcome (or = 11.19; 95% ci 4.37-32.57; p < 0.001). advanced age, lower gcs and seizures (or = 1.05, or = 1.45 and or = 3.65, respectively) were other risk factors of poor outcome. the presence of chronic diseases, pneumococcal etiology and clinical and laboratory variables which are indicators of disease severity (renal and/or liver dysfunction, hypotension and low cerebrospinal fluid glucose) were not confirmed as independent risk factors of poor outcome. our study emphasizes the importance of early and adequate antibiotic treatment in the management of bacterial meningitis which significantly enhances the chances for favorable outcome.',\n", + " \"microalbuminuria, often referred to as the urinary albumin-creatinine ratio (acr), is thought to be a reflection of increased capillary permeability associated with the systemic inflammatory response syndrome, and has been found to be predictive of outcome in several studies. therefore, we explored the usefulness of acr as a predictor of mortality, and whether there was a correlation between acr and pao2/ fio2 ratios in patients with extensive burns. a retrospective observational study was carried out on all patients with extensive burns admitted to the burns intensive care unit. all adult patients with burns of at least 40%, or those with significant inhalational injury, were included. exclusion criteria were paediatric patients or those with non-thermal processes such as stevens-johnson's syndrome. acr was measured daily, and data including pao2/ fio2 ratios were collected. the outcome studied was mortality. a total of 21 patients were studied, of which there were 7 mortalities. data were analysed using spss ver11. patient characteristic data between survivors and mortalities were similar. we did not find any correlation between trends of acr with pao2/ fio2 ratios. however, in non-survivors, there were two peaks in acr, an early peak at days 8-9, and a later peak at day 32, whereas concentrations remained stable in survivors. we conclude that while acr is useful as a predictor of mortality and that mean acr of more than 20 mg mmol(-1)is associated with poorer outcome, changes in acr do not reflect changes in the patients' immediate clinical conditions.\",\n", + " 'bradykinin-mediated angioedema is characterized by transient attacks of localized edema of subcutaneous or submucosal tissues and can be life-threatening when involving the upper airways. the aim of this study was to determine the features of acute attacks that might be associated with admission to an icu. we carried out a retrospective, multicenter, observational study in consecutive patients attending one of six reference centers in france for acute bradykinin-mediated angioedema attacks. patients had been hospitalized for an acute episode at least once previously. acute attacks requiring icu admission were compared with acute attacks that had not required icu admission. overall, 118 acute attacks in 31 patients were analyzed (10 patients with hereditary angioedema, 19 patients with angiotensin-converting enzyme inhibitor-induced angioedema, and two patients with acquired c1-inhibitor deficiency angioedema). in multivariate analysis, upper airway involvement, corticosteroid, and c1-inhibitor concentrate administration were associated with icu admission. seven episodes (18%) needed airway protection. the evolution was favorable in 38 of 39 attacks warranting icu admission: patients were able to get out of the service (mean icu stay 4±5 days). one death was observed by asphyxiation because of laryngeal swelling. upper airway involvement is an independent risk factor for icu admission. corticosteroid use, which is an ineffective treatment, and c1-inhibitor concentrate use are factors for icu admission. the presence of upper airway involvement should be a warning signal that the attack may be severe.',\n", + " 'the coronavirus disease 2019 (covid-19) has been shown to involve the gastrointestinal tract, which implies bacterial translocation and endotoxemia. the aim of this study was to evaluate the role of extracorporeal endotoxin removal by polymyxin b hemoperfusion (pmx-hp), in the treatment of patients with covid-19 and secondary bacterial infection. we conducted a subgroup analysis of a multicenter, multinational, prospective, and observational web-based database (euphas2 registry). we included 12 patients with severe acute respiratory syndrome coronavirus 2 infection confirmed by real-time reverse transcriptase-polymerase chain reaction from nasal/oral swab, admitted to the intensive care unit between february and may 2020, who were affected by septic shock and received pmx-hp as per clinical indication of the attending physician. septic shock was diagnosed in nine patients (75%), with a median time between symptoms onset and pmx-hp treatment of 16 (14-22) days. we identified gram-negative bacteria in most of the microbiological cultures (n = 17, 65%), followed by gram-positive bacteria in (n = 4, 15%), fungi (n = 3, 12%) and no growth (n = 2, 8%). sequential organ failure assessment (sofa) score progressively improved over the next 120 hours following pmx-hp and it was associated with median endotoxin activity assay (eaa) decrease from 0.78 [0.70-0.92] at t0 to 0.60 [0.44-0.72] at t120 (p = .245). a direct correlation was observed between sofa score and eaa. lung injury score decreased and was associated with hemodynamic improvement over the same period. no statistically significant difference was observed for rifle score at each time point. nine out of 12 patients (75%) required continuous renal replacement therapy because of acute kidney injury. in a series of consecutive covid-19 patients with endotoxic shock, pmx-hp was associated with organ function recovery, hemodynamic improvement, and contemporary eaa level reduction. no pmx-hp-related complications were observed.',\n", + " 'blood transfusion has always been an important route for chagas disease (cd) transmission. the high prevalence of cd in latin america and its lifelong asymptomatic clinical picture pose a threat for the safety of the blood supply. the outcome of measures designed to improve transfusion safety can be assessed by evaluating the prevalence of cd among multitransfused patients in order to assess the impact of cd control measures on the safety of the blood supply, an observational cross-sectional study was designed to determine the prevalence of cd in 351 highly transfused patients, in which vectorial transmission was excluded. this study compared patients that received transfusion products before (n = 230) and after (n = 121) 1997, when measures to control transfusion-transmitted cd were fully implemented in brazil. the study group consisted of 351 patients exposed to high numbers of blood products during their lifetime (median number of units transfused = 51, range 10-2086). a higher prevalence of transfusion-transmitted cd (1.30%) was observed among multitransfused patients that received their first transfusion before 1997, compared with no cases of transfusion-transmitted cd among multitransfused patients transfused after that year. the magnitude of the exposure to blood products was similar among both groups (mean number of units transfused per year of exposure = 25.00 +/- 26.46 and 23.99 +/- 30.58 respectively; p = 0.75, mann-whitney test). multiple initiatives aimed to control vector and parental transmission of cd can significantly decrease transfusion-transmitted cd in brazil. our data suggest that mandatory donor screening for cd represents the most important measure to interrupt transmission of cd by blood transfusions.',\n", + " 'during infancy, this 50-year-old man with a previously undiagnosed multiple congenital anomalies/intellectual disability (mca/mr) syndrome had grossly symptomatic hypercalcemia and was (briefly) thought to have williams syndrome. results of studies with the cytogenetic methods of the 1960s and 1970s were apparently normal. he matured late, but is high-functioning and healthy. over 50 years he remained a diagnostic enigma. thus, it came as a surprise when recent high-resolution banding methods showed an abnormality of the terminal portion of 13q, determined on array-comparative genomic hybridization to constitute an unbalanced chromosome rearrangement with a 0.35⊉mb loss of 13q34-ter and 7.67⊉mb gain of 14q32.2q32.33 translocated to 13q34. this apparently de novo genomic abnormality must be presumed as the cause of this previously undescribed mca/mr syndrome which, however, may remain a private syndrome in this family. williams syndrome was ruled out, and presently it is not possible to ascribe this patient\\'s severely symptomatic infantile hypercalcemia to any gene on the deleted or duplicated chromosome segments. this \"case\" does underscore the importance of re-studying previously obscure but evidently genetic conditions, of long-term follow-up and documentation of natural history, and of providing, at last, a causal explanation to the family.',\n", + " 'atrioventricular valve regurgitation (avvr) influences morbidity and mortality in the atrioventricular canal defect (avc). fetal cardiac structures are subject to hemodynamic changes, as well as growth and maturation during gestation, which may alter the degree of avvr and affect prognosis. we sought to investigate the frequency of change in degree of avvr documented by fetal echocardiography (echo) between different periods of gestational age. subjects with avc seen in the fetal heart program between january 2008 and september 2010 were identified. degree of avvr was assessed by color doppler imaging and categorized as grade 0 (no avvr), grade 1 (hemodynamically insignificant avvr = trivial or mild), and grade 2 (hemodynamically important avvr = ≥moderate). levels of avvr between periods were compared. forty-three fetuses were analyzed. overall, 60% had no change, 14% had a decrease, and 26% had an increase in avvr grade. two fetuses progressed from grade 0 or 1 to grade 2, while one fetus decreased from grade 2 to grade 0. trisomy 21 and heterotaxy syndrome were not risk factors for avvr progression. transitional and incomplete canal defects may be more susceptible to avvr progression. sixty percent of fetuses with avc will not exhibit progression of avvr between the second and third trimesters of gestation. in those who exhibit change, it is most often within a hemodynamically insignificant range between none and mild regurgitation (grades 0 and 1). these findings have implications for the counseling, follow-up, and delivery plans of the fetus with avc defect.',\n", + " 'rationale: nonexpandable lung is a recognized phenomenon that can create management challenges in patients with mesothelioma. its prevalence and clinical importance are unknown.objectives: the aim of this study was to describe the prevalence of nonexpandable lung and to evaluate whether there was any association between nonexpandable lung and survival in a clinical cohort of patients with mesothelioma.methods: this was a prospective, observational cohort study of patients with mesothelioma who were seen in a single center between march 1, 2008, and august 3, 2017. baseline characteristics were collected at diagnosis. serial chest radiographs were assessed for the presence of pleural effusions and nonexpandable lung (defined as a lack of lung expansion after pleural aspiration or drainage). patients were followed until they died or were censored on march 14, 2019.results: of 229 patients, 192 (82.7%) had a pleural effusion at presentation, and nonexpandable lung was observed in 64 of these 192 patients (33.3%). breathlessness and cough were more frequent in patients with pleural effusions, especially in those with underlying nonexpandable lung, whereas chest pain was more prevalent in patients without effusions. patients with pleural effusions, both with and without underlying nonexpandable lung, were more likely to have epithelioid or early-stage disease and to receive chemotherapy than patients with no pleural effusion. nonexpandable lung was an independent risk factor for short survival, with a hazard ratio for mortality of 1.80 (95% confidence interval, 1.16-2.80) compared with patients without nonexpandable lung. the presence of a pleural effusion did not appear to be associated with a worse prognosis compared with patients with an effusion (adjusted hazard ratio, 1.86; 95% confidence interval, 0.93-3.72).conclusions: this is the first study to describe the prevalence and clinical implications of nonexpandable lung in mesothelioma. it demonstrates that nonexpandable lung is a relatively common phenomenon that is associated with significant symptomatology and shorter survival.keywords: mesothelioma; nonexpandable lung; pleural effusion.',\n", + " \"glycogen storage disease type vi (gsd-vi; also known as hers disease, liver phosphorylase deficiency) is caused by mutations in the gene coding for glycogen phosphorylase (pygl) leading to a defect in the degradation of glycogen. since there are only about 40 patients described in literature, our knowledge about the course of the disease is limited. in order to evaluate the long-term outcome of patients with gsd-vi, an observational retrospective case study of six patients was performed at the university children's hospital zurich. the introduction of small, frequent meals as well as cornstarch has led to normal growth in all patients and to normalization of liver transaminases in most patients. after starting the dietary regimen, there were no signs of hypoglycemia. however, three of six patients showed persistent elevation of triglycerides. further, we identified four novel pathogenic pygl mutations and describe here their highly variable impact on phosphorylase function.conclusions: after establishing the diagnosis, dietary treatment led to metabolic stability and to prevention of hypoglycemia. molecular genetics added important information for the understanding of the clinical variability in this disease. while outcome was overall excellent in all patients, half of the patients showed persistent hypertriglyceridemia even after initiating treatment.what is known:⊢ glycogen storage disease type vi (gsd-vi) is a metabolic disorder causing a defect in glycogen degradation. dietary treatment normally leads to metabolic stability and prevention of hypoglycemia.⊢ however, our knowledge about the natural course of patients with gsd-vi is limited.what is new:⊢ while outcome was overall excellent in all patients, half of the patients showed persistent hypertriglyceridemia even after initiating treatment.⊢ molecular genetics added important information for the understanding of the clinical variability in this disease.\",\n", + " 'to describe clinical characteristics of diabetes mellitus (dm) in a group of patients with wolfram syndrome (ws). descriptive, cross-sectional observational design. the sample consisted of 50 patients diagnosed with ws. clinical criteria contributing to ws diagnosis were analyzed: diabetes mellitus (dm), optic nerve atrophy (oa), sensorineural deafness, urological and neurological dysfunction, among others. these parameters were assessed according to their presence/absence, age of onset, and various clinical-analytical parameters. all the patients studied presented dm and oa, with a mean age of onset of 5.4⊉±⊉.9 (1-14) years and 9⊉±⊉.9 (1-16) years, respectively. the remaining criteria were present with a variable frequency: 77% had diabetes insipidus, 66.7% auditory alterations, 77.8% neurogenic bladder, 61.1% neurological involvement, and 27.8% hypogonadism. a 16.7% of the patients had positive albuminuria (urinary albumin/creatinine ratio⊉>⊉30⊉mg/g) and 72.2% had hyporreflexia. there were no significant differences in the age of diagnosis nor of the presence of different pathologies according to sex. the early presence of a non-autoimmune insulin dependent dm, should alert us of an \"infrequent\" diabetes syndrome. wolfram\\'s presumptive diagnosis could be established if juvenile-onset dm occurs concomitantly with oa, and this visual impairment is not attributable to diabetic retinopathy. despite the long period of evolution of dm and altered values of hba1c, the prevalence of microvascular complications in the sample are low.',\n", + " 'no comprehensive information exists nationwide about the familial prevalence and age of rearranged during transfection (ret) germline mutations. the current investigation was undertaken to provide such natural history data which are urgently needed to enable factual decision-making about dna-based screening programmes for ret germline mutations. descriptive study drawn on countrywide referrals to a specialist surgical centre. included were 452 patients from 141 german ret families: 277 carriers referred for pre-emptive or therapeutic surgery, and 175 additional carriers or relatives with endocrine tumours associated with multiple endocrine neoplasia type 2 (men2). key variables included familial prevalence, phenotype and latest year of birth of ret germline mutations. results a total of 26 different ret germline mutations were identified among the 141 ret families: c634r (21%); m918t (15%); c634y (9%); l790f/ttg-->ttt (8%), y791f (7%), v804m (6%); c620r and c634f (5% each); l790f/ttg-->ttc and c634s/tgc-->tcc (4% each); c618s/tgc-->agc, c634g and s891a (2% each); c618f and e768d (1% each); and in < 1% each: c609g, c611f, c611y, c618g, c618y, c620s/tgc-->agc, c620s/tgc-->tcc, c620y, c630r, d631y and v804l. most of these differences in prevalence rates, seemingly, were caused by recent spontaneous mutations in the germline. with rare exceptions, longstanding transmission was noted in at least one ret family per affected codon. many germline mutations were traceable back to the early 20th, and a few even to the 19th century. these data reveal the potential of dna-based screening of all relevant ret exons, especially for index patients with solitary, seemingly sporadic disease.',\n", + " 'myhre syndrome, a connective tissue disorder characterized by deafness, restricted joint movement, compact body habitus, and distinctive craniofacial and skeletal features, is caused by heterozygous mutations in smad4. cardiac manifestations reported to date have included patent ductus arteriosus, septal defects, aortic coarctation and pericarditis. we present five previously unreported patients with myhre syndrome. despite varied clinical phenotypes all had significant cardiac and/or pulmonary pathology and abnormal wound healing. included herein is the first report of cardiac transplantation in patients with myhre syndrome. a progressive and markedly abnormal fibroproliferative response to surgical intervention is a newly delineated complication that occurred in all patients and contributes to our understanding of the natural history of this disorder. we recommend routine cardiopulmonary surveillance for patients with myhre syndrome. surgical intervention should be approached with extreme caution and with as little invasion as possible as the propensity to develop fibrosis/scar tissue is dramatic and can cause significant morbidity and mortality.',\n", + " 'juvenile myelomonocytic leukemia (jmml) is a pediatric myeloproliferative neoplasm that arises from malignant transformation of the stem cell compartment and results in increased production of myeloid cells. somatic and germline variants in cbl (casitas b-lineage lymphoma proto-oncogene) have been associated with jmml. we report an incompletely penetrant cbl y371c mutation discovered by whole-exome sequencing in three individuals with jmml in a large pedigree with 35 years of follow-up. the y371 residue is highly evolutionarily conserved among cbl orthologs and paralogs. in silico bioinformatics prediction programs suggested that the y371c mutation is highly deleterious. protein structural modeling revealed that the y371c mutation abrogated the ability of the cbl protein to adopt a conformation that is required for ubiquitination. clinically, the three mutation-positive jmml individuals exhibited variable clinical courses; in two out of three, primary hematologic abnormalities persisted into adulthood with minimal clinical symptoms. the penetrance of the cbl y371c mutation was 30% for jmml and 40% for all leukemia. of the 8 mutation carriers in the family with available photographs, only one had significant dysmorphic features; we found no evidence of a clinical phenotype consistent with a \"cbl syndrome\". although cbl y371c has been previously reported in familial jmml, we are the first group to follow a complete pedigree harboring this mutation for an extended period, revealing additional information about this variant\\'s penetrance, function and natural history.',\n", + " 'in a population sample of 501 persons aged 75 to 86 years, doppler echocardiography uncovered moderate or severe aortic valve stenosis in 8.8% of women and 3.6% of men. severe aortic valve stenosis predicted a four-fold-age- and sex-adjusted risk of death within 4 years of diagnosis, and mortality tended to be increased also with moderate lesions; mild aortic valve stenosis had a favorable outcome.',\n", + " \"to describe the evolution of imaging characteristics of solitary cerebral cysticercal lesions (sccl) on serial mri, and to study the effect of treatment with albendazole. randomised controlled prospective trial. 123 patients with new-onset seizures and sccl on contrast mri were randomised to treatment with albendazole and followed with up to five serial mris. 81 patients (m - 41, f - 40) with mean age of 19.6+/-11.7years and 4 or 5 serial mri were included in the analysis. analysis was performed on 356 mri's. scolex was seen in 61.9% of patients in postcontrast t1 sequence in the first mri study, and there was a significant drop in visibility from the next scan onwards. cyst contents were initially t1-hypointense and t2-hyperintense with inversion on flair in 30.8% and later scans showed t2-hypointensity. cyst wall characteristics changed significantly from initially t2-hypointensity to later hyperintense rim. initial scan revealed perilesional oedema in 98.5%, which is resolved by the second scan. around 17.5% showed subtle perilesional t2-hyperintensity in follow-up scans. enhancement pattern changed significantly from ring to disc, and later to non-enhancement. initially, 69.7% lesions were in colloid-vesicular stage. lesions moved through subsequent stages of cyst degeneration: time needed for this process is described. imaging characteristics, both on the first and on subsequent scans, did not differ between albendazole and control groups. evolution of sccl follows a predictable sequence corresponding to morphologic stages described earlier, taking over a year to complete. contrast enhancement decreases as degeneration progresses, but some calcific lesions continue to enhance. albendazole therapy may hasten resolution of inflammation around the lesion but affects neither the morphology of the cysticercus nor the process of degeneration and subsequent healing.\",\n", + " 'the purpose of this study was to evaluate a population-based radiographic hip surveillance programme for children with cerebral palsy (cp) and to assess the natural history of hip displacement. the study comprised 335 children (188 males, 147 females), born during 2002 to 2006 in the 10 south-eastern counties in norway. their mean age at the first radiograph was 3 years (range 6mo-7y 11mo) and the mean age at the most recent follow-up was 5 years 5 months. distribution according to cp type was spastic hemiplegia in 38%, diplegia in 27%, quadriplegia in 21%, dyskinesia in 10%, and ataxia in 3%; gross motor function classification system (gmfcs) levels i to v were, 44%, 14%, 8%, 11%, and 23% respectively. migration percentage (mp), acetabular index, and pelvic obliquity were measured on the radiographs. hip displacement (mp>33%) occurred in 26% of all children (subluxation in 22% and dislocation in 4%) and in 63% of those in gmfcs levels iv or v. dislocation occurred in 14 children at a mean age of 4 years 5 months (range 1y 10mo-9y 7mo). the mean migration percentage was 20.4% at the initial radiographs and 34.0% at the last follow-up. mean progression in migration percentage increased markedly with decreasing functional level, from 0.2% per year at gmfcs level i to 9.5% at level v. there is a pronounced trend towards hip displacement in nonambulant children. close surveillance from age 1 to 2 years is needed to find the appropriate time for preventive surgery. since 12% of the nonambulant children developed dislocation, our routines for hip surveillance need improvement.',\n", + " 'the natural history, prognostication and optimal treatment of richter transformation developed from chronic lymphocytic leukemia (cll) are not well defined. we report the clinical characteristics and outcomes of a large series of biopsy-confirmed richter transformation (diffuse large b-cell lymphoma or high grade b-cell lymphoma, n=204) cases diagnosed from 1993 to 2018. after a median follow up of 67.0 months, the median overall survival (os) was 12.0 months. patients who received no prior treatment for cll had significantly better os (median 46.3 vs. 7.8 months; p<0.001). patients with elevated lactate dehydrogenase (median 6.2 vs. 39.9 months; p<0.0001) or tp53 disruption (median 8.3 vs. 12.8 months; p=0.046) had worse os than those without. immunoglobulin heavy chain variable region gene mutation, cell of origin, myc/bcl-2 double expression and myc/bcl2/bcl6 double-/triple-hit status were not associated with os. in multivariable cox regression, elevated lactate dehydrogenase [hazard ratio (hr) 2.3, 95% confidence interval (ci): 1.3-4.1; p=0.01], prior cll treatment (hr 2.0, 95%ci: 1.2-3.5; p=0.01), and older age (hr 1.03, 95%ci: 1.01-1.05; p=0.01) were associated with worse os. twenty-four (12%) patients underwent stem cell transplant (20 autologous and 4 allogeneic), and had a median post-transplant survival of 55.4 months. in conclusion, the overall outcome of richter transformation is poor. richter transformation developed in patients with untreated cll has significantly better survival. stem cell transplant may benefit select patients.',\n", + " 'the mayo natural history model has been used widely as a tool to estimate prognosis in patients with primary biliary cirrhosis (pbc), particularly liver transplant candidates. we present an abbreviated model in which a tabular method is used to approximate the risk score, which may be incorporated in the minimal listing criteria for liver transplant candidates. data used in the development and validation of the original mayo model were derived from 418 patients with well-characterized pbc. to construct an abbreviated risk score in a format similar to that of child-turcotte-pugh score, 1 to 3 cut-off criteria were determined for each variable, namely age (0 point for <38, 1 for 38 to 62 and 2 for >/=63 years), bilirubin (0 point for <1, 1 for 1 to 1.7, 2 for 1.7 to 6.4, and 3 for >6.4 mg/dl), albumin (0 point for >4.1, 1 for 2.8 to 4.1, and 2 for <2.8 g/dl), prothrombin time (1 point for normal and 2 for prolonged) and edema (0 point for absent and 1 for present). the intervals between these criteria were chosen in a way to enable a meaningful classification of patients according to their risk for death. this score is highly correlated with the original risk score (r = 0.93; p <.01). the kaplan-meier estimate at 1 year was 90.6% in patients with a score of 6. the abbreviated risk score is a convenient method to quickly estimate the risk score in patients with pbc. an abbreviated score of 6 may be consistent with the current minimal listing criteria in liver transplant candidates.',\n", + " 'oral infection with human papillomavirus (hpv) is likely to underpin the rapidly rising incidence of oropharyngeal squamous cell carcinoma; however, there are few data describing the natural history of oral hpv infection. we recruited 704 participants aged 20 to 70⊉years from worksites, universities and primary care practices in brisbane, australia. participants completed questionnaires at baseline, 12 and 24⊉months and donate four saliva samples at baseline, 6, 12 and 24 months for hpv polymerase chain reaction testing and typing. we estimated the prevalence of oral hpv infection at baseline, incidence of new infections among those hpv-negative at baseline, clearance rate and persistent infections. at baseline, 10.7% of participants had oral hpv infections from 26 different hpv types. sexual behaviours were associated with oral hpv infection, including more partners for passionate kissing (29 or more; odds ratio [or] 3.4, 95% confidence interval [ci] 1.5-8.0), and giving and receiving oral sex (16 or more; or 5.4, 95% ci 1.6-17.7 and or 5.6, 95% ci 1.6-18.7, respectively). of 343 participants, hpv-free at baseline and with subsequent saliva samples, 87 (25%) acquired new infections over the 24⊉months. sixty-eight of 87 people included in the clearance analysis (78%) cleared their oral hpv infections. clearance was associated with being a nonsmoker (or 12.7, 95% ci 1.3-122.8), and no previous diagnosis of a sexually transmitted infection (or 6.2, 95% ci 2.0-19.9). new oral infections with hpv in this sample were not rare. although most infections were cleared, clearance was not universal suggesting a reservoir of infection exists that might predispose to oropharyngeal carcinogenesis.',\n", + " 'left ventricular outflow tract gradients are absent in an important proportion of patients with hypertrophic cardiomyopathy (hcm). however, the natural course of this important patient subgroup remains largely unresolved. the authors systematically employed exercise (stress) echocardiography to define those patients without obstruction to left ventricular outflow at rest and/or under physiological exercise and to examine their natural history and clinical course to create a more robust understanding of this complex disease. we prospectively studied 573 consecutive hcm patients in 3 centers (44 ± 17 years; 66% male) with new york heart association functional class i/ii symptoms at study entry, including 249 in whom left ventricular outflow tract obstruction was absent both at rest and following physiological exercise (<30 mm hg; nonobstructive hcm) and retrospectively assembled clinical follow-up data. over a median follow-up of 6.5 years, 225 of 249 nonobstructive patients (90%) remained in classes i/ii, whereas 24 (10%) developed progressive heart failure to new york heart association functional classes iii/iv. nonobstructive hcm patients were less likely to experience advanced limiting class iii/iv symptoms than the 324 patients with outflow obstruction (1.6%/year vs. 7.4%/year rest obstruction vs. 3.2%/year provocable obstruction; p < 0.001). however, 7 nonobstructive patients (2.8%) did require heart transplantation for progression to end stage versus none of the obstructive patients. hcm-related mortality among nonobstructive patients was low (n = 8; 0.5%/year), with 5- and 10-year survival rates of 99% and 97%, respectively, which is not different from expected all-cause mortality in an age- and sex-matched u.s. population (p = 0.15). hcm patients with nonobstructive disease appear to experience a relatively benign clinical course, associated with a low risk for advanced heart failure symptoms, other disease complications, and hcm-related mortality, and largely without the requirement for major treatment interventions. a small minority of nonobstructive hcm patients progress to heart transplant.',\n", + " 'marburg virus (marv; family filoviridae) causes sporadic outbreaks of marburg hemorrhagic fever in sub-saharan africa with case fatality rates reaching 90%. wild-type filoviruses, including marv and the closely related ebola virus, are unable to suppress the type i interferon response in rodents, and therefore require adaptation of the viruses to cause disease in immunocompetent animals. in the current study, we demonstrate that stat2 knockout syrian hamsters are susceptible to infection with different wild-type marv variants. marv musoke causes a robust and systemic infection resulting in lethal disease. histopathological findings share features similar to those observed in human patients and other animal models of filovirus infection. reverse-transcription polymerase chain reaction analysis of host transcripts shows a dysregulation of the innate immune response. our results demonstrate that the stat2 knockout hamster represents a novel small animal model of severe marv infection and disease without the requirement for virus adaptation.',\n", + " 'there is emerging evidence that early trauma-induced coagulopathy (tic) is mechanistically linked to disruption of the vascular endothelium and its glycocalyx, assessed by thrombomodulin and syndecan 1, respectively. this study evaluated if degradation of the endothelial glycocalyx and ensuing release of its heparin-like substances induce autoheparinization and thereby contributes to tic. prospective observational study of 77 trauma patients admitted to a level i trauma center having blood sampled at admission. data on demography, hematology, injury severity score, transfusion requirements, 30-day mortality, and thrombelastography (teg, concurrent kaolin-activated/kaolin-heparinase-activated) were recorded. retrospective analysis of plasma/serum for biomarkers reflecting endothelial glycocalyx and cell damage (syndecan 1, thrombomodulin), tissue injury (histone-complexed dna fragments), sympathoadrenal activation (adrenaline, noradrenaline), coagulation activation/anticoagulation (prothrombin fragment 1+2, fibrinogen, von willebrand factor, factor xiii, antithrombin, protein c, activated protein c, tissue factor pathway inhibitor), fibrinolysis (tissue-type plasminogen activator, plasminogen activator inhibitor 1) and inflammation (interleukin 6, terminal complement complex). stratification of patients was according to the degree of teg-measured heparinization. four patients (5.2%) displayed evidence of high-degree autoheparinization, and these patients had higher injury severity score (median [interquartile range], 31 [26-37] vs. 17 [10-26]), increased glucose (median, 13.6 vs. 8.0 mmol/l), and lower hemoglobin level (median, 5.8 vs. 8.4 mmol/l) and received more transfusions during the first 1 hour (median, 5 vs. 0) and 24 hours (median, 10 vs. 0) (all p < 0.05). importantly, patients with autoheparinization had fourfold higher syndecan 1 levels (median [interquartile range], 116 ng/ml [78-140 ng/ml] vs. 31 ng/ml [18-49 ng/ml]), and they had higher international normalized ratio (median, 1.4 vs. 1.1), thrombomodulin (median, 4.1 vs. 1.7 ng/ml) and interleukin 6 (median, 129 vs. 71 pg/ml) but lower protein c (85% vs. 109%) (all p < 0.05), indicating profound endothelial damage, coagulopathy and inflammation. five percent of the patients with trauma in the present study had evidence of acute endogenous coagulopathy with autoheparinization by teg, which appeared mechanistically linked to endothelial glycocalyx degradation. acute endogenous autoheparinization may contribute to tic. prognostic study, level iii.',\n", + " 'lipomatosis of nerve (ln) is a condition of massive peripheral nerve enlargement due to proliferation of fibrous and adipose tissue within the nerve, the natural history of which is currently unknown. we measured the pattern of growth in individuals with long-term radiologic follow-up. review of the searchable records for ln at our institution found 52 patients, confirmed by pathology or pathognomic appearance on mri. ten patients had serial mri of the same anatomic region for more than 2 years of clinical follow-up. volumetric analysis was performed using regions of interest on serially imaged segments of affected nerves. adjustment for skeletal growth was performed for pediatric patients. ln enlarged in 7 of 10 individuals, often both longitudinally along the nerve and in cross-sectional volume. regarding cross-sectional volume, 2 of the 10 patients demonstrated volume growth more than doubling and 5 additional patients had a >20% increase in nerve volume; the remaining 3 patients were quiescent, where change in the nerve volume was within the error range of volumetric analysis. all cases with growth remained >20% after adjustment for skeletal growth. five of 10 individuals had longitudinal extension, even with correction for skeletal growth. more significant growth was noted in younger patients (p=0.02). growth rates more than 5% per year correlated with surgery, without statistical significance in this small population (p=0.14). serial mri reveals progressive enlargement of ln. the rate of growth was more profound in youth, but also occurred in early adulthood.',\n", + " 'encephalitis, the inflammation of the brain, may be caused by an infection or an autoimmune reaction. however, few researches were focused on the gut microbiome characteristics in encephalitis patients. a prospective observational study was conducted in an academic hospital in guangzhou from february 2017 to february 2018. patients with encephalitis were recruited. fecal and serum samples were collected at admission. healthy volunteers were enrolled from a community. disease severity scores were recorded by specialized physicians, including glasgow coma scale (gcs), sequential organ failure assessment (sofa), and acute physiology and chronic health evaluation-ii (apache-ii). 16s rrna sequence was performed to analyze the gut microbiome, then the ϱ-diversities and ϲ-diversities were estimated. short-chain fatty acids (scfas) were extracted from fecal samples and determined by gas chromatography-mass spectrometry. serum d-lactate (d-la), intestinal fatty acid-binding protein (ifabp), lipopolysaccharide (lps), and lipopolysaccharide-binding protein (lbp) were measured by enzyme-linked immunosorbent assay (elisa). the associations among microbial indexes and clinical parameters were evaluated by spearman correlation analysis. in total, twenty-eight patients were recruited for analysis (median age 46 years; 82.1% male; median gcs 6.5; median sofa 6.5; median apache-ii 14.5). twenty-eight age- and sex-matched healthy subjects were selected as controls. the ϲ-diversities between patients and healthy subjects were significantly different. the ϱ-diversities did not show significant differences between these two groups. in the patient group, the abundances of bacteroidetes, proteobacteria, and bacilli were significantly enriched. accordingly, fecal scfa levels were decreased in the patient group, whereas serum d-la, ifabp, lps, and lbp levels were increased compared with those in healthy subjects. correlation analyses showed that disease severity had positive correlations with proteobacteria and akkermansia but negative correlations with firmicutes, clostridia, and ruminococcaceae abundances. the cerebrospinal fluid albumin-to-serum albumin ratio (csar) was positively related to the ϱ-diversity but negatively correlated with the fecal butyrate concentration. gut microbiota disruption was observed in encephalitis patients, which manifested as pathogen dominance and health-promoting commensal depletion. disease severity and brain damage may have associations with the gut microbiota or its metabolites. the causal relationship should be further explored in future studies.',\n", + " 'kaposi sarcoma (ks)-associated herpesvirus (kshv)-associated multicentric castleman disease (mcd) is a relapsing and remitting systemic lymphoproliferative disorder characterized by severe inflammatory symptoms most common among people living with hiv (plwh). patients with kshv-mcd may present with concurrent kshv-associated diseases, such as ks and/or primary effusion lymphoma (pel). we evaluated clinical and immunologic characteristics, the effects of concurrent kshv malignancies, and treatments from the largest prospective natural history study of participants with kshv-mcd within the united states. treatment options administered at investigator discretion included high-dose zidovudine with valganciclovir (azt/vgc), rituximab, or rituximab with liposomal doxorubicin (r-dox) during kshv-mcd flares. survival analyses and prognostic factors were explored for all participants. sixty-two participants with hiv were enrolled, including 20 with kshv-mcd alone, 34 with kshv-mcd and ks, 1 with kshv-mcd and pel, and 7 with all kshv-associated diseases. forty-four percent of kshv-mcd diagnoses were made at our institution. forty-four participants received rituximab-based therapies, 20 of whom had maintenance azt/vgc or interferon. participants receiving r-dox and then maintenance azt/vgc had the highest 5-year progression-free survival (89%). cytokine profiles during kshv-mcd flares did not differ by the presence of concurrent kshv-associated diseases. the 10-year survival was 71% (95% confidence interval [ci], 56% to 82%) for all participants. a concurrent diagnosis of pel negatively impacted survival (pel hazard ratio, 5.4; 95% ci, 1.8 to 16.8). kshv-mcd is an underdiagnosed condition among plwh, including those with ks. kshv-mcd has an excellent prognosis with appropriate treatment. physicians should be alert for patients with multiple kshv diseases, which impact optimal treatment and survival outcomes. this study was registered at www.clinicaltrials.gov as #nct00099073.',\n", + " \"there has been no report on the clinical features or natural history of autoimmune hemolytic anemia (aiha) in the korean adult population. this study retrospectively analyzed the clinical characteristics and long-term outcomes of aiha in the korean adults. patients newly diagnosed with aiha between january 1994 and december 2010 at chungnam national university hospital were enrolled. patient characteristics at diagnosis, response to treatment, and the natural course of the disease were documented. thirty-two patients (31 females and 1 male) with a median age of 48 years (range, 17-86) were enrolled. of these, 21.9% were initially diagnosed with secondary aiha. thirteen patients (40.6%) were initially diagnosed with evans' syndrome. of the 29 patients who were placed on therapy, 27 (93.1%) showed a partial response or better. nevertheless, 1 year after initiating treatment, 80% of the patients were still treatment-dependent. during follow-up (median length 14 months; range, 0.5-238), 14 of 25 patients (56.0%) who were initially diagnosed with primary warm antibody aiha were found to have systemic lupus erythematosus (sle). median time to conversion to sle was 8.0 months (95% ci, 4.3-11.7), and the probabilities of conversion at 12 and 24 months were 63% and 91%, respectively. younger age (<60 years) and a positive fluorescent anti-nuclear antibody test were associated with a higher probability of sle conversion (p=0.01 and p<0.001, respectively). primary aiha is rare. regular, vigilant testing for sle is required in patients initially diagnosed with aiha.\",\n", + " 'a retrospective analysis of patients with lipomyelomeningocele cared for at two referral centers was completed to derive relationships between neurological function and patient age. thirty-seven percent of 177 patients had intact neurological function on initial examination. neurological deficits were progressive and linked with a logarithmic relationship to increasing patient age. each child with intact examination retained normal bladder function following lipomyelomeningocele repair and release of cord tethering; complications of surgery were limited. our analysis suggests that surgery on patients with intact function offers greater long-term protection of critical function than is offered by conservative management and expectant care. we recommend repair of lipomyelomeningocele at the time of diagnosis regardless of patient age or neurological function.',\n", + " 'invasive fungal infection (ifi) is associated with high morbidity and high mortality in hematopoietic stem cell transplantation (hsct) patients. the purpose of this study was to assess the characteristics and outcomes of hsct patients with ifis who are undergoing mv at a single institution in taiwan. we performed an observational retrospective analysis of ifis in hsct patients undergoing mechanical ventilation (mv) in an intensive care unit (icu) from the year 2000 to 2009. the characteristics of these hsct patients and risk factors related to ifis were evaluated. the status of discharge, length of icu stay, date of death and cause of death were also recorded. there were 326 hsct patients at the linkou chang-gung memorial hospital (taipei, taiwan) during the study period. sixty of these patients (18%) were transferred to the icu and placed on mechanical ventilators. a total of 20 of these 60 patients (33%) had ifis. multivariate analysis indicated that independent risk factors for ifi were admission to an icu more than 40 days after hsct, graft versus host disease (gvhd), and high dose corticosteroid (p < 0.01 for all). the overall icu mortality rate was 88% (53 of 60 patients), and was not significantly different for patients with ifis (85%) and those without ifis (90%, p = 0.676). there was a high incidence of ifis in hsct patients requiring mv in the icu in our study cohort. the independent risk factors for ifi are icu admission more than 40 days after hsct, gvhd, and use of high-dose corticosteroid.',\n", + " 'hypertrophic cardiomyopathy is a disease entity characterized by marked heterogeneity in morphology and natural history. most of our knowledge of the natural history of this disorder derives from the study of hospital-based populations and is influenced by referral bias. therefore, this population-based study was undertaken to examine the natural history of hypertrophic cardiomyopathy among unselected residents of olmsted county, minnesota. patients with hypertrophic cardiomyopathy, confirmed by echocardiography, were identified by use of the resources of the rochester epidemiology project. patients with the echocardiographic features of hypertrophic cardiomyopathy but with long-standing hypertension requiring drug therapy were categorized as having hypertensive hypertrophic cardiomyopathy. baseline clinical details and follow-up events were obtained by retrospective chart review. thirty-seven patients were diagnosed with hypertrophic cardiomyopathy and 24 with hypertensive hypertrophic cardiomyopathy. eight additional patients were first diagnosed at autopsy. the mean age of the 37 patients with hypertrophic cardiomyopathy was 59 +/- 20 years (range, 1 week to 92 years); the mean ventricular septal thickness was 17.5 +/- 3 mm. follow-up was obtained for a median of 7.7 years (range, 45 days to 17.2 years). the 1- and 5-year survival rates were 95% and 92%, respectively; these rates did not differ from those of an age- and sex-matched population (p = ns). the annual risk of cardiac death was 0.7%. the mean age of patients with hypertensive hypertrophic cardiomyopathy was 79 +/- 8 years (range, 62 to 91 years), and the mean ventricular septal thickness was 19 +/- 2.5 mm. follow-up was obtained for a median of 2.8 years (range, 4 days to 16.7 years). the 1- and 5-year survival rates were 75% and 43%, respectively, which differed sharply from the expected rates of 94% and 70% (p = .0028). the annual risk of cardiac death was 5%. atrial fibrillation and evidence for myocardial infarction on ecg, use of digoxin and diuretics, and a high new york heart association functional class at presentation were all associated with decreased survival by multivariate analysis for both groups combined. a history of myocardial infarction, atrial fibrillation, and mitral annual calcification at presentation were associated with cardiac death. hypertrophic cardiomyopathy is a more benign disease than previously reported from tertiary referral centers. patients assessed as having hypertensive hypertrophic cardiomyopathy represent a subset at higher risk for cardiac and noncardiac death, with an overall decreased survival rate.',\n", + " \"pompe disease is a rare lysosomal storage disorder characterized by muscle weakness and wasting. the majority of adult patients have slowly progressive disease, which gradually impairs mobility and respiratory function and may lead to wheelchair and ventilator dependency. it is as yet unknown to what extent the disease reduces the life span of these patients. our objective was to determine the survival of adults with pompe disease not receiving ert and to identify prognostic factors associated with survival. data of 268 patients were collected in a prospective international observational study conducted between 2002 and 2009. survival analyses from time of diagnosis and from time of study entry were performed using kaplan-meier curves and cox-proportional-hazards regression. median age at study entry was 48 years (range 19-79 years). median survival after diagnosis was 27 years, while median age at diagnosis was 38 years. during follow-up, twenty-three patients died prior to ert, with a median age at death of 55 (range 23-77 years). use of wheelchair and/or respiratory support and patients' score on the rotterdam handicap scale (rhs) were identified as prognostic factors for survival. five-year survival for patients without a wheelchair or respiratory support was 95% compared to 74% in patients who were wheelchair-bound and used respiratory support. in a dutch subgroup of 99 patients, we compared the observed number of deaths to the expected number of deaths in the age- and sex-matched general population. during a median follow-up of 2.3 years, the number of deaths among the dutch pompe patients was higher than the expected number of deaths in the general population. our study shows for the first time that untreated adults with pompe disease have a higher mortality than the general population and that their levels of disability and handicap/participation are the most important factors associated with mortality. these results may be of relevance when addressing the effect of ert or other potential treatment options on survival.\",\n", + " 'to determine the long-term outcome of patients operated with pars plana vitrectomy (ppv) for primary rhegmatogenous retinal detachment (rrd) and to identify potential predictors for poor visual outcome. prospective, observational 30-month study of patients operated for primary rrd with ppv. examinations were performed preoperatively and after months 2, 6, and 30. eighty-four patients (84 eyes) were included and 73 (86.9%) participated at month 30. the macula was attached in 30 (35.7%) patients at primary operation. the majority of patients (n = 59, 80.8%) achieved a good final best corrected visual acuity (bcva ≤0.3 logmar, ≥0.5 snellen) with a better outcome in patients with the macula attached than detached (0.02 vs. 0.17 logmar, p = 0.007). variables associated with poor visual outcome were baseline bcva >0.3 logmar (p = 0.03), female gender (p = 0.02), silicone oil (p = 0.03), and larger areas of retinal detachment (p = 0.01). in multivariable regression analysis, female gender (or = 8.5 [95% ci 1.8-39.8]) was the strongest risk factor for poor visual outcome. the majority of patients operated for primary rrd achieved a reasonable long-term visual outcome. notably, female gender was associated with poor visual outcome, indicating a need for closer follow-up.',\n", + " \"to evaluate the evolution of monochorionic-diamniotic twin pregnancies with and without the twin-twin transfusion syndrome (ttts), followed up in an expectant way. retrospective study in which the pregnancies with and without ttts and with mild (quintero's stage i) and severe (quintero's stages ii, iii, iv and v) disease manifestations were compared according to extreme preterm delivery, neurological impairment and the twins' nursery discharge. the extreme preterm twins who had had ttts, or not, were compared whether they had or not neurological impairment. the chi2 or fisher's exact test were used. among 149 monochorionic-diamniotic twin pregnancies, 15 presented ttts, 11 (11/15 - 73.3%) in the severe form and 4 (4/15 - 26.7%) at stage i. the extreme preterm delivery was more frequent (p<0.001) in the cases with the disease (11/15 - 73.3%) than in the cases without it (25/134 - 18.7%), and more common (p=0.033) in severe (10/11 - 91.1%) than in mild cases (1/4 - 25.0%). neurological impairment in at least one twin was more frequent in cases with (5/8 - 62.5%) than in cases without (9/134 - 6.7%) the disease (p<0.001). nursery discharge of at least one twin was more common (p<0.001) in cases without (132/134 - 98.5%) than in cases with the disease (8/15 - 53.0%). neurological impairment in at least one of the twins was more frequent (p=0.04) in the severe (5/5 - 100%) than in the mild (1/4 - 25%) form of the disease. nursery discharge of both twins was more common (p=0.004) at stage i (4/4 - 100%), than in the severe form of the disease (1/11 - 9.0%). among the 47 extreme preterm twins, the neurological impairment was more frequent (p=0.001) among the ones who had (6/6 - 100%), than among those who did not have ttts (11/41 - 26.8%). cases with twin-twin transfusion syndrome, followed up in an expectant way have bad perinatal prognosis, with high neonatal mortality and high rates of neurological arrest among the survivors.\",\n", + " 'plasma cell disorders (pcds) are clonal plasma cell disorders that include conditions such as monoclonal gammopathy of undetermined significance (mgus), monoclonal gammopathy of renal significance (mgrs), multiple myeloma (mm), smoldering mm (smm), solitary plasmacytoma, and light-chain (al) amyloidosis. the risk factors associated with and the clinical course of pcds after renal transplantation is not well established although immunosuppressive protocols may impact the incidence and natural history of pcds posttransplant. this single-center retrospective study evaluated patients with a history of renal transplant who developed a pcd between january 1, 2014-december 31, 2018. a total of 41 patients met the inclusion criteria including 29 with mgus and 12 with symptomatic pcd (4 with mm, 2 with smm, 4 with mgrs, 1 with al amyloidosis, and 1 with solitary plasmacytoma). the median follow-up of survivors was 41.6 months. three patients (1 with mgus and 2 with mgrs) progressed to mm during the follow-up period. there was a male preponderance in both groups. there was no correlation between the donor and immunosuppressive regimen and the development of a pcd. patients with symptomatic pcd had higher serum creatinine and m-protein levels at diagnosis and higher free light chain ratio and plasma cell burden. there was also a higher percentage of allograft failure noted in the symptomatic pcd subset 50% (n = 6), whereas only 23% (n = 7) of patients had allograft failure in the mgus group. this study shows the importance of considering monoclonal gammopathy in the differential of renal dysfunction after kidney transplant and the need to follow these patients closely to monitor for progression to symptomatic pcd.',\n", + " 'autosomal dominant polycystic kidney disease (adpkd) is the most common inherited kidney disease. the major objective of this study was to analyse the natural history of disease progression in all patients with adpkd seen at the sheffield kidney institute between 1978 and 2012. a retrospective analysis was performed based on recorded renal function up to 30 years prior to analysis. the rate of estimated glomerular filtration rate (egfr) decline (ϔegfr) was determined by linear regression, based on a minimum of 5 years of renal function prior to the study or renal replacement therapy. patients who had reached end-stage renal disease (esrd) (n = 113) were compared with those under follow-up in a dedicated polycystic kidney disease (pkd) clinic (n = 88). the two groups were comparable in age and gender though the mean follow-up duration was longer in the pkd clinic group. overall, ϔegfr was significantly higher in the esrd group compared with the pkd clinic group (4.19 ± 1.66 vs. 1.71 ± 1.36 ml/min/1.73 m(2)/year). retrospective analysis for each 5-year period prior to esrd or analysis showed a significant difference in ϔegfr between both groups 10 years before with an increasing trend in ϔegfr 20 years before especially in the esrd group. in the pkd clinic group, the age of diagnosis and mean kidney length were also predictors of ϔegfr. this is one of the longest natural history studies in adpkd. the difference in ϔegfr can be predicted at least 10 years prior to the onset of esrd and thus will enable higher risk patients to be identified early for treatment.',\n", + " 'isolated pulmonary hypertension (pht) is now the most frequent cause of disease-related death in limited cutaneous scleroderma, the commonest disease variant of this disabling connective tissue disorder. endothelin-1 receptor antagonists provide symptomatic benefit but to date have not been shown to prolong survival. to determine the frequency, disease characteristics and survival of symptomatic patients with isolated pht in our cohort of scleroderma patients. systematic review of the clinical course of all patients registered on the south australian scleroderma register, a population-based register of 374 living and 234 deceased patients with scleroderma. thirty-four patients were identified with isolated pht, the majority with limited scleroderma. from our deceased register, we estimate that >11% of patients with this limited variant will develop this complication. isolated pht occurs as a late-stage complication approximately 20 years after the first symptoms of scleroderma. patients with isolated pht were characterized by the presence of multiple telangiectasia, reduced nailfold capillary density, digital ulceration, gross reduction of diffusing capacity for carbon monoxide and echocardiographic evidence of elevated pulmonary artery pressure. survival was significantly shortened as compared with those patients without this complication (p=0.002), with a mean survival of 2.5 years from symptomatic onset of pht. isolated pht occurs as a late-stage complication in > or =11% of patients with limited cutaneous scleroderma and leads to rapid death from right heart failure. the early use of endothelin-1 receptor antagonists may change the natural history of this fatal complication.',\n", + " \"idiopathic pulmonary fibrosis acute exacerbation (ipf-ae) constitutes ipf's most devastating event, representing the unexpected superimposition of diffuse alveolar damage of unknown etiology. guidelines recommend high-dose steroids treatment despite unproven benefit. we hypothesized that previous immunosuppression and the administration of high-dose steroids adversely affect ipf-ae outcome. we studied all consecutive patients hospitalized in our department for ipf deterioration from 2007 to june 2013. our protocol consisted of immediate cessation of immunosuppression (if any), best supportive care, broad-spectrum antimicrobials and thorough evaluation to detect reversible causes of deterioration. patients were followed-up for survival; post-discharge none received immunosuppression. twenty-four out of 85 admissions (28%) fulfilled ipf-ae criteria. ipf-ae were analyzed both as unique events and as unique patients. as unique events 50% survived; 3 out of 12 (25%) in the group previously treated with immunosuppression whereas nine out of 12 (75%) in the group not receiving immunosuppression (p⊉=⊉0.041). as unique patients 35.3% survived; 3 out of 6 (50%) in the never treated group whereas three out of 11 (27.3%) in the group receiving immunosuppression (p⊉=⊉0.685). the history of immunosuppression significantly and adversely influenced survival (p⊉=⊉0.035). survival was greater in the never treated group compared to the immunosuppressed patients (p⊉=⊉0.022). post-discharge, our ipf-ae survivors had an 83% 1-year survival. by applying the above mentioned protocol half of our patients survived. the history of immunosuppression before ipf-ae adversely influences survival. avoiding steroids in ipf patients may favor the natural history of the disease even at the moment of its most devastating event.\",\n", + " 'alport syndrome is a clinically and genetically heterogeneous nephropathy. the majority of cases are transmitted as an x-linked semidominant condition due to col4a5 mutations. in this form males are more severely affected than females. less than 10% of cases are autosomal recessive due to mutation in either col4a3 or col4a4. in this rarer form, both males and females are severely affected. only two cases of autosomal-dominant alport syndrome have been reported, one due to a col4a3 mutation and the other due to a col4a4 mutation. because of the paucity of the reported families, the natural history of autosomal-dominant alport syndrome is mostly unknown. four families with likely autosomal-dominant alport syndrome were investigated. col4a3 and col4a4 genes were analyzed by denaturing high-performance liquid chromatography (hplc). automated sequencing was performed to identify the underlying mutation. two families had a mutation in the col4a4 gene and two in the col4a3. accurate clinical evaluation of family members showed interesting results. affected individuals (22 persons) had a wide range of phenotypes from end-stage renal disease (esrd) in the fifth decade to a nonprogressive isolated microhematuria. finally, three heterozygous individuals (90, 22 and 11 years old, respectively) were completely asymptomatic. this paper demonstrated that patients affected by autosomal-dominant alport syndrome have a high clinical variability. moreover, a reduced penetrance of about 90% (3 of 25) may be considered for the assessment of recurrence risk during genetic counseling of these families.',\n", + " 'neuroendocrine tumors (nets) metastasize to bone; however, a multi-institution evaluation of the natural history and complications of bone metastases across multiple net subtypes has not, to our knowledge, previously been conducted. at two tertiary academic centers, we identified patients with bone metastases from databases of patients with a diagnosis of net between 2004 and 2008. detection of bone metastases, occurrence of skeletal-related events (sres), and interventions were analyzed using summary statistics and categorical methods. time-to-event data were assessed using kaplan-meier estimates and log-rank tests. between 2004 and 2008, 82 out of 691 net patients (12%) were reported to have bone metastases. of the 82 patients with bone metastases, 55% were men and their median age was 49. bone metastases occurred in 25% of pheochromocytomas and paragangliomas, 20% of high-grade neuroendocrine carcinomas, 9% of carcinoid tumors, and 8% of pancreatic nets. at time of detection of bone metastases, 60% reported symptoms, including pain; 10% developed cord compression, 9% suffered a pathological fracture, and 4% developed hypercalcemia. occurrence of sres did not differ significantly with regard to tumor histology. of patients with bone metastases, 67 (82%) received at least one form of bone-directed treatment, 50% received radiation, 45% received a bisphosphonate, 18% underwent surgery, 11% received (131)i-mibg, 5% received denosumab, and 46% were treated with more than one treatment modality. bone metastases occur in a substantial number of patients diagnosed with nets. patients are often symptomatic and many develop sres. given the recent therapeutic advances and increasing life expectancy of patients with nets, development of guidelines for surveillance and clinical care of bone metastases from nets is needed.',\n", + " 'we present our experience over the long-term of monitoring of visual function in children with craniopharyngioma. our study involves an analysis of all paediatric patients with craniopharyngioma younger than 16 at the time of diagnosis and represents a series of predominantly sub-totally resected tumours. visual data, of multiple modality, of the paediatric patients was collected. twenty patients were surveyed. poor prognostic indicators of the visual outcome and rate of recurrence were assessed. severe visual loss and papilledema at the time of diagnosis were more common in children under the age of 6. in our study visual signs, tumour calcification and optic disc atrophy at presentation are predictors of poor visual outcome with the first two applying only in children younger than 6. in contrast with previous reports, preoperative visual field (vf) defects and type of surgery were not documented as prognostic indicators of poor postoperative visual acuity (va) and vf. contrary to previous reports calcification at diagnosis, type of surgery and preoperative vf defects were not found to be associated with tumour recurrence. local recurrence is common. younger age at presentation is associated with a tendency to recur. magnetic resonance imaging (mri) remains the recommended means of follow-up in patients with craniopharyngioma.',\n", + " 'there are limited data on the natural history of untreated myasthenia gravis (mg) with ocular presentation. we analyzed 93 patients from symptom onset who presented to the birmingham midlands eye centre (bmec) between january 2004 and july 2015. we used multiple stepwise logistic regression to identify predictive factors of generalization and kaplan-meier analysis on time to generalization. forty-six percent of patients developed generalized symptoms during the study period. median time to generalization was 7 months. time to generalization was earlier in patients seropositive for acetylcholine receptor (achr) antibody (median 5 months vs. 21 months, p⊉<⊉0.0001) and bilateral ptosis at onset (p⊉=⊉0.015). multivariate analysis identified achr seropositivity [hazard ratio (hr) 5.03; 95% confidence interval (ci) 1.48-17.14; p⊉=⊉0.001] and disease onset⊉<⊉50 years (hr 3.58; 95% ci 1.18-10.90; p⊉=⊉0.035) as risk factors for generalization. as patients were steroid-naive before generalization, our cohort approximated the natural history of the condition. muscle nerve 57: 622-627, 2018.',\n", + " 'the purpose of this study is to analyze the seizure semiologic characteristics of patients with autoimmune epilepsy (ae) and describe the investigation characteristics of ae using a larger sample size. this observational retrospective case series study was conducted from a tertiary epilepsy center between may 2014 and march 2017. cases of new-onset seizures were selected based on laboratory evidence of autoimmunity. at the same time, typical mesial temporal lobe epilepsy (mtle) patients with hippocampal sclerosis (hs) were recruited as the control group from the subjects who underwent presurgical evaluation during the same period. a total of 61 patients with ae were identified. specific autoimmune antibodies were detected in 39 patients (63.93%), including anti-vgkc in 23 patients (37.70%), anti-nmda-r in 9 patients (14.75%), anti-gabab-r in 6 patients (9.84%), and anti-amphiphysin in 1 patient (1.64%). regarding the seizure semiology, no significant differences were noted between ae patients with autoantibody and patients with suspected ae without antibody. compared to typical mtle patients with hs, both ae patients with autoantibody and patients with suspected ae without antibody had the same seizure semiologic characteristics, including more frequent sps or cps, shorter seizure duration, rare postictal confusion, and common sleeping sgtc seizures. this study highlights important seizure semiologic characteristics of ae. patients with autoimmune epilepsy had special seizure semiologic characteristics. for patients with autoimmune epilepsy presenting with new-onset seizures in isolation or with a seizure-predominant neurological disorder, the special seizure semiologic characteristics may remind us to test neuronal nuclear/cytoplasmic antibodies early and initiate immunomodulatory therapies as soon as possible. furthermore, the absence of neural-specific autoantibodies does not rule out ae.',\n", + " 'biallelic mutations of the alsin rho guanine nucleotide exchange factor (als2) gene cause a group of overlapping autosomal recessive neurodegenerative disorders including infantile-onset ascending hereditary spastic paralysis (iahsp), juvenile primary lateral sclerosis (jpls), and juvenile amyotrophic lateral sclerosis (jals/als2), caused by retrograde degeneration of the upper motor neurons of the pyramidal tracts. here, we describe 11 individuals with iahsp, aged 2-48 years, with iahsp from three unrelated consanguineous iranian families carrying the homozygous c.1640+1g>a founder mutation in als2. three affected siblings from one family exhibit generalized dystonia which has not been previously described in families with iahsp and has only been reported in three unrelated consanguineous families with jals/als2. we report the oldest individuals with iahsp to date and provide evidence that these patients survive well into their late 40s with preserved cognition and normal eye movements. our study delineates the phenotypic spectrum of iahsp and als2-related disorders and provides valuable insights into the natural disease course.',\n", + " \"spinal muscular atrophy is a disorder of lower motor neurons, most commonly caused by recessive mutations in smn1 on chromosome 5q. cases without smn1 mutations are subclassified according to phenotype. spinal muscular atrophy, lower extremity-predominant, is characterized by lower limb muscle weakness and wasting, associated with reduced numbers of lumbar motor neurons and is caused by mutations in dync1h1, which encodes a microtubule motor protein in the dynein-dynactin complex and one of its cargo adaptors, bicd2. we have now identified 32 patients with bicd2 mutations from nine different families, providing detailed insights into the clinical phenotype and natural history of bicd2 disease. bicd2 spinal muscular atrophy, lower extremity predominant most commonly presents with delayed motor milestones and ankle contractures. additional features at presentation include arthrogryposis and congenital dislocation of the hips. in all affected individuals, weakness and wasting is lower-limb predominant, and typically involves both proximal and distal muscle groups. there is no evidence of sensory nerve involvement. upper motor neuron signs are a prominent feature in a subset of individuals, including one family with exclusively adult-onset upper motor neuron features, consistent with a diagnosis of hereditary spastic paraplegia. in all cohort members, lower motor neuron features were static or only slowly progressive, and the majority remained ambulant throughout life. muscle mri in six individuals showed a common pattern of muscle involvement with fat deposition in most thigh muscles, but sparing of the adductors and semitendinosus. muscle pathology findings were highly variable and included pseudomyopathic features, neuropathic features, and minimal change. the six causative mutations, including one not previously reported, result in amino acid changes within all three coiled-coil domains of the bicd2 protein, and include a possible 'hot spot' mutation, p.ser107leu present in four families. we used the recently solved crystal structure of a highly conserved region of the drosophila orthologue of bicd2 to further-explore how the p.glu774gly substitution inhibits the binding of bicd2 to rab6. overall, the features of bicd2 spinal muscular atrophy, lower extremity predominant are consistent with a pathological process that preferentially affects lumbar lower motor neurons, with or without additional upper motor neuron involvement. defining the phenotypic features in this, the largest bicd2 disease cohort reported to date, will facilitate focused genetic testing and filtering of next generation sequencing-derived variants in cases with similar features.\",\n", + " 'few studies discuss dwi findings in patients with ncc, and their conclusions are variable and contradictory. the aim of our study was to describe dwi findings of a cohort of patients with ncc, emphasizing the frequency of reduced diffusion. this retrospective study included 48 patients with ncc. two neuroradiologists analyzed mr images regarding location, number, and stage of ncc lesions. on the basis of visual analysis, they defined, by consensus, the presence of high signal within ncc lesions on dwi and measured their adc values when feasible. the total number of lesions was 342: parenchymal (263), subarachnoid (65), and intraventricular (14); 83 were dwi hyperintense. the first pattern was a small eccentric hyperintense dot/curvilinear structure on dwi (representing the scolex) noted in intraparenchymal lesions in vesicular (41 lesions, 29%) and colloidal vesicular (18 lesions, 19%) stages, in 14 (22%) subarachnoid lesions, and 2 (14%) intraventricular lesions; radc calculations were hampered by the intrinsic small dimensions of this finding. the second pattern was the presence of total/subtotal dwi hyperintensity in intraparenchymal lesions, 5 in the colloidal vesicular stage (5%) and 1 in the granular nodular phase (3%). two subarachnoid lesions also showed the same presentation; in this second pattern, reduced diffusion was present in different degrees, measured by radc calculations. dwi may identify the scolex, increasing diagnostic confidence for ncc. total/subtotal dwi hyperintensity, related to the stage of the lesion, though uncommon, allows including ncc as a consideration in the differential diagnosis of lesions with reduced diffusion and ring enhancement.',\n", + " 'loeys-dietz syndrome (lds) is an aggressive connective tissue disorder associated with increased risk of aortic dissection and aneurysm rupture at an early age and smaller aortic diameters. we report our experience with lds to better understand its natural history and treatment outcomes and help establish treatment guidelines. we retrospectively reviewed all patients with lds who underwent medical or surgical treatment at cleveland clinic before april 27, 2017. primary endpoints were postoperative in-hospital morbidity and mortality. secondary endpoints were aorta-related reoperations and short- and long-term mortality. we identified 53 patients with lds. of these, 33 (62%) underwent aortic surgery. mean age was 39 ± 14 years, and mean maximum aortic diameter was 4.3 cm. there were 2 (6%) deaths after urgent or emergency surgery. twenty-two patients (67%) required no aortic reoperation; 20 of these had prophylactic surgery. multiple aortic operations were performed on 11 (33%) patients, 9 of whom experienced aortic dissections. six patients (18%) required total aortic replacement. among 19 patients with modified root reimplantation, no aorta- or valve-related complications occurred. overall, 33 patients underwent 58 aortic and 81 cardiovascular operations, with 1 late death. kaplan-meier survival of the aortic-surgery cohort was 89% at 10 years (median follow-up 5.2 years). there were no late deaths in the non-aortic surgery group (20/53; 38%). prophylactic aortic surgical outcomes in lds are excellent. surgical reintervention remains high, particularly after aortic dissections. close surveillance of medically managed and postoperative patients and early prophylactic surgery are crucial to avoid aortic catastrophe and achieve a good long-term prognosis.',\n", + " 'the natural history of squamous cell carcinoma (scc) of the oral cavity (oc) in young adults is unknown. we sought to provide an updated report on treatment outcomes of patients with oc scc who were 40⊿years or younger. we performed a retrospective analysis of 124 consecutive patients with primary oc scc treated at mayo clinic (1980-2014). patient and tumor characteristics and treatment approach were abstracted from patient charts. median patient age was 35⊿years (range, 19-40⊿years). the most common primary site was oral tongue (107 patients; 86.3%). most patients (101; 81.5%) underwent wide local excision. surgery alone was curative in 77 patients (62.1%); 47 (37.9%) received radiotherapy, and 26 (21%) received chemotherapy. five-year overall survival (os) was 78.1%; 10-year os was 76.9%. five-year disease-free survival (dfs) was 66.6%; 5-year local control was 87.6%; and 5-year locoregional control was 78.5%. on multivariable analysis, factors associated with worse os and dfs were higher pathologic t stage (p⊿=⊿.008), lymph node positivity (p⊿<⊿.001), and disease recurrence (p⊿<⊿.001). young adults with primary oc scc may be treated with a similar treatment approach as older adults.',\n", + " 'scoliosis is prominent in rett syndrome (rtt). following the prior report from the us natural history study, the onset and progression of severe scoliosis (≥40° cobb angle) and surgery were examined regarding functional capabilities and specific genotypes, addressing the hypothesis that abnormal muscle tone, poor oral feeding, puberty, and delays or absence of sitting balance and ambulation may be responsible for greater risk in rtt. the multicenter rtt natural history study gathered longitudinal data for classic rtt, including mutation type, scoliosis, muscle tone, sitting, ambulation, hand function, and feeding. cox regression models were used to examine the association between scoliosis and functional characteristics. all analyses utilized sas 9.4; two-sided p values of <0.05 were considered significant. a total of 913 females with classic rtt were included. scoliosis frequency and severity increased with age. severe scoliosis was found in 251 participants (27%), 113 of whom developed severe scoliosis during the follow-up assessments; 168 (18%) had surgical correction. severe mecp2 mutations (r106w, r168x, r255x, r270x, and large deletions) showed a higher proportion of scoliosis. individuals developing severe scoliosis or requiring surgery were less likely to sit, ambulate, or use their hands and were more likely to have begun puberty. significant differences were absent for epilepsy rates, sleep problems, or constipation. scoliosis requires vigilance regarding the risk factors noted, particularly specific mutations and the role of puberty and motor abilities. bracing is recommended for moderate curves and surgery for severe curves in accordance with published guidelines for scoliosis management.',\n", + " 'ours was a descriptive observational cross-sectional study carried out in a tertiary care hospital in eastern india over a period of one year to study the profile of neurological involvement in paediatric dengue patients. of 71 laboratory-confirmed cases, 20 (28.17%) had neurological involvement. common forms observed were acute encephalopathy (40%), encephalitis (30%), pure motor weakness (15%), transverse myelitis (5%), acute disseminated encephalomyelitis (5%) and guillain-barré syndrome (5%). the dengue igm antibody could be detected in the cerebrospinal fluid of only two patients with encephalitis. neurological involvement was present in all four patients who died during the study period (two-tailed p value⊉=⊉0.005).',\n", + " 'paroxysmal nocturnal hemoglobinuria is a rare, acquired disease associated with hemolytic anemia, bone marrow failure, thrombosis, and, frequently, poor quality of life. the international pnh registry is a worldwide, observational, non-interventional study collecting safety, effectiveness, and quality-of-life data from patients with a confirmed paroxysmal nocturnal hemoglobinuria diagnosis or detectable paroxysmal nocturnal hemoglobinuria clone, irrespective of treatment. in addition to evaluating the long-term safety and effectiveness of eculizumab in a global population, the registry aims to improve diagnosis, optimize patient management and outcomes, and enhance the understanding of the natural history of paroxysmal nocturnal hemoglobinuria. here we report the characteristics of the first 1610 patients enrolled. median disease duration was 4.6 years. median granulocyte paroxysmal nocturnal hemoglobinuria clone size was 68.1% (range 0.01-100%). overall, 16% of patients had a history of thrombotic events and 14% a history of impaired renal function. therapies included anticoagulation (31%), immunosuppression (19%), and eculizumab (25%). frequently reported symptoms included fatigue (80%), dyspnea (64%), hemoglobinuria (62%), abdominal pain (44%), and chest pain (33%). patients suffered from poor quality of life; 23% of patients had been hospitalized due to paroxysmal nocturnal hemoglobinuria-related complications and 17% stated that paroxysmal nocturnal hemoglobinuria was the reason they were not working or were working less. this international registry will provide an ongoing, valuable resource to further the clinical understanding of paroxysmal nocturnal hemoglobinuria.',\n", + " 'severe anaemia requiring emergency blood transfusion is a common complication of malaria in children. to ensure access for urgent blood transfusion, the world health organization has developed clear guidelines with haemoglobin thresholds prevent unwarranted transfusion,. few studies have reported outcome and haematological recovery of children with severe malaria where transfusion practice complies with who recommendations. a prospective observational study of survivors of severe and complicated malaria transfused in accordance with who guidelines. children were invited for review at one month post-discharge. non-attendees were traced in the community to ascertain survival. outcome was assessed in 213 survivors. those transfused were younger, had a higher base deficit, mean lactate levels and a higher prevalence of respiratory distress. as expected mean admission haemoglobin (hb) was significantly lower amongst transfused [5.0 g/dl sd: 1.9] compared to non-transfused children [8.3 g/dl sd: 1.7] (p < 0.001). at discharge mean hb was similar 6.4 g/dl [sd: 1.5] and 6.8 g/dl [sd: 1.6] respectively (p = 0.08), most children remained moderately to severely anaemic. at one month follow up 166 children (78%) returned, in whom we found no differences in mean hb between the transfused (10.2 g/dl [sd: 1.7]) and non-transfused (10.0 g/dl [sd: 1.3]) survivors (p = 0.25). the major factors affecting haematological recovery were young age (<24 months) and concomitant malaria parasitaemia; hb being 8.8 g/dl [sd: 1.5] in parasitaemic individuals compared with 10.5 g/dl [sd: 1.3] in those without (p < 0.001). this data supports the policy of rational use of blood transfusion, as proposed in the who guidelines, for children with anaemia in areas where access to emergency transfusion is not guaranteed. we have provided empirical data indicating that transfusion does not influence superior recovery in haemoglobin concentrations and therefore cannot be justified on this basis alone. this may help resolve the disparity between international policy and current clinical practice. effective anti-malarial treatment at discharge may prevent reoccurrence of anaemia.',\n", + " 'we have analyzed the clinical and laboratory features of 42 patients with b-cell leukemia. based on the fab criteria, the cases were classified in 3 groups: i) typical cll 15, ii) atypical cll 9 which included 6 cases with large cells, and iii) b-cell lymphoma in leukemic phase 18. cases diagnosed as typical cll (group i) had similar features to those seen in cll patients from western countries. the morphology and markers in cases from group iii corresponded to b-cell lymphoma in leukemic phase. on the other hand, group ii included 3 cases classified as atypical cll according to fab criteria. 1 cll/pl and 2 mixed cll and 6 cases with rather distinct features, namely: 1) lymphocytosis (42 +/- 41 x 10(9)/l in average) with large mature-looking lymphocytes with abundant cytoplasm: 2) an immunological profile consistent with cll but, in addition with the consistent expression of cd38; 3) absence of a monoclonal band in the serum and 4) a clinical course and prognosis similar to cll. our findings suggest the existence of a b-cell disorder in japan very close to cll but distinct from typical and atypical cll as seen in western countries. further studies would clarify whether such an entity is exclusively confined to japan having a distinct natural history.',\n", + " 'the db/db mouse is a well-established model of diabetes. previous reports have documented contractile dysfunction (i.e., cardiomyopathy) in these animals, although the extant literature provides limited insights into cardiac structure and function as they change over time. to better elucidate the natural history of cardiomyopathy in db/db mice, we performed cardiac magnetic resonance (cmr) scans on these animals. cmr imaging was conducted with a 4.7-t magnet on female db/db mice and control db/+ littermates at 5, 9, 13, 17, and 22 wk of age. gated gradient echo sequences were used to obtain cineographic short-axis slices from apex to base. from these images left ventricular (lv) mass (lvm), wall thickness, end-diastolic volume (lvedv), and ejection fraction (lvef) were determined. additionally, cardiac [(18)f]fluorodeoxyglucose ([(18)f]fdg) pet scanning, pressure-volume loops, and real-time quantitative pcr on db/db myocardium were performed. relative to control, db/db mice developed significant increases in lvm and wall thickness as early as 9 wk of age. lvedv diverged slightly later, at 13 wk. interestingly, compared with the baseline level, lvef in the db/db group did not decrease significantly until 22 wk. additionally, [(18)f]fdg metabolic imaging showed a 40% decrease in glucose uptake in db/db mice. furthermore, contractile dysfunction was observed in 15-wk db/db mice undergoing pressure-volume loops. finally, real-time quantitative pcr revealed an age-dependent recapitulation of the fetal gene program, consistent with a myopathic process. in summary, as assessed by cmr, db/db mice develop characteristic structural and functional changes consistent with cardiomyopathy.',\n", + " \"urticaria pigmentosa (up) is the most common form of mastocytosis in children and is associated with systemic signs, symptoms, and triggers. to our knowledge, the effect of up on children's quality of life has not been studied. the objective of the current study was to characterize the natural history, triggers, and complications of pediatric up, identify prognostic indicators, and determine its effect on quality of life. between 2002 and 2007, children with three or more mastocytomas diagnosed by a pediatric dermatologist were recruited during visits at the children's hospital of wisconsin dermatology clinic (milwaukee, wi). research visits were conducted every 3 years and telephone interviews yearly. the children's dermatology life quality index was administered to subjects 4 years of age and older at enrollment. laboratory test results were collected for subjects younger than 4 years at enrollment. subjects were followed until up resolution or study end in august 2015. the final cohort size was 43 subjects followed for a median of 8.1 years. twenty-six subjects were followed through study completion. at age 12 years, 6 patients had disease resolution and 14 remained active. patients who had disease resolution before age 12 years were more likely to be male and had fewer years of age and smaller lesions, fewer affected areas, and earlier onset. common medications and anesthetics resulted in no serious reactions. hymenoptera stings occurred in 51%, with no reports of anaphylaxis. no patient reported a severe effect on quality of life, with most indicating mild to no effect. severe complications are not common with historically identified triggers. disease does not resolve before adolescence in most children. up has a minimal effect on quality of life for most children.\",\n", + " 'to characterize the clinical course of retinal angiomatosis (ra) in von hippel-lindau (vhl) disease. retrospective observational case series from a tertiary referral center. fifty-seven consecutive vhl disease patients with ra with a mean follow-up of 7.3 years. a retrospective chart review was performed to characterize the clinical course and functional outcome of ra to substantiate ophthalmic screening recommendations for vhl disease patients. age and visual acuity (va) at diagnosis, angioma number, size, fundus position and growth behavior, functional outcome, and risk factors for adverse visual outcome (va < or =20/1000) were evaluated. the onset of ra was observed to occur between the ages of 5.5 and 62.5 years. ocular disease was unilateral in 58% of patients at diagnosis; prevalence of bilateral ra as calculated by kaplan-meier analysis was 100% at age 56.4 years. twenty-seven eyes showed an adverse visual outcome, occurring at a mean age of 23.2 years. risk factors included large angiomas at presentation, first manifestation at a younger age, and symptomatic ra. in most eyes, development of new angiomas was slow and only small angiomas were detected on annual follow-up. eyes harboring multiple angiomas or ra complicated by retinal detachment were at risk of developing large angiomas after short follow-up intervals. formation of new angiomas was largely independent of patient age. retinal angiomatosis in vhl disease bears a high risk of severe vision loss at a young age. in uncomplicated ra, annual ocular screening for presymptomatic angiomas is sufficient. because ra can occur at any age, lifelong ocular screening is recommended in vhl disease gene carriers starting at preschool age.',\n", + " 'acute febrile encephalopathy (afe) in children is a medical emergency and could be a manifestation of many systemic and central nervous system pathologies. the clinical features of afe are nonspecific and etiological spectrum variable depending on the studied population. a prospective, observational study was carried out including children aged between 1 month and 12 years with afe admitted to the pediatric intensive care unit of a tertiary care hospital in western india. the primary objective was to assess the clinical presentation and etiology of afe while the secondary objectives were to correlate the clinical and etiological findings and to determine the risk factors associated with mortality. out of the ninety children with afe included in this study, male:female ratio was 1.2:1; most of them were aged between 1 and 5 years and came with a history of < 7 days (82.2%). all of them had altered sensorium, about 2/3rd had seizures and 47.8% having a glasgow coma score (gcs) <8. etiology remained elusive in about 40% of the cases, and viral infections were the most common among the ones with an identifiable cause. a variety of morbidity (shock, disseminated intravascular coagulopathy, respiratory failure, etc.) and high mortality (40%) was observed with risk factors associated with mortality being gcs < 8, the presence of raised intracranial pressure, shock, and respiratory failure. afe, though a rare diagnosis in children, is associated with significant morbidity and high mortality in a developing country like india.',\n", + " 'to determine the natural history of treated and untreated congenital toxoplasmosis and impact of this infection on vision. in this prospective, longitudinal study, 76 newborns were treated with pyrimethamine and sulfadiazine for approximately one year, and 18 individuals not treated during their first year of life entered the study after age 1 year (historical patients). chorioretinal scars were the most common eye finding in all patients and were most common in the periphery (58% of treated and 82% of historical patients). macular scars were present in 54% of the treated patients; 41% were bilateral. macular scars were present in 76% of the historical patients; 23% were bilateral. visual acuity in the presence of macular lesions ranged from 20/20 to 20/400. of the patients followed up from the newborn period and treated, 29% had bilateral visual impairment, with visual acuity for the best eye of less than 20/40. causes for this visual impairment in eyes with quiescent lesions included macular scars, dragging of the macula secondary to a peripheral lesion, retinal detachment, optic atrophy, cataract, amblyopia, and phthisis. there were recurrences in both treated (13%, 7/54) and previously untreated historical patients (44%, 8/18). the total, median, and range of years of follow-up during which recurrences were observed were, for treated patients, 189 years (total), five years (median) and three to ten years (range) and, for historical, untreated patients, 160 years (total), 11 years (median), and three to 24 years (range). new lesions occurred in previously normal retinas and also contiguous to older scars. active lesions appeared to become quiescent within ten to 14 days after beginning pyrimethamine and sulfadiazine therapy. many children with congenital toxoplasmosis have substantial retinal damage at birth and consequent loss of vision. nonetheless, vision may be remarkably good in the presence of large macular scars. active lesions become quiescent with treatment.',\n", + " 'to characterize hand stereotypies (hs) in a large cohort of participants with rett syndrome (rtt). data from 1,123 girls and women enrolled in the rtt natural history study were gathered. standard tests for continuous and categorical variables were used at baseline. for longitudinal data, we used repeated-measures linear and logistic regression models and nonparametric tests. hs were reported in 922 participants with classic rtt (100%), 73 with atypical severe rtt (97.3%), 74 with atypical mild rtt (96.1%), and 17 females with mecp2 mutations without rtt (34.7%). individuals with rtt who had classic presentation or severe mecp2 mutations had higher frequency and earlier onset of hs. heterogeneity of hs types was confirmed, but variety decreased over time. at baseline, almost half of the participants with rtt had hand mouthing, which like clapping/tapping, decreased over time. these 2 hs types were more frequently reported than wringing/washing. increased hs severity (prevalence and frequency) was associated with worsened measures of hand function. number and type of hs were not related to hand function. overall clinical severity was worse with decreased hand function but only weakly related to any hs characteristic. while hand function decreased over time, prevalence and frequency of hs remained relatively unchanged and high. nearly all individuals with rtt have severe and multiple types of hs, with mouthing and clapping/tapping decreasing over time. interaction between hs frequency and hand function is complex. understanding the natural history of hs in rtt could assist in clinical care and evaluation of new interventions.',\n", + " 'multiple system atrophy (msa) is a refractory neurodegenerative disease, but novel treatments are anticipated. an accurate natural history of msa is important for clinical trials, but is insufficient. this regional registry was launched to complement clinical information on msa. patient recruitment started in november 2014 and is ongoing at the time of submission. the number of participating facilities was 66. postal surveys were sent to medical facilities and patients with msa in hokkaido, japan. after obtaining written consent from 196 participants, 184 overview surveys and 115 detailed surveys were conducted. an overview survey evaluated conformity to diagnostic criteria and a detailed survey implemented an annual assessment based on the unified multiple system atrophy rating scale (umsars). at the time of registration, 58.2% of patients were diagnosed with cerebellar symptoms predominant type msa (msa-c) and 29.9% were diagnosed with parkinsonism predominant type msa (msa-p). umsars part ⚣ score of 4 or 5 accounted for 53.8% of participants. the higher the umsars part ⚣ score, the higher the proportion of msa-p. at baseline, levodopa was used by 69 patients (37.5%) and the average levodopa dose was 406.7⊉mg/day. the frequency of levodopa use increased over time. eleven cases changed from msa-c to msa-p during the study, but the opposite was not observed. information about survival and causes of death was collected on 54 cases. half of deaths were respiratory-related. sudden death was recorded even in the group with umsars part ⚣ score of 1. this study is the first large-scale prospective msa cohort study in asia. msa-c was dominant, but the use of antiparkinsonian drugs increased over the study period. changes from msa-c to msa-p occurred, but not vice versa.',\n", + " 'natural history studies performed 30 years ago identifying higher mortality among children born with achondroplasia, a genetic dwarfing condition, resulted in clinical recommendations aimed at improving mortality in childhood. the objective of this study was to determine if mortality rates have changed over the past few decades. children born with achondroplasia during 1996 to 2003 were ascertained from the texas birth defects registry and matched with death certificate data from the bureau of vital statistics through 2007. infant and overall mortality rates, both crude and standardized to the 2005 (smr2005 ) and 1975 (smr1975 ) u.s. populations, were calculated. 106 children born with achondroplasia were identified. four deaths were reported, with all occurring in the first year of life (mortality rate: 41.4 /1000 live-births). infant mortality was higher when standardized to the 2005 u.s. population (smr2005 :6.02, 95% ci:1.64-15.42) than the 1975 population (smr1975 :2.58, 95% ci:0.70-6.61). the higher smr2005 compared with smr1975 , along with the fact that smr1975 was nearly half that of a previous cohort reported 25 years ago (rate ratio: 0.53, 95% ci: 0.11-2.25), reflect a discrepancy in the changes in mortality in the overall population and in our cohort. although an overall improvement in mortality, especially after the first year of life, is observed in our cohort, children with achondroplasia are still at a much higher risk of death compared with the general population. a longer follow-up is needed to elucidate whether evaluation/intervention changes have resulted in significant improvement in long-term survival among these patients.',\n", + " 'the natural history of nonalcoholic fatty liver disease (nafld) in the community remains unknown. we sought to determine survival and liver-related morbidity among community-based nafld patients. four hundred twenty patients diagnosed with nafld in olmsted county, minnesota, between 1980 and 2000 were identified using the resources of the rochester epidemiology project. medical records were reviewed to confirm diagnosis and determine outcomes up to 2003. overall survival was compared with the general minnesota population of the same age and sex. mean (sd) age at diagnosis was 49 (15) years; 231 (49%) were male. mean follow-up was 7.6 (4.0) years (range, 0.1-23.5) culminating in 3192 person-years follow-up. overall, 53 of 420 (12.6%) patients died. survival was lower than the expected survival for the general population (standardized mortality ratio, 1.34; 95% ci, 1.003-1.76; p = .03). higher mortality was associated with age (hazard ratio per decade, 2.2; 95% ci, 1.7-2.7), impaired fasting glucose (hazard ratio, 2.6; 95% ci, 1.3-5.2), and cirrhosis (hazard ratio, 3.1, 95% ci, 1.2-7.8). liver disease was the third leading cause of death (as compared with the thirteenth leading cause of death in the general minnesota population), occurring in 7 (1.7%) subjects. twenty-one (5%) patients were diagnosed with cirrhosis, and 13 (3.1%) developed liver-related complications, including 1 requiring transplantation and 2 developing hepatocellular carcinoma. mortality among community-diagnosed nafld patients is higher than the general population and is associated with older age, impaired fasting glucose, and cirrhosis. liver-related death is a leading cause of mortality, although the absolute risk is low.',\n", + " 'mesoamerican nephropathy (men) is a chronic kidney disease affecting rural inhabitants in central america. we have previously described the renal morphology in 8 patients from el salvador. to confirm the renal pathology, we have studied kidney biopsies from patients with men in nicaragua. follow-up urine and blood samples from both biopsy studies were collected to investigate the natural history. case series. in the kidney biopsy study, 19 male sugarcane workers in nicaragua with suspected men were investigated with questionnaires, kidney biopsies, and blood and urine analysis. inclusion criteria were age 20 to 65 years and plasma creatinine level of 1.13 to 2.49mg/dl or estimated glomerular filtration rate (egfr) of 30 to 80ml/min/1.73m(2). exclusion criteria were proteinuria with protein excretion > 3g/24 h, uncontrolled hypertension, diabetes mellitus, or other known kidney disease. in the follow up-study, blood and urine from the kidney biopsy study in nicaragua (n=18) and our previous biopsy study of men cases in el salvador (n=7) were collected 1 to 1.5 and 2 to 2.5 years after biopsy, respectively. renal morphology, clinical, and biochemical characteristics, change in egfr per year. egfr was calculated using the ckd-epi creatinine (egfrcr), cystatin c (egfrcys), and creatinine-cystatin c (egfrcr-cys) equations. in the kidney biopsy study, participants had a mean egfrcr of 57 (range, 33-96) ml/min/1.73m(2). 47% had low plasma sodium and 21% had low plasma potassium levels. 16 kidney biopsies were representative and showed glomerulosclerosis (mean, 38%), glomerular hypertrophy, and signs of chronic glomerular ischemia. mild to moderate tubulointerstitial damage and mostly mild vascular changes were seen. in the follow up-study, median duration of follow-up was 13 (range, 13-27) months. mean change in egfrcr was -4.4±8.4 (range, -27.7 to 10.2) ml/min/1.73m(2) per year. most patients had stopped working with sugarcane cultivation. 3 biopsy specimens had 4 or fewer glomeruli. this study confirms the renal morphology of men: chronic glomerular and tubulointerstitial damage with glomerulosclerosis and chronic glomerular ischemia. follow-up data show that egfrs, on average, deteriorated.',\n", + " 'although multiple studies have been conducted in the adult population, there is a vast knowledge gap regarding the epidemiologic characteristics of cardiomyopathies in the paediatric population. this issue is even more crucial when the precarious situation of medical research in latin america is considered. given the potential impact that these disorders could have on latin american health systems, a comprehensive epidemiologic study regarding the clinical profile and sociodemographic characteristics of these patients will influence the way we approach paediatric cardiomyopathies. an observational retrospective study was conducted at a tertiary referral centre for colombian and latin american paediatric cardiology. we analysed all cases of primary cardiomyopathies in children younger than 18 years of age who presented at our institution between 2010 and 2016. cases of cardiomyopathies were classified according to world health organization guidelines. from a total of 29,533 children who attended our institution during the study period, 89 new cases of primary cardiomyopathies were identified. the median age at diagnosis was 11 years (interquartile range 4-9). dilated cardiomyopathy accounted for 57.3% (n = 51) of cases; hypertrophic cardiomyopathy, 12.3% (n = 11); restrictive cardiomyopathy, 8.9% (n = 8); non-compacted cardiomyopathy, 7.8% (n = 7); arrhythmogenic ventricular cardiomyopathy, 6.7% (n = 6); and unspecified cardiomyopathy, 6.7% (n = 6). heart failure was observed in 53.93% of the patients. the overall mortality was 12.36% (n = 11), which included two of eight patients who underwent cardiac transplantation.',\n", + " 'the management of choice of non-functioning pituitary adenomas (nfpas) remains debulking surgery when symptomatic. however, patient series systematically reporting the nfpas outcome that were not treated either surgically, medically or with radiotherapy during long follow-up thereby giving an indication of their natural history are limited. aim of the present study was to evaluate the natural course of presumed nfpas, the outcome of confirmed nfpas during a long follow-up period. between 1993 and 2013, 84 patients with presumed nfpa were studied retrospectively. patients were enrolled based on the following criteria: imaging suggestive of pituitary adenoma, absence of any biochemical/clinical evidence of hormonal excess, exclusion of prolactinomas and at least one sequential imaging during the follow-up. repeated assessment of the pituitary function, visual fields and imaging was performed at regular intervals. the follow-up duration was evaluated from the first and last imaging dates. in group f (follow-up without surgery, 33 patients), the macroadenomas showed a 15% probability of tumor growth and reduction. similar tumor size alterations were observed also for the microadenomas. in group s (surgery, 51 patients), both residual tumors (>1 and <1 cm) following initial surgical resection remain mainly stable until the last imaging. based on the given lack of approved medical treatment and the possible risks of surgical intervention in presence of significant comorbidities, our study proposes a conservative approach with a careful follow-up in patients with nfpas without visual or neurological abnormalities.',\n", + " \"children with prader-willi syndrome (pws) have a predictable pattern of weight gain, with obesity beginning in early childhood and worsening as they get older and hyperphagia increases. data on the most effective dietary modifications are scant and primarily anecdotal. as part of a longitudinal study investigating the natural history of pws, we evaluated the effect of a well-balanced, energy-restricted diet on body composition and weight in young children with pws. sixty-three children, aged 2-10 years, with genetically proven pws participated in the present study. these children had measurements of body composition by dual-energy x-ray absorptiometry and resting energy expenditure (ree), as well as a 3-day diet history analysis both before and after intervention. energy calculations were based on the individual's ree, with the recommendation that the macronutrients of the diet consist of 30% fat, 45% carbohydrates and 25% protein, with at least 20 g of fibre per day. thirty-three families adhered to our dietary recommendations for both energy intake and macronutrient distribution. those 33 children had lower body fat (19.8% versus 41.9%; p < 0.001) and weight management (body mass index sd score 0.3 versus 2.23; p < 0.001) than those whose parents followed the energy intake recommendations but did not alter the macronutrient composition of the diet. those who followed our recommendations also had a lower respiratory quotient (0.84 versus 0.95; p = 0.002). our recommendation for an energy-restricted diet with a well-balanced macronutrient composition and fibre intake improves both weight and body composition in children with pws compared to a simple energy-restricted diet.\",\n", + " 'in order to understand contemporary natural history of duchenne muscular dystrophy (dmd), we report 6-minute walk distance (6mwd) and its change over time from a large single centre population of corticosteroid treated dmd boys. sixty-five boys on daily corticosteroid treatment were identified with a mean (sd) age of 9.5 (2.3) years at first observation. 6mwd was described for 1year age groupings. in addition, changes in 6mwd at 1, 1.5 and 2years (±12weeks) of follow-up were evaluated. the same evaluations were applied to 6mwd data converted to percent predicted values based on the geiger equation. 6mwd showed an increase from age group 4.5-5.5years to age group 6.5-7.5years, followed by a decline, which became precipitous from 12.5years onwards. from 15.5years, all boys were unable to perform the 6-min test. changes in 6mwd demonstrated a mean (median, sd) decline of -43 (-14, 90) m at 1year (n=25, mean baseline age 9.5years), -64 (-56, 99) m at 1.5years (n=18, mean baseline age 9.6years), -125 (-106, 139) m at 2years (n=14, mean baseline age 10.0years). conversion to percent predicted values showed the same pattern of evolution.this study provides data on the ambulatory capacity and its changes over time in a homogenous cohort of 65 dmd boys on daily corticosteroids. the variability, the age-related aspects and the slope of decline of the 6mwd should be considered in the design and interpretation of therapeutic trials in ambulant dmd patients.',\n", + " \"series of patients systematically investigating the outcome of clinically nonfunctioning pituitary adenomas (nfas) not treated by surgery or radiotherapy during long follow-up periods are limited. most reports involve the follow-up of selected cases of incidentally found lesions, rendering their results unreliable on the assessment of the pros and cons of a 'watch and wait' policy. to investigate the outcome of a series of consecutive patients with presumed nfa (microadenoma or macroadenoma), who were not offered treatment at presentation (for a number of reasons) and were regularly followed up, and to identify possible factors predicting subsequent increase in tumour size. all patients presenting to the department of endocrinology in oxford between 1989 and 2005 with presumed nfa were studied retrospectively. inclusion criteria were: (i) imaging features suggestive of a pituitary adenoma, (ii) no clinical and/or biochemical evidence of hormonal hypersecretion by the tumour, (iii) monitoring being the initial choice of management, and (iv) at least one repeat scan during the follow-up period. subjects presenting with acute apoplexy were excluded. follow-up management included clinical evaluation, assessment of the visual acuity and fields and imaging at regular intervals. the duration of observation was estimated from the dates of first and last scan. forty subjects were included in the study [18 males/22 females, median age 52 years (range 18-89), 16 with microadenoma/24 with macroadenoma]. the mean follow-up period was 42 months (range 8-128). during the observation interval, 12.5% of the microadenomas and 50% of the macroadenomas increased in size. the 48-month probability for enlargement was 19% for the microadenomas and 44% for the macroadenomas. among the subjects with tumour enlargement, 57% showed new or worse visual field defects (all had macroadenomas) and 21% showed chiasmatic involvement on imaging without visual deterioration (all had macroadenomas). new or worse visual field defects were found in 67% of the macroadenomas showing increase in size. no microadenoma enlarged to cause visual deterioration. in microadenomas, sex and age at presentation were not predictors of enlargement. in macroadenomas, sex, age, visual field defects or cavernous sinus invasion at presentation were not predictors of enlargement. the 'watch and wait' policy seems reasonable for microadenomas but is probably not a safe approach for macroadenomas, which appear to have a significant growth potential; in these cases, given the lack of established medical treatment, the decision for surgical intervention should balance the presence of significant comorbidities and the anaesthetic/peri-operative risks at presentation against the probability of tumour enlargement and its consequences, as well as the possible loss of advantages associated with early operation.\",\n", + " 'most lesions in fd and their attendant functional disability occur within the first decade; 90% of lesions are present by 15 years, and the median age when assistive devices are needed is 7 years. these findings have implications for prognosis and determining the timing and type of therapy. fibrous dysplasia of bone (fd) is an uncommon skeletal disorder in which normal bone is replaced by abnormal fibro-osseous tissue. variable amounts of skeletal involvement and disability occur. the age at which lesions are established, the pace at which the disease progresses, if (or when) the disease plateaus, and how these parameters relate to the onset of disability are unknown. to answer these questions, we performed a retrospective analysis of a group of subjects with fd. one hundred nine subjects with a spectrum of fd were studied for up to 32 years. disease progression was assessed in serial (99)tc-mdp bone scans by determining the location and extent of fd lesions using a validated bone scan scoring tool. physical function and the need for ambulatory aids were assessed. ninety percent of the total body disease skeletal burden was established by age 15. disease was established in a region-specific pattern; in the craniofacial region, 90% of the lesions were present by 3.4 yr, in the extremities, 90% were present by 13.7 yr, and in the axial skeleton, 90% were present by 15.5 yr. twenty-five of 103 subjects eventually needed ambulatory aids. the median age at which assistance was needed was 7 yr (range, 1-43 yr). the median bone scan score for subjects needing assistance was 64.3 (range, 18.6-75) compared with 23.1 (range, 0.5-63.5) in the unassisted subjects (p < 0.0001). among subjects needing assistance with ambulation, 92% showed this need by 17 yr. the majority of skeletal lesions and the associated functional disability occur within the first decade of life. the implication is that the window of time for preventative therapies is narrow. likewise, therapeutic interventions must be tailored to where the patient is in the natural history of the disease (i.e., progressive disease [young] versus established disease [older subjects]). these findings have implications for prognosis, the timing and type of therapy, and the development of trials of new therapies and their interpretation.',\n", + " 'although spinal-bulbar muscular atrophy (sbma) is generally believed to be associated with better survival and function compared to other motor neuron diseases, no systematic study of long-term functional status or survival has been reported. we report the results a retrospective review of 39 patients with genetically confirmed diagnosis and compared their survival to normal, population-based, age- and gender-matched controls. we assessed the functional status of 25 of the 33 survivors by completing the revised als functional rating scale (alsfrs-r) by telephone. the subjects with sbma had a 10-year survival of 82% compared to 95% among the age-matched controls (p = 0.053). the mean alsfrs-r score for the survivors was 37 (range 27-43). the alsfrs-r subscores indicated mild deficits in all areas in most, with the greatest limitation being the use of stairs. while all reported bulbar symptoms, none had disabling deficits. none of the subjects required a percutaneous endoscopic gastrostomy tube and one subject used noninvasive positive pressure ventilation. the long-term survival of subjects with spinal-bulbar muscular atrophy is minimally reduced from their age-matched controls. the long-term functional assessments demonstrate mild neurologic impairment in most without devastating bulbar or respiratory dysfunction and good ambulatory function years after diagnosis.',\n", + " 'most clinicians recommend followup with annual ultrasound for patients with multicystic dysplastic kidney. the aim of this study was to determine whether followup ultrasound provides any clinical benefit. we retrospectively reviewed the charts of 73 patients who were diagnosed with multicystic dysplastic kidney between october 1991 and august 2005. data were analyzed with respect to patient characteristics and followup information. we identified 61 patients (43 boys and 18 girls) with adequate followup. a total of 49 patients (80%) were diagnosed prenatally and 12 (20%) postnatally. associated urological anomalies were noted in 16 patients (26%). median followup was 2.6 years (range 6 months to 37.5 years). ultrasound examinations showed complete involution in 25 patients (41%) and partial regression in 18 (30%). the size of the multicystic dysplastic kidney increased in 1 patient (1.6%) and was unchanged in 17 (28%) without any pathological manifestations. median age at complete involution was 2.1 years (range 36 days to 13.7 years). patients with contralateral compensatory hypertrophy had more rapid complete involution. urinary tract infection developed in 6 patients, of whom 1 was ultimately found to have reflux and 1 had ureteropelvic junction obstruction. in our patients with unilateral multicystic dysplastic kidney ultrasound provided little clinically important information. our data and a review of the literature suggest that once the diagnosis is made, no urological followup is needed. the primary care provider should monitor patients with multicystic dysplastic kidney for hypertension, abdominal mass and urinary tract infection.',\n", + " 'little is known about the natural history of epithelioid hemangioendothelioma (ehe) of the liver. this study aimed to assess the natural history of hepatic ehe by evaluating ct findings of patients with pathologically proven hepatic ehe during follow-up without treatment. ct findings of 15 patients (seven men and eight women; median age, 56 years) with pathologically proven hepatic ehe were retrospectively evaluated. the median interval between the baseline and final ct was 36 months (range, 6-144 months). the maximal diameter of the largest hepatic lesion on the baseline ct and the diameter of the same lesion on the final ct were recorded. change in size of the largest lesion between the two studies was classified as enlargement, no change, and reduction. when a patient with the largest lesion showing reduction developed a new hepatic lesion on the final ct, it was referred to as \"unpredictable growth\". ct revealed multiple hepatic lesions in all patients. enlargement, no change, and reduction of the largest lesion were observed in four, five, and six patients, respectively. unpredictable growth was observed in five patients. during the follow-up of untreated patients with hepatic ehe, spontaneous regression and appearance of a new hepatic lesion were occasionally observed in the same patient.',\n", + " \"x-linked agammaglobulinemia (xla) is the prototype of primary humoral immunodeficiencies. long-term follow-up studies regarding disease-related complications and outcome are scarce. our aim was to describe the natural history of xla. a nationwide multicenter study based on the italian primary immunodeficiency network registry was established in 2000 in italy. affected patients were enrolled by documenting centers, and the patients' laboratory, clinical, and imaging data were recorded on an annual base. data on the patients (n = 168) were derived from a cumulative follow-up of 1370 patient-years, with a mean follow-up of 8.35 years per patient. the mean age at diagnosis decreased after establishment of the italian primary immunodeficiency network registry (84 months before vs 23 months after). respiratory, skin, and gastrointestinal manifestations were the most frequent clinical symptoms at diagnosis and during long-term follow-up. regular immunoglobulin replacement treatment reduced the incidence of invasive infections. affected patients developed chronic lung disease over time (47% after 40 years of follow-up) in the presence of chronic sinusitis (84%). malignancies were documented in a minority of cases (3.7%). overall survival for affected patients was significantly reduced when compared with that for the healthy male italian population, and it further deteriorated in the presence of chronic lung disease. this is the first detailed long-term follow-up study for patients with xla, revealing that although immunoglobulin replacement treatment reduces the incidence of invasive infections, it does not appear to influence the development of chronic lung disease. the overall survival of affected patients is reduced. further studies are warranted to improve patients' clinical management and increase awareness among physicians.\",\n", + " 'given the paucity of data on the natural history of brainstem cavernous malformations (cms), the authors aimed to evaluate the annual hemorrhage rate and hemorrhagic risk of brainstem cms. nine hundred seventy-nine patients diagnosed with brainstem cms were referred to beijing tiantan hospital from 2006 to 2015; 224 patients were excluded according to exclusion criteria, and 47 patients were lost to follow-up. thus, this prospective observational cohort included 708 cases (324 females). all patients were registered, clinical data were recorded, and follow-up was completed. six hundred ninety (97.5%) of the 708 patients had a prior hemorrhage, 514 (72.6%) had hemorrhagic presentation, and developmental venous anomaly (dva) was observed in 241 cases (34.0%). two hundred thirty-seven prospective hemorrhages occurred in 175 patients (24.7%) during 3400.2 total patient-years, yielding a prospective annual hemorrhage rate of 7.0% (95% ci 6.2%-7.9%), which decreased to 4.7% after the 1st year. multivariate cox regression analysis after adjusting for sex and age identified hemorrhagic presentation (hr 1.574, p = 0.022), dva (hr 1.678, p = 0.001), mrs score ≥ 2 on admission (hr 1.379, p = 0.044), lesion size > 1.5 cm (hr 1.458, p = 0.026), crossing the axial midpoint (hr 1.446, p = 0.029), and superficially seated location (hr 1.307, p = 0.025) as independent adverse factors for prospective hemorrhage, but history of prior hemorrhage was not significant. the annual hemorrhage rates were 8.3% and 4.3% in patients with and without hemorrhagic presentation, respectively; the rate was 9.9%, 6.0%, and 1.0% in patients with ≥ 2, only 1, and 0 prior hemorrhages, respectively; and the rate was 9.2% in patients with both hemorrhagic presentation and focal neurological deficit on admission. the study reported an annual hemorrhage rate of 7.0% exclusively for brainstem cms, which significantly increased if patients presented with both hemorrhagic presentation and focal neurological deficit (9.2%), or any other risk factor. patients with a risk factor for hemorrhage needed close follow-up regardless of the number of prior hemorrhages. it should be noted that the referral bias in this study could have overestimated the annual hemorrhage rate. this study improved the understanding of the natural history of brainstem cms, and the results are important for helping patients and physicians choose a suitable treatment option based on the risk factors and stratified annual rates.clinical trial registration no.: chictr-poc-17011575 (http://www.chictr.org.cn/).',\n", + " 'due to improved diagnostic techniques, acoustic neuromas more frequently are detected at an early stage. subsequent treatment depends on such factors as expected tumor growth rate, tumor size, and patient age. the natural history of acoustic neuromas is still uncertain: this study was performed to examine possible correlations among tumor size, patient age, signs and symptoms, and duration of symptoms. the study included 164 patients with an acoustic neuroma who were treated at university hospital nijmegen, the netherlands, over a period of 13 years. comparisons were made between the findings of this study and the reports in the literature. no support was found for any of the correlations mentioned in other studies, and no relationships could be demonstrated between the parameters evaluated in this study. the authors therefore recommend that treatment policies be based only on well-established correlations.',\n", + " 'we describe the natural history of lupus nephritis (ln) in a historical cohort of 190 white patients with the diagnosis of biopsy-proven ln followed in a single reference center.we evaluated 670 patients with systemic lupus erythematosus (sle) consecutively followed in our department from 1970 until 2006. all patients fulfilled the 1997 revised criteria for the classification of sle. white patients (spanish-born) with biopsy-proven ln were selected as the study population.the cohort included 190 patients (170 female patients and 20 male) with a mean age at ln diagnosis of 31 years. renal biopsy revealed type i ln in 8 (4%) patients, type ii in 33 (17%), type iii in 46 (24%), type iv in 72 (38%), type v in 28 (15%), and type vi in 3 (2%) patients. induction remission was achieved in 85% of patients with types i and ii, 78% with type iii, 70% with type iv, and 32% of patients with type v. after a mean follow-up of 2391 patient-years, 62 (33%) patients developed chronic renal failure and 18 (9%) evolved to end-stage renal disease. adjusted multivariate cox regression analysis identified male sex (hazard ratio [hr], 4.33) and elevated creatinine at ln diagnosis (hr, 5.18) as independent variables for renal failure. survival was 92% at 10 years of follow-up, 80% after 20 years, and 72% after 30 years.our results suggest that biopsy-proven ln in white patients has an excellent prognosis. ethnicity should be considered a key factor when evaluating the prognosis and therapeutic response to different agents in patients with ln.',\n", + " 'thrombotic microangiopathy (tma) is a complication that developed in some patients receiving 12 gy total body irradiation (tbi) in addition to lymphodepleting preparative chemotherapy prior to infusion of autologous tumor-infiltrating lymphocytes (til) with high-dose aldesleukin (il-2). this article describes the incidence, presentation, and course of radiation-associated tma. the data for patients with metastatic melanoma who received act with til plus aldesleukin following myeloablative chemotherapy and 12-gy tbi was examined, in order to look at patient characteristics and the natural history of tma. the median time to presentation was approximately 8 months after completing tbi. the estimated cumulative incidence of tma was 31.2% (median follow-up of 24 months). noninvasive criteria for diagnosis included newly elevated creatinine levels, new-onset hypertension, new-onset anemia, microscopic hematuria, thrombocytopenia, low haptoglobin, and elevated lactate dehydrogenase values. once diagnosed, patients were managed with control of their hypertension with multiple agents and supportive red blood cell transfusions. tma typically stabilized or improved and no patient progressed to dialysis. tma was associated with a higher probability of an antitumor response. tma occurs in approximately a third of patients treated with a lymphodepleting preparative chemotherapy regimen with tbi prior to autologous t cell therapy. the disease has a variable natural history, however, no patient developed end-stage renal failure. successful management with supportive care and aggressive hypertension control is vital to the safe application of a systemic therapy that has shown curative potential for patients with disseminated melanoma.',\n", + " 'warm autoimmune hemolytic anemia (waiha) is a rare autoimmune disease with poorly known natural history and management remaining mainly empirical. to better describe the characteristics and outcome of waiha in adults, we performed a single-center cohort study of patients diagnosed with waiiha from 2001 to 2012 in our center. sixty patients (50% women) were included, the mean age at the time of waiha onset was 54⊉±⊉23 years. waiha was considered \"primary\" for 21 patients (35%) and was associated with an underlying disorder in 39 (65%), including mainly lymphoproliferative disorders and systemic lupus. all patients but two needed treatment and received corticosteroids, with an overall initial response rate of 87%. however, 63% of the patients were corticosteroid-dependent and 56% required at least one second-line treatment including mainly rituximab (n⊉=⊉19). at the time of analysis, after a mean follow-up of 46 months, 28 patients (47%) were in remission and off treatment and 5 (8%) had died. the presence of an underlying lymphoproliferative disorder was associated with reduced response to corticosteroids and increased need for second-line therapy. in conclusion, in the last decade and compared to a previous series from our center, the rate of secondary waiha has increased and the use of rituximab has emerged as the preferred second-line treatment and corticosteroid-sparing strategy; the overall mortality has significantly decreased (8 vs. 18%).',\n", + " 'hepatocellular carcinoma (hcc) is common in asia, and the majority are not suitable for curative surgical treatment. we studied the natural history of untreated nonsurgical hcc to examine whether the prognosis has changed with improved supportive treatment and to identify factors affecting survival. one hundred and six ethnic chinese patients with hcc not amenable to curative treatment were managed symptomatically as control-arm patients in three randomized studies conducted between january 1996 and april 2001. seventy-six (71.7%) patients were positive for hepatitis b surface antigen (hbsag). prognostic variables for survival were identified by univariate analysis and were subjected to a multivariate cox analysis to identify the independent predictors of survival. all but four patients were followed until death. common causes of death were tumor progression (63.2%) and liver failure (31.1%). the overall median survival was 3 months, and the 1-yr survival was 7.8% only. the median survival of patients of okuda stages i, ii, and iii were 5.1 months, 2.7 months, and 1.0 month, respectively (p < 0.05 for comparison between any two stages). multivariate analysis revealed four independent prognostic variables, namely, serum bilirubin, blood urea, serum alpha-fetoprotein, and okuda stage. the prognosis of untreated hcc not suitable for curative treatment in asia is grave despite improved supportive treatment. the four prognostic variables identified in this study are important in the decision for palliative treatment, and the okuda staging remains an important prognostic guide.',\n", + " 'to characterize and describe the evolution of ventricular septal defects (vsd) from intra-uterine diagnosis to infancy in a population of fetuses with isolated defects. sixty-eight fetuses with isolated vsd represented the study population. of these, 28 underwent termination of pregnancy, 14 died in utero or after birth and 26 reached 1 year of age. in this population, the following variables were evaluated: presence of extracardiac or chromosomal anomalies, site and size of the defect, pregnancy outcome. these variables were assessed against closure of the vsd up to 1 year of age. necropsies were available for all fetuses following termination of pregnancy. all surviving neonates were followed up directly or by telephone until documented echocardiographic closure of the defect or until 1 year of age. there was a significant correlation between type of vsd and type of aneuploidy (p < 0.001). a total of 26 surviving fetuses reached 1 year of age: 46.1% (n = 12) of all defects closed in utero, 23.1% (n = 6) closed during the first year of life and 30.8% (n = 8) remained patent. only three (15.8%) of the 19 vsds < 3 mm remained patent in comparison with five (71.4%) of the seven defects > 3 mm (p < 0.05). none of the malalignment vsds closed, in comparison to 69% of the peri-membranous and 60% of the muscular defects. ventricular septal defect can undergo spontaneous closure during intra-uterine life and this process depends upon the site and the size of the defect. these data may provide useful additional information to aid prenatal counseling.',\n", + " 'paracoccidioidomycosis (pcm) is the most prevalent systemic mycosis in latin america. this study aimed to evaluate the natural history of paracoccidioides brasiliensis-induced experimental arthritis of the knee joints in wistar rats. rats were randomly allocated to either an absolute control group, or 15-day, 45-day, or 90-day experimental (fungus-inoculated) groups. experimental groups developed classic signs of articular pcm. titers of anti-gp43 were observed to increase during the interval from 15 to 45 days post-inoculation. articular arthritic lesions were induced and progressed during the study period in all experimental groups.',\n", + " 'chordoma is a rare tumor, and its natural history is still not well known. all patients affected by localized chordoma surgically treated at istituto ortopedico rizzoli, bologna, and istituto nazionale tumori, milan, italy, between 1980 and 2008 were reviewed. local recurrence, distant metastasis, and overall survival (os) were analyzed both from time of diagnosis and from time of local recurrence/distant metastasis. a multivariable analysis to identify independent prognostic factors was carried out. a total of 138 consecutive patients were identified (sacrum 78%, lumbar spine 15%, cervical-dorsal spine 7%). of these, 130 underwent surgical resection. median follow-up was 142 months. the 5- and 10-year os, local relapse-free survival (lrfs), and distant relapse-free survival (drfs) were, respectively, 78% and 54%, 52% and 33%, and 86% and 72%. size was an independent prognostic factor for os (p value < .001), lrfs (p value: .038), and drfs (p value: .004), while surgical margins independently predicted lrfs (p value: .003) with a trend for os. the 5- and 10-year os, lrfs, and drfs after the first local relapse were 50% and 26%, 47% and 31%, and 64% and 61%. the size of the recurrence and quality of surgical margins did not influence postrelapse os. the 5-year os after the second local relapse was 19%. 22% of patients developed distant metastases with a 5-year post-metastases os of 33%. tumor size and surgical margins affected outcome only on initial presentation. however, wide surgery was feasible in a minority of cases. most patients died of local-regional disease even when metastases occurred. indeed, long-term prognosis was such that disease-free survival at 10 years was only 26%.',\n", + " 'after primary infection with coxiella burnetii, patients may develop acute q fever, which is a relatively mild disease. a small proportion of patients (1%-5%) develop chronic q fever, which is accompanied by high mortality and can be manifested as infected arterial or aortic aneurysms or infected vascular prostheses. the disease can be complicated by arterial fistulas, which are often fatal if they are left untreated. we aimed to assess the cumulative incidence of arterial fistulas and mortality in patients with proven chronic q fever. in a retrospective, observational study, the cumulative incidence of arterial fistulas (aortoenteric, aortobronchial, aortovenous, or arteriocutaneous) in patients with proven chronic q fever (according to the dutch chronic q fever consensus group criteria) was assessed. proven chronic q fever with a vascular focus of infection was defined as a confirmed mycotic aneurysm or infected prosthesis on imaging studies or positive result of serum polymerase chain reaction for c. burnetii in the presence of an arterial aneurysm or vascular prosthesis. of 253 patients with proven chronic q fever, 169 patients (67%) were diagnosed with a vascular focus of infection (42 of whom had a combined vascular focus and endocarditis). in total, 26 arterial fistulas were diagnosed in 25 patients (15% of patients with a vascular focus): aortoenteric (15), aortobronchial (2), aortocaval (4), and arteriocutaneous (5) fistulas (1 patient presented with both an aortocaval and an arteriocutaneous fistula). chronic q fever-related mortality was 60% for patients with and 21% for patients without arterial fistula (p < .0001). primary fistulas accounted for 42% and secondary fistulas for 58%. of patients who underwent surgical intervention for chronic q fever-related fistula (n = 17), nine died of chronic q fever-related causes (53%). of patients who did not undergo any surgical intervention (n = 8), six died of chronic q fever-related causes (75%). the proportion of patients with proven chronic q fever developing primary or secondary arterial fistulas is high; 15% of patients with a vascular focus of infection develop an arterial fistula. this observation suggests that c. burnetii, the causative agent of q fever, plays a role in the development of fistulas in these patients. chronic q fever-related mortality in patients with arterial fistula is very high, in both patients who undergo surgical intervention and patients who do not.',\n", + " 'the number of incidental meningiomas has increased because of the increased availability of neuroimaging. lack of prospective data on the natural history makes the optimal management unclear. we conducted a 5-year prospective study of incidental meningiomas to identify risk factors for tumor growth. sixty-four of 70 consecutive patients with incidental meningioma were included. clinical and radiological status was obtained at 0, 0.5, 1, 1.5, 2, 3, 4, and 5 years. gammaplan and mixed linear regression modeling were utilized for volumetric analysis with primary endpoint tumor growth. none of the patients developed tumor-related symptoms during the study period, although 48 (75%) tumors increased (>15%), 13 (20.3%) remained unchanged, and 3 (4.7%) decreased (>15%) in volume. mean time to growth was 2.2 years (range, 0.5-5.0 years).the growth pattern was quasi-exponential in 26%, linear in 17%, sigmoidal in 35%, parabolic in 17%, and continuous reduction in 5%. there was significant correlation among growth rate, larger baseline tumor volume (p < .001), and age in years (<55 y: 0.10 cm3/y, 55-75 y: 0.24 cm3/y, and >75 y: 0.85 cm3/y). the majority of meningiomas will eventually grow. however, more than 60% display a self-limiting growth pattern. our study provides level-2 evidence that asymptomatic tumors can be safely managed utilizing serial imaging until persistent radiological and/or symptomatic growth.',\n", + " \"ménétrier's disease (md) is a rare disease characterized by markedly hypertrophied gastric mucosal folds typically associated with hypoalbuminemia and anemia. however, the natural history of md in adults remains unclear and is rarely reported in the literature. the current study presents a case of md with a 9-year follow-up. a 56-year-old man was diagnosed with md in 2005. the patient was followed up and underwent surveillance endoscopy once or twice each year. in the present case, the anemia and hypoproteinemia were eliminated following red blood cell transfusion and intravenous iron therapies. the symptoms were relieved after 4 years. treatment with octreotide had little effect on the gastric mucosa, while antimicrobial combination therapy provided no benefit in the present h. pylori-negative case of md. in addition, despite abnormalities of the gastric mucosa in the patient persisting after 9 years of follow-up with no evidence of malignancy, malignant transformation in md should not be overlooked, and regular monitoring of the gastric mucosa via endoscopy is necessary.\",\n", + " \"cardiac tumors are a rare entity, comprised of tumors with diverse histology and natural history. we report the clinical characteristics, echocardiograhic findings, therapy and outcome of 59 patients with primary and metastatic cardiac tumors. our institutional echocardiogram data base from 1993 through 2005 was reviewed to identify patients diagnosed with intra-cardiac tumor. a total of 59 patients with cardiac tumors were identified and included in the study. the patients' characteristics, presenting symptoms, diagnostic tests, location, histology of the tumor, treatment and the one year survival rate of this population was collected from the medical records. of the 59 cardiac tumor cases, 16 (27%) were primary cardiac tumors and 43 (73%) were secondary cardiac tumors. the most common primary tumor was sarcoma affecting 13 (81%) of the 16 cases. of these, 5 patients were angiosarcoma, 5 unclassified sarcoma, one myxoid sarcoma and 2 malignant fibrous histiocytoma. the mean age at presentation was 41.1 years, and the most common location was right atrium affecting 6 cases (37.5%). the most common symptom of dyspnea was present in 10 (62.5%) cases. eleven (25.6%) of the 43 secondary cardiac tumors were metastasis from renal cell carcinoma. the mean age at presentation was 55.4 years. right atrium was the most frequent location affecting 18 (42%) of the 43 patients. the most common presenting symptom was dyspnea in 15 (35%) cases. for both primary and secondary tumors, dyspnea was the most common symptom and right atrium was most frequently involved. sarcoma was the most common primary cardiac tumor while metastasis from renal cell carcinoma was the most common secondary tumor.\",\n", + " 'although polycystic liver disease (pcld) is one of the extrarenal complications in patients with autosomal dominant polycystic kidney disease (adpkd), longitudinal changes and the association with total liver volume (tlv) have not been clearly elucidated yet. patients with adpkd were chosen who underwent computed tomography or magnetic resonance imaging twice or more during august 2003 through december 2015. tlv, each cyst volume, and the proportion of parenchyma were measured. the natural history of liver cysts and the association between tlv and liver cysts were evaluated. to compare with liver cysts in adpkd patients with pcld, simple liver cysts in patients without adpkd were also evaluated. tlv at baseline and its growth rate in all the patients with adpkd, whose serum creatinine, estimated glomerular filtration rate, and total kidney volume were 1.45 mg/dl (0.76-2.32 mg/dl), 38.5 ml/min per 1.73 m2 (18.7-57.9 ml/min per 1.73 m2), and 1394 ml (773-2861 ml), were 1431 ml (1062-1749 ml) and -0.95%/yr (-3.16 to 4.94%/yr), respectively, in the observation period (median, 1063 days). neither tlv nor its growth rate was significantly different between adpkd patients with pcld and those without pcld. the growth rate of 79 liver cysts was 39.5%/yr (17.5-80.8%/yr) in pcld patients with adpkd. it was significantly larger than that of 60 simple liver cysts in the non-adpkd group, 11.0%/yr (-2.2 to 33.1%/yr). moreover, the proportion of parenchyma reduced, whereas that of total cyst volume increased significantly (p = 0.001). the reduction of parenchyma was accompanied by the growth of liver cysts during time course in pcld patients with adpkd.',\n", + " \"localized acquired hypertrichosis (lah) is a condition characterized by increased hair growth and is frequently seen after cast removal in children and adolescents. the purpose of this study was to examine the natural history of lah and its potential impact on patients' quality of life. patients between the ages of 5 and 16 years, in whom hypertrichosis was detected after the removal of a cast were enrolled in a prospective study. each patient completed the children's dermatology life quality index after cast removal and at follow-up. each patient was followed up until complete resolution of hypertrichosis. statistical analyses were performed to determine any relation between the time to resolution of hypertrichosis and potential contributing variables including age, sex, initial diagnosis, type of cast, type of cast liner, and duration of cast. of the 25 enrolled patients, 3 were lost during follow-up and 1 girl was excluded. the mean children's dermatology life quality index total score was 1.1±1.4, with the majority of patients (68%) scoring 0 or 1. the hypertrichosis was completely resolved within 6 months in 17 of the 21 patients and within 6 to 12 months in the remaining 4. although duration of cast showed a statistically significant correlation to time to resolution (p=0.008), the other variables studied showed no significant relationship. according to this study, lah is typically resolved within 6 months in 80% of patients. it was not found to negatively impact the quality of life in any of the patients. the study determined that the longer the cast was applied, the longer was the time for hypertrichosis to resolve. level ii, prognostic study.\",\n", + " 'dyspepsia still represents an unsolved clinical enigma. the aims of this study were to determine whether symptoms and helicobacter pylori infection are predictors of organic disease in uninvestigated dyspepsia, and if h. pylori eradication improves symptoms in functional dyspepsia. an observational study was performed on outpatients with uninvestigated dyspepsia. symptoms were scored and h. pylori status determined. patients with functional dyspepsia and h. pylori infection were randomly given either a standard eradicating treatment or a 1-month course of empirical treatment. the latter was also given to functional dyspeptic patients without infection. symptoms were re-assessed in functional dyspeptic patients at 2- and 6-month follow-up visits. patients receiving eradicating treatment were re-tested for h. pylori at the 2 month visit. a total of 860 patients were studied and 605 (70.3%) were affected by functional dyspepsia. h. pylori infection was diagnosed in 71.8% of patients with organic dyspepsia and in 65.0% with functional dyspepsia (p=0.053). male sex, anaemia, smoking habit, age over 45 years, and severe epigastric pain, but not h. pylori infection, were independent predictors of organic disease. symptoms significantly improved in most functional dyspeptic patients regardless of their h. pylori status and type of treatment. h. pylori infection is not a strong predictor of organic disease in uninvestigated dyspepsia. h. pylori eradication is not essential to improve symptoms in functional dyspepsia.',\n", + " 'the association between psoriasis and risk of malignancy has not been thoroughly evaluated in a large longitudinal cohort of asian population. to determine the long-term risk of malignancy in korean adult patients with psoriasis. we conducted a nationwide population-based prospective cohort study with a 15-year observational period. during the baseline period (1997-2000), total 1 773 786 korean subjects who received health insurance from the national health insurance system were enrolled and 5788 subjects were defined as a psoriasis group. the number of new-onset malignancy was collected during the observational period (2001-2015). patients with psoriasis had a higher adjusted hazard ratio (ahr) for development of overall malignancy [ahr 1.08, 95% confidence interval (ci) 1.00-1.18] and gastric cancer (ahr 1.31, 95% ci 1.08-1.58) compared to controls. the risks of non-hodgkin lymphoma and non-melanoma skin cancer were significantly increased only in patients with psoriasis who received systemic treatments (ahr 2.86, 95% ci 1.07-7.61 and ahr 3.93, 95% ci 1.47-10.47, respectively). psoriasis is associated with long-term risk for overall malignancy in koreans, which was primarily driven by the increased risk of gastric cancer.',\n", + " 'the lhrh-secreting hypothalamic hamartoma (hh), a congenital malformation consisting of a heterotopic mass of nervous tissue that contains lhrh neurosecretory neurons attached to the tuber cinereum or the floor of the third ventricle, can cause true or central precocious puberty (tpp). we have suggested that it functions as an ectopic lhrh pulse generator independent of the central nervous system inhibitory mechanism that normally restrains the hypothalamic lhrh pulse generator. tpp associated with a hamartoma has all of the hormonal hallmarks of puberty, including a pubertal pattern of pulsatile lh and a pubertal plasma lh response to lhrh administration. little is known about the natural history of hh. we present long term data on 10 children (5 females and 5 males) with tpp due to hh. physical signs of puberty were observed at a mean age of 2.2 +/- 1.6 yr (range, 0.5-5.1). two of 10 had a pedunculated mass, and 8 of 10 had a sessile mass. the hamartoma varied in diameter from 4-25 mm and did not change with time (3.5-8.7 yr). four patients have a seizure disorder, 3 with gelastic seizures (1 with mental retardation) and 1 with tonic-clonic seizures. the shape of the hamartoma, sessile or pedunculated, did not correlate with the occurrence of seizures. at presentation with sexual precocity, the mean height sd for chronological age was +3.5 +/- 0.4, the mean height sd for bone age was -1.9 +/- 0.4, and the mean bone age sd for chronological age was +6.8 +/- 0.7. baseline data were comparable to those of 10 females with idiopathic tpp. nine of 10 hh patients and all idiopathic tpp patients were treated with a lhrh agonist. the response to therapy was excellent in both groups and indistinguishable. nine of 10 hh children attend school regularly and, aside from those with seizures, have no neurological handicap. while surgical resection of the hamartoma has been recommended, it carries an increased risk of morbidity and mortality and, if removal is incomplete, does not arrest the sexual precocity. in our experience, lhrh agonist therapy for tpp due to hh is the preferable approach.',\n", + " 'we delineate the natural history of a right-to-left or bidirectional (rl/bd) patent ductus arteriosus (pda) in preterm infants and compare outcomes of an rl/bd and a left-to-right (lr) ductal shunt. we performed a retrospective chart review of preterm infants (< 32 weeks), who, between 2 and 30 days of age, had an rl/bd pda > 1.5 mm (study group; n = 74) or an lr pda (n = 87) on echocardiogram (echo). in the study group, 27% of infants who were of significantly lower gestational age and birth weight had a \"prolonged\" rl/bd pda on two or more echos. infants with rl/bd pda required significantly greater surfactant (98.6% versus 94.2%) and less pda therapy (27% versus 92%) and had higher mortality (48.6% versus 21.8%) compared with those with lr pda. on regression analysis, lower gestation (odds ratio [or] 1.45; 95% confidence interval [ci]: 1.15 to 1.83) and rl/bd pda (or 4.74; 95% ci: 2.18 to 10.3) were significantly associated with mortality. the independent association between an rl/bd pda shunt and mortality warrants further investigation. insights into the etiology of pulmonary hypertension may optimize outcomes in this population.',\n", + " 'to assess prospectively the maternal and fetal outcome in women with primary antiphospholipid syndrome (aps) and to find out predictors of poor obstetric outcome. a prospective observational study included 162 patients with primary aps who were divided into two groups, group 1 with previous thrombosis (n⊉=⊉74) and group 2 without previous thrombosis (n⊉=⊉88). patients were followed from the start of pregnancy till delivery under standard treatment to detect maternal and fetal outcome. there was a significant difference between the two groups with higher rate of miscarriage (p⊉<⊉0.05), maternal venous thromboembolism (p⊉<⊉0.001), intrauterine fetal demise and neonatal death (p⊉<⊉0.05) in group 1. no significant difference between the two groups regarding the rate of preeclampsia, eclampsia, postpartum hemorrhage, prematurity and admission to neonatal intensive care unit (p⊉>⊉0.05). by univariate and multivariate analyzes in the whole study participants, previous thrombosis, triple positivity of aps antibodies, previous delivery before 34 weeks, the presence of antiϲ2gp1 antibodies and maternal age above 30 years were independent predictors of pregnancy loss. poor obstetric outcome is higher in patients with previous thrombosis. the search for optimal prognostic markers and new therapeutic measures to prevent complications in aps patients is warranted.',\n", + " 'although ataxia is the most distressing manifestation of machado-joseph disease (mjd), little is known about its natural history. therefore, we prospectively followed a cohort of patients with mjd for 13 months to characterize the progression of ataxia and identify its contributory factors. the international cooperative ataxia rating scale (icars) was used to estimate severity of ataxia at baseline and at follow-up. thirty-four patients were enrolled in the study, 22 of whom were men. mean age at onset of the disease was 34.7 years and length of expanded cag repeat was 66. mean icars scores at baseline was 37.6 and at follow-up was 42.7 (p < 0.001). multivariate analysis did not find significant association of progression of disease and age at disease onset, length of expanded (cag), or duration of disease.',\n", + " 'background duchenne muscular dystrophy (dmd) is an x-linked disease that causes progressive muscle weakness. affected boys typically die from respiratory or cardiac failure. golden retriever muscular dystrophy (grmd) is genetically homologous with dmd and causes analogous skeletal and cardiac muscle disease. previous studies have detailed features of grmd cardiomyopathy in mostly young dogs. cardiac disease is not well characterized in adult grmd dogs, and cardiac magnetic resonance (cmr) imaging studies have not been completed. methods and results we evaluated echocardiography and cmr in 24 adult grmd dogs at different ages. left ventricular systolic and diastolic functions, wall thickness, and myocardial strain were assessed with echocardiography. features evaluated with cmr included left ventricular function, chamber size, myocardial mass, and late gadolinium enhancement. our results largely paralleled those of dmd cardiomyopathy. ejection fraction and fractional shortening correlated well with age, with systolic dysfunction occurring at ≈30 to 45 months. circumferential strain was more sensitive than ejection fraction in early disease detection. evidence of left ventricular chamber dilatation provided proof of dilated cardiomyopathy. late gadolinium enhancement imaging showed dmd-like left ventricular lateral wall lesions and earlier involvement of the anterior septum. multiple functional indexes were graded objectively and added, with and without late gadolinium enhancement, to give cardiac and cardiomyopathy scores of disease severity. consistent with dmd, there was parallel skeletal muscle involvement, as tibiotarsal joint flexion torque declined in tandem with cardiac function. conclusions this study established parallels of progressive cardiomyopathy between dystrophic dogs and boys, further validating grmd as a model of dmd cardiac disease.',\n", + " \"the natural history of kaposi's sarcoma (ks) as a primary presentation of aids has been well defined, but little is known about the prognosis of ks following a different aids defining illness (adi). retrospective review of 852 consecutive individuals diagnosed with aids at fairfield hospital between 1984 and 1994. demographic data, year of diagnosis, cd4 cell counts, treatment for ks and pcp prophylaxis were included in the analysis. survival following a diagnosis of ks was evaluated, adjusting for the effects of year of diagnosis, primary or secondary ks and degree of immunodeficiency. the overall cumulative incidence of ks by three years post adi was 34%. median survival for ks as an adi (n = 130) was 20 months versus 9 months for ks subsequent to another adi (n = 75, p < 0.001). those with ks as an adi had a higher cd4 count (median 90 vs. 11, p < 0.001), lower incidence of visceral disease (5 of 130 vs. 11 of 75, p = 0.032) and fewer associated aids related illnesses (1 vs. 2, p < 0.001). poorer survival following diagnosis of ks was associated with a lower cd4 count at diagnosis of ks (p = 0.002), extensive cutaneous or visceral ks at diagnosis (p = 0.009 and p < 0.001 respectively) and with the number of associated aids related illnesses (p < 0.001). a multivariate analysis suggested that, after adjusting for these factors, there was no difference in survival between primary and secondary ks. we found no difference in survival between primary and secondary ks after adjusting for potential confounding factors. we cannot exclude, however, that the greater incidence of visceral disease identified in secondary ks reflects an inherently more aggressive biology.\",\n", + " \"avascular necrosis of the femoral head is usually seen in children aged 1.5 to 10 years, reaching a peak incidence between the ages of 4 and 9. avascular necrosis of the femoral head is a known complication of corticosteroid therapy in acute lymphoblastic leukemia. there are few reports in the literature regarding the natural history of this condition, and there is no consensus on its management. this study examined the natural history of avascular necrosis of the femoral head in children with leukemia. from 1993 to 2006, a total of 865 children with acute lymphoblastic leukemia were admitted to the hematology-oncology ward of a children's hospital. the diagnosis of acute lymphoblastic leukemia was established by bone marrow aspiration. based on clinical and radiographic findings, avascular necrosis of the femoral head was found in 7 patients; these patients underwent follow-up for 4 to 9 years. avascular necrosis of the femoral head was clinically symptomatic in all of the children, and they had advanced radiographic collapse of the femoral head. however, the head of the femur was not at risk in any patient based on clinical and radiographic findings. patients received supportive treatment such as abduction brace and physiotherapy. after 4 to 9 years of follow-up, clinical and radiographic results were satisfactory. provided that the head of the femur is not at risk, avascular necrosis of the femoral head in children with acute lymphoblastic leukemia may be successfully managed with nonoperative care.\",\n", + " 'the gaucher outcome survey (gos) is an international disease-specific registry established in 2010 for patients with a confirmed diagnosis of gaucher disease (gd), regardless of gd type or treatment status. historically, there has been a limited understanding of type 3 gd (gd3) and its natural history in patients irrespective of their treatment status. here, we describe the disease characteristics of patients with gd3 enrolled in gos. as of october 2015, 1002 patients had been enrolled, 26 of whom were reported as gd3. the majority of patients with gd3 were from the us (13; 50.0%), seven (26.9%) were from the uk, three (11.5%) from israel, and three (11.5%) from brazil. no patients were of ashkenazi jewish origin. median age of symptom onset was 1.4 (interquartile range: 0.5-2.0) years. the most common gba1 mutation genotype was l444p/l444p, occurring in 16 (69.6%) of 23 patients who had genotyping information available. nine patients reported a family history of gd (any type). of 21 patients with treatment status information, 20 (95.2%) had received gd-specific treatment at any time, primarily imiglucerase (14 patients) and/or velaglucerase alfa (13 patients). hemoglobin concentrations and platelet counts at gos entry were within normal ranges for most patients, and there were no reports of severe hepatomegaly or of splenomegaly in non-splenectomized patients, most likely indicative of the effects of treatment received prior to gos entry. this analysis provides information on the characteristics of patients with gd3 that could be used as the baseline for longitudinal follow-up of these patients.',\n", + " 'acute liver failure (alf) is classically defined by coagulopathy and hepatic encephalopathy (he); however, acute liver injury (ali), i.e., severe acute hepatocyte necrosis without he, has not been carefully defined nor studied. our aim is to describe the clinical course of specifically defined ali, including the risk and clinical predictors of poor outcomes, namely progression to alf, the need for liver transplantation (lt) and death. 386 subjects prospectively enrolled in the acute liver failure study group registry between 1 september 2008 through 25 october 2013, met criteria for ali: international normalized ratio (inr)≥2.0 and alanine aminotransferase (alt)≥10 × elevated (irrespective of bilirubin level) for acetaminophen (n-acetyl-p-aminophenol, apap) ali, or inr≥2.0, alt≥10x elevated, and bilirubin≥3.0⊉mg/dl for non-apap ali, both groups without any discernible he. subjects who progressed to poor outcomes (alf, death, lt) were compared, by univariate analysis, with those who recovered. a model to predict poor outcome was developed using the random forest (rf) procedure. progression to a poor outcome occurred in 90/386 (23%), primarily in non-apap (71/179, 40%) vs. only 14/194 (7.2%) in apap patients comprising 52% of all cases (13 cases did not have an etiology assigned; 5 of whom had a poor outcome). of 82 variables entered into the rf procedure: etiology, bilirubin, inr, apap level and duration of jaundice were the most predictive of progression to alf, lt, or death. a majority of ali cases are due to apap, 93% of whom will improve rapidly and fully recover, while non-apap patients have a far greater risk of poor outcome and should be targeted for early referral to a liver transplant center.',\n", + " 'transient monocular vision loss (tmvl) is an alarming symptom owing to potentially serious etiologies such as thromboembolism or giant cell arteritis. our objective is to describe the phenomenon of tmvl present on awakening, which may represent a distinct and benign entity. we performed a retrospective observational case series of 29 patients who experienced tmvl on awakening. patients who described monocular dimming or blackout of vision were included, and those with blurred vision, concurrent eye pain, and binocular vision loss were excluded. descriptive statistics were used to summarize the study population. of the 29 patients we studied, 90% (n = 26) were female and 48% had crowded discs (cup-to-disc ratio ≤0.2). the mean age was 45.4 years, although women were significantly younger than men (mean ages 43.4 and 62.7 years, respectively, p = 0.017). brain magnetic resonance imaging and vascular imaging (magnetic resonance angiography, computed tomographic angiography, or carotid doppler) were performed in 69% and 55% of cases, respectively, and were uniformly negative. in 14 patients for whom clear follow-up data could be obtained, no medically or visually significant sequelae of this syndrome were found, and 50% experienced resolution of symptoms. evaluation was uniformly negative when patients described waking with isolated vision loss in 1 eye with subsequent resolution, usually in less than 15 minutes. the natural history seems benign with symptoms frequently remitting spontaneously. this visual phenomenon may represent an autoregulatory failure resulting in a supply/demand mismatch during low-light conditions.',\n", + " 'the clinical significance of nonspecific esophageal motility disorder (nemd) is unclear. our aim was to investigate the natural history of nemd. all manometries performed at meir hospital from 1997 to 2004 and diagnosed as nemd were reviewed. manometric criteria for nemd included either low-amplitude peristalsis, nonprogression of peristalsis, prolonged retrograde or triple-peaked waves, or incomplete relaxation of the lower sphincter. patients determined to have nemd were contacted and asked to complete a questionnaire and undergo a second manometry. nemd had been diagnosed in 137 patients. upon review of manometry results, 65 patients were eligible for the study (36 men and 29 women). the other 72 patients did not have nemd when we reviewed their manometry tracing, applying strict criteria as specified in table 1. the average age was 64 +/- 16 years (range 24-83 years). the average follow-up period was 7 +/- 2 years. all 65 patients were symptomatic at their initial prestudy visit. by the second visit, symptoms had resolved in 33 (51%) patients and improved in 13 (19%). dysphagia, chest pain, and food regurgitation had improved, whereas heartburn and respiratory symptoms had not. of 37 patients with triple-peaked waves, only 11 (30%) had improved clinically. of the 65 study patients, 17 (26%) had a second manometry during the study, which was normal in 2 (12%), unchanged in 11 (69%), and revealed achalasia in 4 (23%), representing 6% of all study patients. nemd is generally a benign disorder that improves clinically in most cases. nevertheless, in about 6% of patients, nemd may evolve into achalasia.',\n", + " 'to report the clinical and neuroimaging, central nervous system (cns) findings of patients with fabry disease (fd) during 24 months of enzyme replacement therapy (ert) with agalsidase-alpha. eight patients were included. six completed 24 months of ert. clinical and magnetic resonance imaging (mri) data were obtained at 0, 12 and 24 months of ert. white matter lesions (wml) were evaluated as well as their relation to age, symptoms and neurological examination (cns score). mri was stable in 3 patients. wml and cns score worsened in one patient, fluctuated in another, and improved in the sixth patient. in the whole series, there were 15 wml at baseline, and 19 at the 24th month. in two years, 4 lesions disappeared, whereas 8 appeared. a widespread pattern of silent wml in fd was seen. in two years, some wml appeared, and some disappeared. if these phenomena were related to the natural history, remains to be demonstrated.',\n", + " 'as younger preterm infants are able to survive, more extremely preterm infants are at risk of developing retinopathy of prematurity (rop). to investigate the incidence, progression and risk factors of rop in extremely preterm infants in korea, the medical records of infants born before 25 weeks gestation were retrospectively reviewed. the criteria for laser treatment agreed with type 1 rop as defined by the early treatment for retinopathy of prematurity study. of the 121 infants included in the analysis, 119 (98.4%) infants developed any stage rop, including 78 infants (64.5%) with type 1 rop. the mean postmenstrual age (pma) at the onset of any rop and type 1 rop were 33.5 and 36.1 weeks, respectively. all but one infant developed type 1 rop after 31 weeks pma. univariate analysis showed that duration of total parenteral nutrition and onset of any rop (pma) were associated with the development of type 1 rop. in conclusion, this study shows high incidence of rop in extremely preterm infants and suggests that, although current screening protocols are feasible for most preterm infants born before 25 weeks gestation, earlier screening before 31 weeks pma may be necessary in infants with an unstable clinical course.',\n", + " 'the purpose of this study was to describe the growth pattern of congenital malignant teratoid medulloepithelioma of the ciliary body by reporting clinical and imaging findings with pathological correlation. an 11-month-old little girl presented with a whitish-pink iris mass in the right eye resulting from a small ciliary body mass consistent with medulloepithelioma at both clinical and computed tomography (ct) findings. at ct, the lesion showed heterogeneous attenuation, without intraocular calcifications. eleven months later, clinical and ultrabiomicroscopy showed a clear enlargement of the mass, which invaded the pupil. at magnetic resonance imaging (mri), the lesion showed t1-weighted hyperintensity and t2-weighted slight hypointensity when compared to the vitreous and a notch in the anterolateral aspect of the ipsilateral lens. after intravenous gadolinium administration, the lesion showed intense homogeneous enhancement, and there was leakage of gadolinium in the anterior chamber, resulting from impairment of blood-aqueous barrier. biopsy revealed a malignant teratoid medulloepithelioma. the eye was then enucleated, and histology confirmed the diagnosis. systemic chemotherapy and radiotherapy were not performed, since there was no extraocular extension. the 57-month clinical and mri follow-up did not show disease relapse. this uncommon case displays the natural history of congenital malignant teratoid medulloepithelioma of the ciliary body. while the tumour might have been successfully treated by local excision at diagnosis, the delay in surgical treatment led to tumour overgrowth with consequent need for enucleation. the most important prognostic feature is extraocular extension, which carries a risk of local recurrence, eventually resulting in intracranial extension and/or lymphatic spread.',\n", + " 'the mechanisms leading to disability and the long-term efficacy and safety of disease modifying drugs (dmds) in multiple sclerosis (ms) are unclear. we aimed at building a prospective cohort of ms patients with standardized collection of demographic, clinical, mri data and body fluids that can be used to develop prognostic indicators and biomarkers of disease evolution and therapeutic response. the swiss ms cohort (smsc) is a prospective observational study performed across seven swiss ms centers including patients with ms, clinically isolated syndrome (cis), radiologically isolated syndrome or neuromyelitis optica. neurological and radiological assessments and biological samples are collected every 6-12 months. we recruited 872 patients (clinically isolated syndrome [cis] 5.5%, relapsing-remitting ms [rrms] 85.8%, primary progressive ms [ppms] 3.5%, secondary progressive ms [spms] 5.2%) between june 2012 and july 2015. we performed 2,286 visits (median follow-up 398 days) and collected 2,274 serum, plasma and blood samples, 152 cerebrospinal fluid samples and 1,276 brain mri scans. 158 relapses occurred and expanded disability status scale (edss) scores increased in ppms, spms and rrms patients experiencing relapses. most rrms patients were treated with fingolimod (33.4%), natalizumab (24.5%) or injectable dmds (13.6%). the smsc will provide relevant information regarding dmds efficacy and safety and will serve as a comprehensive infrastructure available for nested research projects.',\n", + " 'juvenile neuronal ceroid lipofuscinosis (jncl, ncl3, batten disease) is usually caused by a 1.02-kb deletion in the cln3 gene. mutations in the cln1 gene may be associated with a variant form of jncl (vjncl). we report the clinical course and molecular studies in 24 patients with jncl collected from 1975 to 2010 with the aim of assessing the natural history of the disorder and phenotype/genotype correlations. patients were classified into the groups of vjncl with mutations in the cln1 gene and/or granular osmiophilic deposit (grod) inclusion bodies (n = 11) and classic jncl (cjncl) with mutations in the cln3 gene and/or fingerprint (fp) profiles (n = 13). psychomotor impairment included regression of acquired skills, cognitive decline, and clinical manifestations of the disease. we used kaplan-meier analyses to estimate the age of onset of psychomotor impairment. patients with vjncl showed learning delay at an earlier age (median 4 years, 95% confidence interval [ci] 3.1-4.8) than those in the cjncl group (median 8 years, 95% ci 6.2-9.7) (p = 0.001) and regression of acquired skills at a younger age. patients with vjncl showed a more severe and progressive clinical course than those with cjncl. there may be a gypsy ancestry for v181l missense mutation in the cln1 gene. the rate of disease progression may be useful to diagnose vjncl or cjncl, which should be confirmed by molecular studies in cln1/cln3 genes. further studies of genotype/phenotype correlation will be helpful for understanding the pathogenesis of this disease.',\n", + " 'congenital pseudarthrosis of the fibula (cpf) is a rare disorder characterized by a deficiency in the continuity of the fibula and can lead to progressive ankle valgus malalignment. an existing classification system for cpf is imperfect and may contribute to heterogeneity in reporting and discrepancy of outcomes in the literature. fifteen patients with cpf treated at our institution between 1995 and 2017 were retrospectively identified. only patients with dysplasia leading to spontaneous fracture or pseudarthrosis were included in this series. the median age at presentation was 2.5 years (range: 3⊉mo to 13.4⊉y). the median duration of follow-up from the initial presentation was 11.8 years (range: 2.0 to 24⊉y). chart review and serial radiographs were analyzed to assess natural history and outcomes following surgery. the coexistence of tibial dysplasia in cpf is very common. patients were classified into 3 groups based on the degree of tibial involvement-group 1: no evidence of tibial dysplasia, group 2: mild tibial dysplasia, and group 3: significant tibial dysplasia. age at presentation and age at which fibular fracture occurred were progressively younger with a greater degree of tibial involvement (p<0.05). in the absence of surgical intervention, group 1 patients did not undergo progressive ankle valgus (defined as the valgus change in tibiotalar angle by ≥4 degrees), whereas all patients in groups 2 and 3 did (p<0.001). fibular osteosynthesis was performed in 6 patients, with union seen only in group 1 patients. ten patients underwent distal tibiofibular fusion, with no cases of nonunion seen. distal tibiofibular fusion with or without medial distal tibial hemiepiphysiodesis halted the progression of ankle valgus in 8 of the 10 patients. further progression of ankle valgus occurred only in patients who did not undergo concurrent medial distal tibial hemiepiphysiodesis and with considerable wedging of the distal tibial epiphysis at the time of fusion. tibial dysplasia and cpf are intimately related. grouping patients on this basis may help guide natural history and treatment and may explain discrepancies in findings in the literature. fibular osteosynthesis, distal tibiofibular fusion, and medial distal tibial hemiepiphysiodesis may all have an important role in the treatment of cpf. level iv-case series.',\n", + " 'our aim was to assess long-term survival in patients transplanted for hcv-related end-stage liver disease (esld) and evaluate potentially modifiable predictors of survival. we performed a retrospective analysis of adult liver transplants (lt) at our institution for hcv-related esld since the program\\'s inception. pertinent demographic, clinical, and biochemical information was retrieved from electronic medical records and histological data from 990 per-protocol liver biopsies were collected. three hundred eighty lt were performed at our institution during the study period, 206 patients were transplanted for hcv-related esld; 6 died within 30 days of transplantation and were not included. the remaining 200 recipients (ddlt 168 ldlt 32) constituted the evaluable population. the demographics were as follows: 150 males, median age 53 years; median donor age 39 years; hepatocellular carcinoma (hcc) in 26%. overall 1-, 5-, and 7-year survival: 95%, 81%, and 79%; median survival 43 months, mortality 15%. significant hcv recurrence (hai >or=6 and/or fibrosis >or=2) was present in 49%, \"early recurrence\" (within 1 year of lt) in 30.5% and biopsy-proven acute rejection was present in 27%. factors with a significant negative impact on patient survival included: fibrosis stage >or=2 at 12-month biopsy, advanced donor age, history of hcc and early acute rejection. survival was similar regardless of the donor type (ddlt vs. ldlt). early and aggressive hcv recurrence has a very heavy toll on patient survival. prompt recognition and treatment of \"rapid fibrosers\" may impart benefit. as has been described before, avoidance of rejection and selection of young donors for hcv-positive recipients will also improve survival in this population. on the basis of our findings, ldlt is a good option for hcv-positive recipients.',\n", + " \"chronic diarrhea and functional abdominal pain (fap) in childhood could be an early manifestation of adult irritable bowel syndrome (ibs). the aim of this study was to investigate the presence of chronic functional digestive symptoms in childhood, interviewing adult patients diagnosed with ibs, in an attempt to establish a relationship between them. by means of a questionnaire, the history of colic, chronic diarrhea, functional abdominal pain, constipation and migraine in childhood, was analyzed in patients diagnosed with ibs according to the current rome iii criteria, and in control patients without known chronic digestive disorders. fisher's exact test was used for comparison of frequencies. the ibs study group was made up of 40 patients (24 women; average age, 33.03 years), and the control group by 40 adults (22 women; average age, 29.62 years). ibs-diagnosed adults spoke about a significantly higher prevalence of chronic diarrhea (32.5/7.5%; odds ratio [or], 7.01; 95% confidence interval [ci]: 26.84-1.80), and fap (37.5/15%; or, 4.30; 95%ci: 12.67-1.43) in their childhood, than the control group. there were no differences in the presence of other childhood functional symptoms. interestingly, the present patients, when asked about the onset of symptoms that led to the diagnosis of ibs, referred to them mostly beginning in adulthood, not linking their current diagnosis of ibs with their background in childhood. in a proportion of adults with ibs the natural history of their symptoms probably began during their childhood.\",\n", + " 'cutaneous squamous cell carcinoma (cscc) is the leading cause of death in patients with recessive dystrophic epidermolysis bullosa (rdeb). we provide the management and prognosis of cscc in rdeb patients at a spanish reference center. we retrospectively included patients with rdeb attended in la paz university hospital from november 1988 to october 2018. fourteen patients developed at least one cscc. tumors were predominantly well differentiated. nearly half of the tumors have recurred. median time to first recurrence was 23.4 months (95% ci: 17.2-29.5). five patients have developed distant metastases. median overall survival (mos) was 136.5 months since the diagnosis of the first cscc (95% ci: 30.6-242.3). when distant metastases occurred, mos was 6.78 months (95% ci: 1.94-11.61). cscc is a life-threatening complication of rdeb patients. although tumors are usually well differentiated, they tend to relapse. this is the first spanish report of cscc arising in rdeb patients.',\n", + " 'the knowledge about the natural history of stroke in chagas disease is incomplete. vascular risk factors and stroke subtypes of asymptomatic trypanosoma cruzi-infected patients with no clinical evidence of heart failure were assessed. they were compared with chronic chagasic cardiomyopathy patients who suffered a stroke and with a control group of 60 t. cruzi-noninfected stroke patients. eighty-six consecutive chagasic stroke patients (mean age: 57.4 years; 64% females) were studied. 38.4% of chagasic stroke patients had asymptomatic t. cruzi infection. smoking was more frequent in asymptomatic chagasic stroke patients (21.2 vs. 5.7%; p = 0.04). prevalence of hypertension, diabetes and prior stroke was similar in both groups. small-vessel infarction (15.6 vs. 3.8%) and large-vessel atherosclerosis (9.4 vs. 3.8%) were significantly more frequent in asymptomatic than in symptomatic t. cruzi-infected stroke patients (p = 0.001). nevertheless, their frequency was even higher in t. cruzi-noninfected stroke patients (36.7 and 13.3%, respectively). apical aneurysm (27.3%), left atrial dilatation (12.1%), left ventricle hypokinesia (9.4%) and right bundle branch block (36.4%) were also detected in asymptomatic t. cruzi-infected stroke patients. ischemic stroke may be the first manifestation of chagas disease in asymptomatic patients with mild left ventricle dysfunction. other noncardioembolic stroke subtypes can occur in asymptomatic t. cruzi-infected patients.',\n", + " 'mccune-albright syndrome is a rare disorder characterized by endocrine disorders, café-au-lait spots and fibrous dysplasia of bone that occurs early in life. a series of 14 pediatric cases were followed between 1994 and 2013 by the competence center for rare endocrine diseases and constitutional bone diseases at chu de nancy (france). the diagnosis is based on the presence of at least two symptoms. the mean follow-up was 6 years (1-17 years). the sex ratio was six girls per boy. the incidence was 0.28 cases/million population/year. mean age at diagnosis was 6 years. a mutation in the gnas gene was found in 33% of patients tested. gonadal involvement (13/14 cases), including early peripheral puberty and ovarian cysts in girls (82%) occurred on average at 4 years of age. bone involvement (10/14 cases) appeared on average at 5 years of age and was most often multiple (80%) with fracture risk, and the skull, with a neurosensory risk. clinical definition and methods of screening and monitoring can be improved to allow for an earlier intervention. it must be multidisciplinary and take into account the disability and quality of life of the patient.',\n", + " 'soft tissue sarcomas (sts) are rare tumors accounting for less than 1% of human cancers. while the highest incidence of sarcomas is observed in elderly, this population is often excluded or poorly represented in clinical trials. the present study reports on clinicopathological presentation, and outcome of sarcoma patients over 90 recorded in the netsarc.org french national database. netsarc (netsarc.org) is a network of 26 reference sarcoma centers with specialized multidisciplinary tumor board (mdtb), funded by the french national cancer institute to improve the outcome of sarcoma patients. since 2010, presentation to an mdtb, second pathological review, and collection of sarcoma patient characteristics and follow-up are collected in a database information of patients registered from january 1, 2010, to december 31, 2016, in netsarc were collected, analyzed and compared to the younger population. patients with sarcomas aged >90 have almost exclusively sarcomas with complex genomics (92.0% vs. 66.3%), are less frequently metastatic (5.3% vs. 14·7%) at diagnosis, have more often superficial tumors (39.8% vs. 14.7%), as well as limbs and head and neck sites (75.2% vs. 38.7%) (all p⊉<⊉0.001). optimal diagnostic procedures and surgery were less frequently performed in patients over 90 (p⊉<⊉0.001). these patients were less frequently operated in netsarc centers, as compared to those of younger age groups including aged 80-90. however, local relapse-free survival, metastatic relapse-free survival and relapse-free survival were not significantly different from those of younger patients, in the whole cohort, as well as in the subgroup of operated patients. as expected overall survival was worse in patients over 90 (p⊉<⊉0.001). patients over 90 who were not operated had worse overall survival than younger patients (9.9 vs. 27.3 months, p⊉<⊉0.001). patients with sts diagnosed after 90 have distinct clinicopathological features, but comparable relapse-free survival, unless clinical practice guidelines recommendations are not applied. standard management should be proposed to these patients if oncogeriatric status allows.',\n", + " 'sacrococcygeal tumors (sct) are relatively uncommon tumors affecting neonates, infants and children. the aim of this article is to clarify any special characterizations in natural history, clinical presentation and outcome of such tumors treated at south egypt cancer institute, the only research center located in south egypt. a retrospective analysis of children with sct treated at the pediatric oncology department south egypt cancer institute, assiut university between 2004 and 2010. nineteen children were included in the study. age ranged between 10 days and 5 years. all but three had sacral mass at presentation. afp levels ranged between normal age-related levels and 217,200 ng/ml. initial resection was possible in 11, while eight patients with clinical suggestion of advanced malignant disease were inoperable. they received initial chemotherapy followed by delayed surgery. yolk sac tumor (yst) was reported in 52.9% of patients. recurrence was reported in 5 patients (3 mature teratomas and 2 yst). five-year os and rfs rates of patients who had malignant disease were 81.8% and 77.8% respectively. older age and delay in presentation that resulted in predominance of extensive disease and malignant transformation at presentation were the main challenges we faced in managing patients with sct in our locality.',\n", + " 'cardiac conduction defects occur after cardiac surgery. we hypothesized that population aging and increased use of beta-blockers would increase the incidence of new conduction defects after coronary surgery. we examined the medical records of 800 coronary artery bypass grafting (cabg) patients (400 from 1991 and 400 from 2001). exclusion criteria included the following: preexisting conduction defect, permanent pacemaker, and perioperative atrial fibrillation, leaving 303 and 269 patients, respectively, included in the two study years. the incidence, type, and persistence of new conduction defects were determined from the preoperative, postoperative, and the predischarge electrocardiogram. multivariate analysis identified predictors of new defects. study populations were well-matched. there was a marked decrease in the incidence of new postoperative conduction defects from 1991 (19%) to 2001 (6%). there was also a change in the most frequently occurring block, from a right-bundle-branch-block in 1991 (10%) to first-degree atrioventricular block (3%) in 2001. finally, conduction defects in 1991 were more transient. while 19% of 1991 patients showed a conduction defect early postoperatively, only 9% were persistent. in 2001, the incidence of conduction defects at discharge (7%), was equivalent to that early postoperatively (6%). predictors of new conduction defects included year of operation, age, intraaortic balloon counterpulsation, number of vessels bypassed, and crystalloid cardioplegia. our results were the opposite of those predicted. our report identifies a changing incidence, type, and natural history of conduction defects after cabg. our comparison demonstrated a decrease in the incidence of new conduction defects, as well as a qualitative change in the defects identified. multivariate analysis provided predictors of new conduction defects after cabg.',\n", + " 'to describe the course, complications, and prognosis of ullrich congenital muscular dystrophy (ucmd), with special reference to life-changing events, including loss of ambulation, respiratory insufficiency, and death. review of the case notes of 13 patients with ucmd, aged 15 years or older at last visit, followed up at a tertiary neuromuscular centre, london, uk, from 1977 to 2007. data collected were age at onset of symptoms, presenting symptoms, mobility, contractures, scoliosis, skin abnormalities, respiratory function, and feeding difficulties. the mean age at onset of symptoms was 12 months (sd 14 months). eight patients (61.5%) acquired independent ambulation at a mean age of 1.7 years (sd 0.8 years). nine patients (69.2%) became constant wheelchair users at a mean age of 11.1 years (sd 4.8 years). three patients continued to ambulate indoors with assistance. forced vital capacity (fvc) values were abnormal in all patients from age 6 years. the mean fvc (% predicted) declined at a mean rate of 2.6% (sd 4.1%) yearly. nine patients (69.2%) started noninvasive ventilation at a mean age of 14.3 years (sd 5.0 years). two patients died of respiratory insufficiency. in ullrich congenital muscular dystrophy (ucmd), the decline in motor and respiratory functions is more rapid in the first decade of life. the deterioration is invariable, but not always correlated with age or severity at presentation. this information should be of help to better anticipate the difficulties encountered by patients with ucmd and in planning future therapeutic trials in this condition.',\n", + " 'to investigate whether an antenatal surveillance protocol including ultrasound and cardiotocograph monitoring reduces intrauterine death (iud) in cases of gastroschisis. secondary outcomes included neonatal death rate, mode of delivery and rate of intervention before planned time of delivery. this was a retrospective observational study of all women with antenatally diagnosed gastroschisis who were managed according to the surveillance program between 2002 and 2015 in a tertiary fetal medicine and pediatric surgical center covering the wessex region of england. we reviewed and analyzed data from the wessex antenatally detected anomalies (wanda) database as well as prospectively managed maternity, ultrasound and neonatal databases over the given time period. case notes were reviewed when delivery was expedited. the iud rate was 2.2%, a 58% reduction since the introduction of the surveillance protocol. delivery was expedited in 35.4% of cases, and in 86% of these, delivery was by cesarean section. in women being induced as planned at 38 weeks, the vaginal delivery rate was 88%, and for those in spontaneous labor before 38 weeks it was 75%. an antenatal surveillance program appears to reduce the iud in gastroschisis. in one-third of cases, delivery was indicated before the planned date of delivery. when expedited delivery was indicated, the chance of cesarean section was high.',\n", + " 'models of huntington disease (hd) recapitulate some neuropathological features of the disease. however, a global natural history of neuroanatomy in a mouse expressing full-length huntingtin has not been conducted. we investigated neuropathological changes in the yac128 murine model of hd using magnetic resonance imaging (mri). structures affected in human hd are reduced in the yac128 mice both in absolute terms and in terms of percentage of brain volume. structures resistant to degeneration in hd, including the cerebellum and hippocampus, are spared in the yac128 mice. segmentation of major white matter structures confirms specific, progressive, loss of white matter in hd. in parallel with their specific volume loss, the yac128 mice also show progressive increases in total ventricular volume, similarly to human hd patients. cortical atrophy in the yac128 mice is layer specific, which is the observed pattern of cortical loss in human hd patients. finally, we have used a classification tree analysis to maximize separation of genotypes using all 62 structure volumes in an objective manner. this analysis demonstrates that sub-cortical gray matter structures (striatum, globus pallidus, thalamus) and cerebral white matter structures (corpus callosum, anterior commisure, fimbria) are the most discriminatory. the high resolution of the current study enables robust measurement of subtle early pathological changes. the use of mice furthermore enables us to address questions difficult to address in humans, including the sequential changes of hd from baseline and the relation between mri and stereological measures.',\n", + " 'atrial tachycardias (ats) are a significant source of morbidity in adults with congenital heart disease (chd). this study evaluates the incidence and clinical predictors of at in a cohort of patients with chd. we included 3311 adults (median age at entry 22.6 years, 50.6% males) with chd (49% simple, 39% moderate, and 12% complex) prospectively followed up in a tertiary center for 37 607 person-years. predictors of at were identified by multivariable cox regression analysis accounting for left truncation. an external validation was performed in a contemporary cohort of 1432 patients. overall, 153 (4.6%) patients presented at. at burden was highest in complex chd, such as single ventricle (22.8%) and d-transposition of the great arteries (22.1%). hazard rates of at across lifetime, age at presentation, and the time lapse between surgery and the first at episode varied among the most common chd. independent risk factors for developing at were univentricular physiology, previous intracardiac repair, systemic right ventricle, pulmonary hypertension, pulmonary regurgitation, pulmonary atrioventricular valve regurgitation, pulmonary and systemic ventricular dysfunction. at the age of 40 years, at-free survival in patients with 0, 1, 2, and ≥3 risk factors was 100%, 94%, 76%, and 50%, respectively. these findings were confirmed in the validation cohort. natural history of at differed among the most common forms of chd. simple clinical parameters, easily obtained by noninvasive means, were independent predictors of at in adults with chd. although risk was negligible in patients without any of these factors, their addition progressively increased at burden.',\n", + " 'to describe the neurocognitive and adaptive behavior profile of children and adolescents with niemann-pick disease type c1 (npc1), a rare genetic disease that frequently presents in childhood, with variable onset and symptom complex involving neurodegeneration. thirty-eight participants (20 males, 18 females; mean age 8y 10mo, sd 4y 8mo, range 1-18y) with npc1 were evaluated through a natural history protocol. npc1 severity was in the mild to moderate range for most participants. cognitive scores (n=32) ranged from very low to above average; about half of the participants exhibited a clinically significant advantage of verbal iq over non-verbal iq. adaptive behavior scores (n=21) were generally in the borderline to impaired range. longitudinal cognitive data (n=19) suggested a pattern of decreasing scores over time. however, most participants remained at the same general level of functioning throughout the study. this study begins to systematically describe the neurocognitive phenotype of children and adolescents with npc1, identifying heterogeneity and decline, aiding in understanding the natural history of the disease to plan treatment studies.',\n", + " 'autosomal dominant polycystic kidney disease (adpkd) is the most common hereditary kidney disease. hypophosphatemia was demonstrated in adult patients with preserved renal function, together with high fibroblast growth factor 23 (fgf23) and low soluble klotho levels. the latter explained the relative fgf23 hyporesponsiveness in this cohort. evaluating phosphate and bone mineral metabolism in children with adpkd compared with what is known in adult adpkd patients. observational cross-sectional study. multicenter study via ambulatory care in tertiary centers. ninety-two children with adpkd (52 males; mean ± standard deviation age, 10.2 ± 5.0 years) and 22 healthy controls (hcs, 10 males; mean ± standard deviation age, 10.3 ± 4.1 years). the predictor was early adpkd stage. bone mineral metabolism and renal phosphate handling were the main outcome measures. performed measurements were serum phosphate, tubular maximum phosphorus reabsorption per glomerular filtration rate, fgf23, soluble klotho, sclerostin, and bone alkaline phosphatase. adpkd children had significantly lower serum phosphate levels compared with hc. low tubular maximum phosphorus reabsorption per glomerular filtration rate was observed in 24% of patients, although not significantly different from hc. serum fgf23 and soluble klotho levels were comparable between patients and hc. in addition, we showed decreased bone alkaline phosphatase levels in adpkd children, suggesting suppressed bone formation. this report demonstrates hypophosphatemia and suppressed bone formation in a pediatric adpkd cohort, with preserved renal function, compared with hc. although fgf23 levels were not different from controls, they should be considered inappropriate, given the concomitant hypophosphatemia. further studies are required to elucidate underlying pathophysiology and potential clinical consequences.',\n", + " \"sleep disturbances are common in patients with parkinson's disease (pd). we aimed to evaluate prevalence and severity of nighttime sleep disturbances in italian pd patients and to validate the italian version of the parkinson's disease sleep scale. a total of 221 pd patients and 57 healthy controls participated in a cross-sectional study with retest. pdss, epworth sleepiness scale (ess), hamilton depression rating scale, unified parkinson's disease rating scale (updrs), and hoehn and yahr staging were applied. pdss total and individual items scores from patients were significantly lower than those in controls. internal consistency of pdss scale was satisfactory and intraclass correlation coefficient for test-retest reliability was 0.96 for total pdss score. a significant negative correlation was found between total pdss and ess scores, and between total pdss and hdrs scores. pdss scores were also related to updrs sections ii, iii and iv, and h&y stage. pdss and ess scores were not related to levodopa equivalent dose. daytime sleepiness, depressive symptoms and disease severity correlate with sleep disturbances in italian pd patients. the pdss is a valid and reliable tool to evaluate sleep disturbances in italian patients.\",\n", + " 'patients with cholestatic liver function tests and histological features of primary sclerosing cholangitis (psc) but without the typical cholangiographic changes are considered to have small-duct psc. the incidence of small-duct psc and the natural history still is not known. we performed a retrospective search for patients diagnosed with small-duct psc between january 1997 and december 2003. the diagnosis of small-duct psc was based on biochemical features of chronic cholestasis, liver biopsy findings consistent with psc, and a normal cholangiogram on endoscopic retrograde cholangiography. six patients fulfilled the diagnostic criteria for small-duct psc. all patients received medical therapy. after a mean follow-up time of 26.0 +/- 29.8 months (range, 7-84 months), all patients are alive. repeated liver biopsy was performed in one patient, 58 months after the initial one, and disclosed amelioration of histological findings (reduction in the ludwig fibrosis score from 4 to 2). during follow-up symptoms disappeared in all patients who were symptomatic at diagnosis; none of those who were asymptomatic at diagnosis developed symptoms. at the time of last follow-up all patients showed significant improvement of their biochemical variables compared to baseline. administration of aminosalicylates seemed to be of benefit irrespective of the presence of inflammatory bowel disease. no patients underwent liver transplantation or developed cholangiocarcinoma. even though our study included a low number of patients and the follow-up time was relatively short, we can suggest that small-duct psc rarely progresses to large-duct psc and does not seem to be associated with development of cholangiocarcinoma. it thus seems to represent a separate entity with a favorable prognosis.',\n", + " 'the natural history of cervical dystonia (spasmodic torticollis) was investigated in a population-based study in rochester, minnesota. eleven new cases were identified with onset during the 20-year period 1960-1979. the overall incidence rate was 1.2 per 100,000 person-years (95% confidence interval 0.5-1.9) with a female:male ratio of age-adjusted incidence rates of 3.6:1. a unitary etiology was not apparent: injury antedated onset in four of the 11 patients, whereas six had documented thyroid disease and four had diabetes. a family history of movement disorder was recorded for only one subject. only one of the cases would have been classified as moderate in severity; the others were mild. in follow-up through 1993, progressive disability was noted in only two patients, and two others went into remission. three cases of intracranial aneurysm were confirmed, two of which produced fatal subarachnoid hemorrahage. a third death was due to amyotrophic lateral sclerosis.',\n", + " 'hereditary (attrv) and wild-type (attrwt) transthyretin amyloidosis are severe and fatal systemic diseases, characterised by amyloid fibrillar accumulation principally in the heart or peripheral nerves (or both). since 2012, tafamidis has been used in france to treat patients with attrv with neuropathy (alone or combined with cardiomyopathy). recently, the phase iii attr-act trial showed that tafamidis decreased the relative risk of mortality in attr amyloidosis with cardiomyopathy. the aims of this study were to assess the clinical characteristics of attr amyloidosis in a real-life population in comparison to the population included in the attr-act trial and to assess the impact of tafamidis treatment on major cardiovascular outcome (mco)-free survival time without cardiac decompensation, heart transplant, or death. from june 2008 to november 2018, 648 patients with attr amyloidosis (423 attrwt and 225 attrv) consecutively referred to the french referral center for cardiac amyloidosis were included. a total of 467 (72%) patients matched the inclusion criteria of the attr-act trial. for the 631 patients with cardiomyopathy, tafamidis treatment was associated with a longer median mco-free survival time (n = 98): 1565 (1010-2400) days vs. 771 (686-895) days without treatment (log-rank p⊉<⊉0.001). this association was confirmed after considering confounding factors (age at inclusion, n-terminal pro-b-type natriuretic peptide and amyloidosis type) with a propensity score (hazard ratio 0.546; p = 0.0132). in a large cohort of attrwt and attrv patients, representative of the inclusion criteria of the attr-act trial, the present results show an association between tafamidis treatment and a lower occurrence of cardiovascular outcomes in a real-life population.',\n", + " 'to determine the outcome of congenital lung abnormalities, data were collected retrospectively between january 1991 and december 1996 on any foetus found to have a lung lesion on antenatal ultrasound. a total of 23 foetuses had lung lesions on antenatal ultrasound. in two foetuses the antenatal ultrasound showed bilateral enlarged \"bright\" echogenic lungs with evidence of hydrops. both pregnancies were terminated and tracheal atresia was confirmed. in 15 foetuses the antenatal ultrasound appearance was of a unilateral \"bright\" echogenic lung. there was one case of bronchial atresia and two cases of congenital lobar emphysema, which all had surgery. in nine cases there was a reduction in the size of the lesion on serial antenatal ultrasounds and no lesion was detected after birth. in three cases a small lesion was present after birth on chest radiography. in six foetuses the antenatal ultrasound appearance was of unilateral cystic or mixed cystic and echogenic lung lesions. two pregnancies were terminated; both had congenital cystic adenomatoid malformation. four pregnancies were continued and three infants had surgery soon after birth and were confirmed to have had congenital cystic adenomatoid malformation. one infant has been managed conservatively. in conclusion, a definitive diagnosis cannot usually be made antenatally. a large lesion on initial scan does not necessarily predict a poor outcome. the natural history of small asymptomatic postnatal lesions is unknown and a long-term prospective study is needed to determine the outcome of these lesions.',\n", + " 'there is limited data on the natural history of takotsubo (stress-induced) cardiomyopathy in south-east asian patients. we aim to evaluate the clinical characteristics, predisposing factors and outcomes of patients diagnosed with takotsubo cardiomyopathy in our region. from january 2010 to march 2017, 98 patients were diagnosed with takotsubo cardiomyopathy in our institution. data were collected retrospectively on baseline clinical characteristics, presenting symptoms, precipitating factors, clinical investigations and in-hospital clinical outcomes. 82% of the patients were female. an antecedent physical stressor was more common than emotional trigger with 35% of patients having no identifiable stressor. the most common presenting symptoms were chest pain (53.1%), dyspnea (45%) and diaphoresis (18.5%).the apical variant (89%) was the most common form of takotsubo cardiomyopathy followed by the mid-ventricular type (5.1%). the mean left ventricular ejection fraction was 35⊿±⊿11%.in-hospital mortality due to cardiovascular causes was 4.1%. 38% of patients developed in-hospital complications. by multi-variable analysis, lower left ventricular function was an independent predictor of in-hospital complication. south-east asian patients with takotsubo cardiomyopathy are characterised by female predominance, higher incidence of physical triggers and low cardiovascular mortality. lower left ventricular function was an independent predictor of adverse outcomes.',\n", + " 'although plasma leakage is the major cause of mortality and morbidity in patients with dengue hemorrhagic fever (dhf), a detailed assessment of the natural course of this process is still lacking. we employed serial ultrasound examination to delineate the locations and the timing of plasma leakage and to evaluate the usefulness of ultrasound in detecting plasma leakage in dhf. daily ultrasound examinations of the abdomen and right thorax were performed in 158 suspected dengue cases to detect ascites, thickened gall bladder wall and pleural effusions. cases were classified into dengue fever (df), dhf or other febrile illness (ofi) based on serology and evidence of plasma leakage including hemoconcentration and pleural effusion detected by chest radiograph. ultrasonographic evidence of plasma leakage was detected in dhf cases starting from 2 days before defervescence and was detected in some cases within 3 days after fever onset. pleural effusion was the most common ultrasonographic sign of plasma leakage (62% of dhf cases one day after defervescence). thickening of the gallbladder wall and ascites were detected less frequently (43% and 52% of dhf cases respectively) and resolved more rapidly than pleural effusions. the size of pleural effusions, ascites and gall bladder wall thickness in dhf grade i and ii were smaller than those of grade iii patients. ultrasound detected plasma leakage in 12 of 17 dhf cases who did not meet the criteria for significant hemoconcentration. ultrasound examinations detected plasma leakage in multiple body compartments around the time of defervescence. ultrasonographic signs of plasma leakage were detectable before changes in hematocrits. ultrasound is a useful tool for detecting plasma leakage in dengue infection.',\n", + " 'oculomotor abnormalities are common in the spinocerebellar ataxias (scas). in studies of scas 1, 2, 3, and 6, eye movement abnormalities correlate with disease severity. oculomotor abnormalities may be the sole motor manifestation of early and/or premanifest disease; however, not all ataxia rating scales include oculomotor assessment. we sought to identify the prevalence and characteristics of oculomotor abnormalities at first presentation in a large sca cohort, including those in earlier stages of disease. we performed a retrospective assessment of initial clinical examinations of sca patients followed in the massachusetts general hospital ataxia unit and assessed with the brief ataxia rating scale (bars). one hundred thirty-four sca patients were assessed: 17 sca1, 13 sca2, 55 sca3, 2 sca5, 22 sca6, 11 sca7, 9 sca8, and 5 sca17, mainly in the early stages of disease (67.2% stage 0-1). oculomotor abnormalities were present on initial assessment in 94.8%, including 7/9 stage 0 and 77/81 stage 1 patients. stage 0/1 patients had frequent saccadic intrusions, nystagmus, and hypo/hypermetric saccades. saccadic slowing was present even in early stage sca7 and sca2, eventually leading to ophthalmoplegia. the burden of oculomotor abnormalities correlated with disease stage, duration, and severity, remaining highly significant even when controlling for age. the ubiquitous presence of oculomotor abnormalities in the scas, particularly early in the course, underscores the importance of oculomotor assessment in ataxia rating scales such as bars. these findings highlight the potential for quantitative physiological oculomotor measures as clinical biomarkers in natural history studies and clinical trials.',\n", + " 'to determine whether earlier treatment using ablation of the avascular retina in high-risk prethreshold retinopathy of prematurity (rop) results in improved grating visual acuity and retinal structural outcomes compared with conventional treatment. infants with bilateral high-risk prethreshold rop (n = 317) had one eye randomized to early treatment with the fellow eye managed conventionally (control eye). in asymmetric cases (n = 84), the eye with high-risk prethreshold rop was randomized to early treatment or conventional management. high risk was determined using a model based on the multicenter trial of cryotherapy for retinopathy of prematurity natural history cohort. at a corrected age of 9 months, visual acuity was assessed by masked testers using the teller acuity card procedure. at corrected ages of 6 and 9 months, eyes were examined for structural outcome. outcomes for the 2 treatment groups of eyes were compared using chi2 analysis, combining data for bilateral and asymmetric cases. grating acuity results showed a reduction in unfavorable visual acuity outcomes with earlier treatment, from 19.5% to 14.5% (p =.01). unfavorable structural outcomes were reduced from 15.6% to 9.1% (p<.001) at 9 months. further analysis supported retinal ablative therapy for eyes with type 1 rop, defined as zone i, any stage rop with plus disease (a degree of dilation and tortuosity of the posterior retinal blood vessels meeting or exceeding that of a standard photograph); zone i, stage 3 rop without plus disease; or zone ii, stage 2 or 3 rop with plus disease. the analysis supported a wait-and-watch approach to type 2 rop, defined as zone i, stage 1 or 2 rop without plus disease or zone ii, stage 3 rop without plus disease. these eyes should be considered for treatment only if they progress to type 1 or threshold rop. early treatment of high-risk prethreshold rop significantly reduced unfavorable outcomes to a clinically important degree. additional analyses led to modified recommendations for the use of peripheral retinal ablation in eyes with rop. long-term follow-up is being conducted to learn whether the benefits noted in the first year after birth will persist into childhood.',\n", + " 'cognitive testing was repeated at intervals ranging from 1 to 8 years in 47 adult patients with temporal lobe epilepsy (tle). each patient underwent standardized batteries, including the wechsler adult intelligence scale, revised (wais-r), and wechsler memory scale (wms). both surgically treated and nonsurgical patients were examined. the nonsurgical group underwent serial testing for clinical indications, usually for complaints of memory dysfunction. longitudinal testing could not verify any mean deterioration of intellect or memory in this group; variance over time was similar to test-retest norms in healthy controls. wais-r scores before and after resection in the surgical group were similar to our serial wais-r data in nonsurgical patients. when we divided surgical patients according to side of epileptogenesis, we noted the expected differences in verbal and visual memory. right-sided surgery patients improved significantly in full-scale iq (fsiq) and tended to improve in logical memory on postoperative testing. patients undergoing left resections had no retest improvement and tended to show decrease in several measures of verbal memory. our findings should stimulate continued investigation into the natural history of lateralized memory and intellectual function in epilepsy, particularly to clarify long-term cognitive outcome in nonsurgical patients.',\n", + " \"most leiomyomas are located in the uterus. leiomyomas are rarely found outside the uterus and classified as leiomyoma beyond the uterus (lbu). this group consists of disseminated peritoneal leiomyomatosis, benign metastasizing leiomyoma, intravenous leiomyomatosis, parasite leiomyoma located in the broad ligament and retroperitoneal space. the descriptions of the patients who suffer from these types of leiomyomas are presented mainly in case reports. a 34-year-old multiparous woman was operated on multiple recurrent uterine leiomyoma in parametrium. at one time, 32 leiomyomas were removed. thirteen months following it, in next laparotomy, 132 leiomyomas were excised. histologically, both were intravenous leiomyomas (ivls). in follow-up, computed tomography (ct) and magnetic resonance imaging scans were performed to look for next recurrent leiomyoma. accidentally, the mass was found in inferior vena cava which was diagnosed as intravenous vena cava leiomyoma. the mass was removed and the final diagnosis of intravenous myoma was confirmed in histopathology. ct scan performed 3 months after the surgery for leiomyoma in vena cava revealed no pathology. next 10 months' follow-up was uneventful. the recurrent multiple uterine leiomyoma precede lbu. the uterine leiomyoma spreads intravenously route to parametria as parasite leiomyoma, then to vena cava. it has to be taken into account in follow-up.\",\n", + " 'raine syndrome (rs) is a rare autosomal recessive disorder caused by biallelic loss-of-function mutations of fam20c. the most common clinical features are microcephaly, exophthalmos, hypoplastic nose and severe midface hypoplasia, leading to choanal atresia. the radiological findings include generalized osteosclerosis and brain calcifications. rs is usually lethal during the neonatal period due to severe respiratory distress. however, there exists a non-lethal rs form, the phenotype of which is extremely heterogeneous. there is paucity of data about clinical course and life expectancy of these patients. this is the first description of follow-up features of non-lethal rs patients. moreover, we present three unpublished cases. there are five asian and two arab patients. all were born to consanguineous parents. the most common neonatal comorbidity was respiratory distress secondary to choanal atresia. a variable degree of neurodevelopmental delay was seen in the majority of our cases and seizures and hearing or vision involvement were also frequent. neurological and orthopedic issues were the most frequent complications seen at follow-up in our group. persistent hypophosphatemic rickets was the most striking endocrinological manifestation, which was scarcely responsive to therapy with phosphate salts and alfacalcidol. life expectancy of our patients goes beyond childhood, with the oldest of those described being 18⊉years old at present. manifestations of rs in those surviving the neonatal period are being increasingly recognized. our study supports previous findings and provides clinical and biochemical observations and data from longer follow up. finally, we propose multidisciplinary follow up for patients with non-lethal rs.',\n", + " 'no gold standard has been established as a primary endpoint in trials of initial treatment of chronic graft-versus-host disease (gvhd), and evidence showing the association of any proposed primary endpoint with clinical benefit has not been conclusively demonstrated. to address this gap, we analyzed outcomes in a cohort of 328 patients enrolled in a prospective, multicenter, observational study within 3 months after diagnosis of chronic gvhd. complete and partial response, stable disease, and progressive disease were defined according to the 2014 national institutes of health consensus development conference on criteria for clinical trials in chronic graft-versus-host disease. success was defined as complete or partial response with no secondary systemic treatment or recurrent malignancy at 1 year after enrollment. success was observed in fewer than 20% of the patients. the burden of disease manifestations at 1 year was lower for patients in this category than for those with stable or progressive disease. systemic treatment ended earlier, and subsequent mortality was lower among patients with complete or partial response than among those with stable or progressive disease and those who had received secondary systemic treatment. we conclude that survival with a complete or partial response and no previous secondary systemic treatment or recurrent malignancy at 1 year after initial systemic therapy is associated with clinical benefit, a critical characteristic for consideration as a primary endpoint in a pivotal clinical trial. this prospective observational study was registered at www.clinicaltrials.gov as #nct00637689.',\n", + " 'to determine a detailed clinical and haplotypic variability of the slovenian ush2a patients with homozygous c.11864g>a (p.trp3955ter) nonsense mutation and to develop sensitive, accurate and rapid screening test. ten unrelated homozygous patients with detailed ophthalmological exam were included in our study. the high-resolution melting (hrm) method was developed for fast and reliable detection of the c.11864g>a mutation. the c.11864g>a mutation represents the vast majority of pathogenic alleles in slovenian ush2a-usher syndrome population (84%). the median age of onset of nyctalopia was 16 years and all patients younger than 40 years had hyperautofluorescent rings on fundus autofluorescence imaging. the kaplan meier survival analysis showed a decline of central vision after the age of 40, with 50% patients reaching visual acuity (va) ≤ 0.05 at the average age of 66 years visual field diameter less than 20° at the average age of 59 years. there was a relatively large phenotypic variability in the retinal and audiological phenotype. analysis of the p.trp3955ter-homozygous patients revealed four different haplotypes, with the frequency of the most common haplotype ~65%. disease severity did not correlate with the haplotype. according to the natural history of homozygous p.trp3955ter patients any therapy aimed to slow disease progression in these patients would be best started before the age of 40. phenotypic variability suggests the presence of cis and/or trans factors outside the ush2a gene that are able to affect disease severity. high frequency of p.trp3955ter mutation in slovenian ush2a gene pool appears to be initiated from different unrelated founders because of migrations from neighboring populations. the mutation on haplotype 2 seems to be the major founder allele.',\n", + " 'anti-n-methyl-d-aspartate-receptor (nmdar) encephalitis is the most frequent autoimmune encephalitis in pediatric age. this retrospective observational study was aimed at describing the clinical characteristics of the disease in a cohort of children and teenagers. eighteen patients (10 females and 8 males), with a median age of 12.4 years at symptom onset were enrolled. the clinical presentation of the disease was marked by neurological manifestations in 13 patients and by severe psychiatric and behavioral symptoms in 5. the symptoms at onset varied according to the age: all the children presented with prominent neurological symptoms, whereas psychiatric symptoms were prominent in teenagers. regardless the age, movement disorders (mds) were distinctive symptoms during the acute stage of the disease. several mds might coexist in a given patient, and persist during sleep. the complexity, and the oddness of mds often challenged their definition and the differential diagnosis with psychiatric manifestations and epileptic seizures. stereotyped motor phenomena were the most typical mds, and were recorded in all patients. among them, perseveration, reproduction of acquired complex motor activities, and orofacial dyskinesia were the most distinctive features. in children, hyperkinetic mds dominate; in teenagers, by contrast, a constellation of symptoms consistent with catatonia was the most frequent syndrome observed. the management of the several symptoms requires their accurate recognition, definition and assessment, and the knowledge of the potential side effects of antiepileptic and psychotropic drugs which could either mimic or worsen symptoms of encephalitis.',\n", + " 'epidemiologic data indicate that people who consume low glycemic index (gi) diets are at reduced risk for the onset and progression of age-related macular degeneration (amd). the authors sought corroboration of this observation in an animal model. five- and 16-month-old c57bl/6 mice were fed high or low gi diets until they were 17 and 23.5 months of age, respectively. retinal lesions were evaluated by transmission electron microscopy, and advanced glycation end products (ages) were evaluated by immunohistochemistry. retinal lesions including basal laminar deposits, loss of basal infoldings, and vacuoles in the retinal pigment epithelium were more prevalent in the 23.5- than in the 17-month-old mice. within each age group, consumption of a high gi diet increased the risk for lesions and the risk for photoreceptor abnormalities and accumulation of ages. consuming high gi diets accelerates the appearance of age-related retinal lesions that precede amd in mice, perhaps by increasing the deposition of toxic ages in the retina. the data support the hypothesis that consuming lower gi diets, or simulation of their effects with nutraceuticals or drugs, may protect against amd. the high gi-fed c57bl/6 mouse is a new model of age-related retinal lesions that precede amd and mimic the early stages of disease and may be useful for drug discovery.',\n", + " 'survivors of hodgkin lymphoma and other patients who receive neck irradiation are at increased risk of thyroid cancer. ultrasonography provides an inexpensive and non-invasive method of thyroid screening, but the clinical significance of thyroid nodules detected by ultrasound screening is uncertain. we reviewed the demographics, clinical characteristics, method of detection, and outcome of patients who developed thyroid nodules after treatment for pediatric hodgkin lymphoma at our institution. one radiologist reviewed all imaging studies. sixty-seven children treated for hodgkin lymphoma from 1962 to 2001 developed thyroid nodules. the study group represented 9,024 person-years of follow-up after the diagnosis of hodgkin lymphoma and 581 person-years after diagnosis of a thyroid nodule. a median of 10.5 years (range, 0.2-24.8 years) elapsed between the diagnoses of hodgkin lymphoma and thyroid nodule(s). all but one patient had received neck irradiation for hodgkin lymphoma, with a median thyroid radiation dose of 35 gy (range, 12-45 gy). thyroid nodules were found to be malignant in seven patients (10%), at a median of 16.2 years (range, 8.4-23.7 years) after diagnosis of hodgkin lymphoma. only one malignancy was found through screening ultrasonography. all patients with thyroid cancer remained disease-free at 0.4-16.2 years of follow-up. thyroid nodules are common in hodgkin lymphoma survivors treated with neck irradiation, but the majority of these lesions have an indolent clinical course and do not undergo malignant transformation. only patients with a palpable mass or clinical symptoms need more extensive evaluation, including doppler-flow ultrasonography and fine-needle aspiration.',\n", + " 'to document the natural history of stuttering by age 4 years, including (1) cumulative incidence of onset, (2) 12-month recovery status, (3) predictors of stuttering onset and recovery, and (4) potential comorbidities. the study cohort was a prospective community-ascertained cohort (the early language in victoria study) from melbourne, australia, of 4-year-old children (n = 1619; recruited at age 8 months) and their mothers. outcome was stuttering onset by age 4 years and recovery within 12 months of onset, defined using concurrent monthly parent and speech pathologist ratings. potential predictors: child gender, birth weight, birth order, prematurity, and twinning; maternal mental health and education; socioeconomic status; and family history of stuttering. potential comorbidities: preonset and concurrent temperament, language, nonverbal cognition, and health-related quality of life. by age 4 years, the cumulative incidence of stuttering onset was 11.2% (95% confidence interval [ci]: 9.7% to 12.8%). higher maternal education (p = .004), male gender (p = .02), and twinning (p = .005) predicted stuttering onset. at outcome, stuttering children had stronger language (mean [sd]: 105.0 [13.0] vs 99.6 [14.6]; mean difference 5.5, 95% ci: 3.1 to 7.8; p < .001) and nonverbal cognition (mean [sd]: 106.5 [11.4] vs 103.9 [13.7], mean difference 2.6, 95% ci: 0.4 to 4.8; p = .02) and better health-related quality of life but were otherwise similar to their nonstuttering peers. only 9 of 142 children (6.3%; 95% ci: 2.9% to 11.7%) recovered within 12 months of onset. although stuttering onset is common in preschoolers, adverse affects are not the norm in the first year after onset.',\n", + " \"the long-term outcome of optic neuritis (on) is heterogeneous, and it appears to vary among different populations. identification of determinants of natural history of on would be helpful in therapeutic planning and prognostication, while relevant investigations in asian patients were less reported. this study aims to clarify whether comorbidities and treatment in on patients are associated with differential risks of subsequent development of multiple sclerosis (ms) or neuromyelitis optica (nmo) in taiwan. we conducted the nationwide population-based cohort study using data from taiwan's national health insurance research database. incident on cases during 2003~2014 were followed until the end of 2015. pediatric and adult sub-cohorts were examined separately. the associations between immune-related comorbidities or treatment and outcomes were analyzed using cox proportional hazards models. a total of 11,923 adult and 1365 pediatric on patients were enrolled. the rates of subsequent development of ms were 2.7% for adult and 3.1% for pediatric on with median follow-up duration of 6.3 and 7.3 years respectively, while 1.2% of pediatric and adult on evolved to nmo. comorbid systemic lupus erythematosus was associated with increased risks of subsequent development of ms in adult (adjusted hazard ratio [ahr], 2.80; 95% ci, 1.04-7.49) and pediatric on patients (ahr, 21.65; 95% ci, 1.29-363.4). adult on patients were at increased risks of nmo if comorbid with myasthenia gravis (ahr, 9.13; 95% ci, 1.20-69.45) or sjogren's syndrome (ahr, 4.71; 95% ci, 1.74-12.76). on could be the sentinel event linking several peripheral autoimmune comorbidities to distinct forms of central nervous system demyelination.\",\n", + " 'tuba1a and tubb2b tubulinopathies are rare neurodevelopmental disorders characterized by cortical and extracortical malformations and heterogenic phenotypes. there is a need for quantitative clinical endpoints that will be beneficial for future diagnostic and therapeutic trials. quantitative natural history modeling of individuals with tuba1a and tubb2b tubulinopathies from clinical reports and database entries of decipher and clinvar. main outcome measures were age at disease onset, survival, and diagnostic delay. phenotypical, neuroradiological, and histopathological features were descriptively illustrated. mean age at disease onset was 4 (tuba1a) and 6 months (tubb2b), respectively. mortality was equally estimated with 7% at 3.2 (tuba1a) and 8.0 years (tubb2b). diagnostic delay was significantly higher in tubb2b (12.3 years) compared with tuba1a tubulinopathy (4.2 years). we delineated the isotype-dependent clinical, neuroradiological, and histopathological phenotype of affected individuals and present brain malformations associated with epilepsy and an unfavorable course of disease. the natural history of tubulinopathies is defined by the genotype and associated brain malformations. defined data on estimated survival, diagnostic delay, and disease characteristics of tuba1a and tubb2b tubulinopathy will help to raise disease awareness and encourage future clinical trials to optimize genetic testing, family counseling, and supportive care.',\n", + " \"a prospective, community-based, observational study of the outcome of surgical and nonoperative management was conducted. the study included 429 patients with carpal tunnel syndrome recruited in physicians' offices throughout maine. patients were assessed at baseline and at 6, 18, and 30 months following presentation using validated scales that measured symptom severity, functional status, and satisfaction. seventy-seven percent of eligible survivors from the original cohort were monitored for 30 months. surgically treated patients demonstrated improvements of 1.2 to 1.6 points on the 5-point symptom severity and functional status scales (23% to 45% improvement in scores), which persisted over the 30-month follow-up period. the nonoperatively managed patients showed little change in clinical status at 6, 18, and 30 months. while workers' compensation recipients had worse outcomes than nonrecipients, 36 of 68 (53%) workers' compensation recipients were completely or very satisfied with the results of the procedure 30 months after surgery. there were no significant differences in outcome between patients treated with endoscopic versus open carpal tunnel release. among worker's compensation recipients, 12 of 68 (18%) surgical patients and 4 of 32 (13%) nonoperatively treated patients remained out of work because of carpal tunnel syndrome at 30 months. thus, carpal tunnel surgery offered excellent symptom relief and functional improvement in this prospective community-based sample, irrespective of the surgical approach, even in workers' compensation recipients. work absence remained high in both surgically and nonoperatively managed workers' compensation recipients.\",\n", + " 'cavernous angiomas are well-circumscribed cerebrovascular malformations whose natural history is poorly understood. we reviewed 5,000 cranial mri reports of studies performed between 1986 and 1993 and retrospectively evaluated the histories and imaging studies of 29 patients whose lesions were suggestive of cavernous angiomas. patients ranged from 3 to 66 years and 27 were of hispanic origin. the number of malformations per patient ranged from one to 30, and 24 patients had more than one lesion. in our series, the number of lesions per patient increased at a rate of one lesion per decade of age, but the mean size of the lesions was smaller with advancing decade (p < 0.05). all patients had mri evidence of old or recent hemorrhage confined only to the malformation and adjacent brain. in only one patient was it deemed necessary to remove the malformation. two excluded patients with typical lesions on mri had small arteriovenous malformations found at surgery. thus, mri or ct cannot identify cavernous angiomas with certainty. this study supports studies that propose that cavernous angioma-like lesions, as identified by mri or ct, are more common in hispanics. it is possible that patients may not be born with mri-identifiable malformations, but with advancing age the malformations become mri-visible through malformation growth, hemorrhage, or both. the declining size by decade favors hemorrhage rather than growth. cavernous angiomas may be more benign than previously thought.',\n", + " 'spinal and bulbar muscular atrophy (sbma) is a slowly progressive disease with weakness of bulbar and extremity muscles. there is no curative treatment for the disease, but several clinical trials have been conducted over the past years. the results from these trials have uncovered a great need to develop quantitative, reliable outcome measures. in this study, we prospectively investigated disease progression over 18 months in 29 patients with genetically confirmed sbma, using quantitative outcome measures, including dixon magnetic resonance imaging (mri). we used mri to assess changes in muscle fat content and stationary dynamometry to assess changes in muscle strength. disease progression was also investigated with the sbma functional rating scale, bulbar rating scale, 6-minute walk test, and blood samples, among others. mean muscle fat content, muscle strength in knee extensors, handgrip strength, walking distance, and creatinine levels changed significantly. mean muscle fat content increased by 2⊉±⊉1.25%, and knee extension strength decreased from 83⊉±⊉60 to 76⊉±⊉56nm, handgrip strength from 31⊉±⊉13 to 29⊉±⊉13kg, walking distance from 362⊉±⊉216 to 336⊉±⊉219m, and creatinine level from 58⊉±⊉21 to 54⊉±⊉20⊉ϼmol/l. functional rating scores did not change. the present study demonstrates a slow and steady disease progression in sbma. dixon mri detected increases in muscle fat content in all investigated muscles and is therefore a suitable candidate for an outcome measure in natural history or treatment studies in sbma. the 6-minute walk test and handgrip strength also seem to be reliable outcome measures for sbma. ann neurol 2018;84:762-773.',\n", + " 'we evaluated the natural history of median nerve sensory conduction, hand/wrist symptoms, and carpal tunnel syndrome (cts) in an 11-year longitudinal study of 289 workers from four industries. twenty hands which had carpal tunnel release surgery were excluded, leaving 558 hands for the primary study group. overall, the trend was for mean sensory latencies and prevalence of slowing to increase, the prevalence of symptoms to decrease, and the prevalence of cts to remain unchanged. among individual hands, nerve conduction abnormalities tended to persist (82% 11-year persistence), while symptoms fluctuated widely (13% 11-year persistence). there was a strong, direct linear correlation between initial severity of slowing and subsequent development of cts; however, most workers who developed de novo slowing did not develop symptoms or cts. we conclude that changes in conduction status of the median nerve occur naturally with increasing age and do not necessarily lead to symptoms and cts.',\n", + " 'to gather natural history data to better understand the changing course of type 2 gaucher disease (gd2) in order to guide future interventional protocols. a structured interview was conducted with parents of living or deceased patients with gd2. retrospective information obtained included disease presentation, progression, medical and surgical history, medications, family history, management, complications, and cause of death, as well as the impact of disease on families. data from 23 patients were analyzed (20 deceased and 3 living), showing a mean age at death of 19.2 months, ranging from 3 to 55 months. fourteen patients were treated with enzyme replacement therapy, 2 were treated with substrate reduction therapy, and 3 underwent bone marrow transplantation. five patients received ambroxol and one was on n-acetylcysteine, both considered experimental treatments. fifteen patients had gastrostomy tubes placed; 10 underwent tracheostomies. neurologic disease manifestations included choking episodes, myoclonic jerks, autonomic dysfunction, apnea, seizures, and diminished blinking, all of which worsened as disease progressed. current available therapies appear to prolong life but do not alter neurologic manifestations. despite aggressive therapeutic interventions, gd2 remains a progressive disorder with a devastating prognosis that may benefit from new treatment approaches.',\n", + " 'x-linked alport syndrome (xlas) is a hereditary disease characterized by progressive nephritis, hearing loss, and ocular abnormalities. affected male patients usually progress to end-stage renal disease in early or middle adulthood, and disease severity is strongly correlated with genotype. however, the clinical course in female patients has rarely been reported. we conducted a retrospective analysis of females with genetically proven xlas (n = 275) and their affected female family members (n = 61) from 179 japanese families. patients suspected to have alport syndrome from pathologic findings or a family history who were referred from anywhere in japan for genetic diagnosis between 2006-2015 were included in this study. clinical and laboratory data were collected from medical records at the time of registration for genetic analysis. proteinuria was detected in 175 genetically proven patients (72.6%), and the median age for developing proteinuria was 7.0 years. fifty-two of 336 patients developed end-stage renal disease with a median renal survival age of 65.0 years. no obvious genotype-phenotype correlation was observed. additionally, targeted sequencing for podocyte-related genes in patients with severe phenotypes revealed no obvious variants considered to be modifier genes except for 1 patient with a col4a3 gene variant. this study revealed that phenotypes in female xlas patients may be severe, but genotype does not help to predict the disease severity. clinicians must therefore pay careful attention to the clinical course and appropriate treatment in females with xlas.',\n", + " 'multifocal atrial tachycardias confer an adverse prognosis in hospitalized patients. we assessed the prognostic impact of multifocal atrial rhythms (mars-either chaotic atrial rhythm or multifocal atrial tachycardia/bradycardia) in very elderly outpatients. one hundred ten subjects aged 60-74 years, 112 aged 75-89 years, and 61 over 90 years old, were enrolled and prospectively evaluated. several demographic and clinical characteristic were recorded in all individuals. a high prevalence of mars was detected in the study population (namely, 6%), which in subjects >90 years was even higher (15%). individuals with mars were older, more often female and less active. in multivariate analysis, independent predictors of mars were age (or = 1.07, 95% ci: 1.02-1.13, p = 0.01) and female sex (or = 4.77, 95% ci: 1.23-18.48, p = 0.02). the mortality rate during the follow-up period was 8.4% without differences between age groups (p = 0.209). in particular, mortality rate was 6% in individuals with mars and 9% in those without (p = 0.72). mortality was associated with age (or 1.07, 95% ci: 1.02-1.12, p = 0.005) and history of cardiovascular disease at baseline (or 4.57, 95% ci: 1.87-11.2 p = 0.001). contrary to hospitalized individuals with multifocal atrial tachycardias, mars were not associated with increased mortality in elderly outpatients in this study.',\n", + " 'this was a single center, retrospective observational study. to investigate-in a cancer population-the prevalence and hallmarks of intravertebral enhancement (ive) detected on contrast-enhanced ct. intravertebral enhancements secondary to iodinated contrast stagnation have been described. cancer patients have an increased risk of perivertebral venous thrombosis or stenosis secondary to several risk factors (cancer or drug induced hypercoagulability, deterioration of venous flow linked to catheter insertion, prolonged immobilization). in case of a high density lesion identified on ct, the diagnostic choice between metastasis and contrast media within bone marrow vessels may be an issue, especially as oncologic follow-up ct scans are usually performed with contrast medium injection. 2572 contrast-enhanced body ct scans performed in cancer patients over 3 months in the medical imaging department of a university hospital were retrospectively reviewed. ive was sought when paravertebral venous collateral circulation was detected and bone metastasis ruled out and classified as linear or nodular. their locations within vertebra, their relation to the injection side and the predominant collateral venous network side were evaluated. sixty-seven (2.8%) patients had a collateral paravertebral venous system and among them 21 had ive (37%). there were 208 ive locations involving 75 vertebrae. 199 ive were linear-shaped (95.7%) and 9 nodular-shaped (4.3%). 80.8% were located between c6 and t4. 88.9% were localized in the vertebral body. 73.1% were located medially or ipsilateral to the injection side. intravertebral enhancement is found in 37% of the patients with paraspinal collateral venous circulation when a ct scan is performed for cancer. the ipsilateral or medial position of the ive relative to the injection side and the side of the dominant perivertebral venous system, and the possibility of connecting the ive to a paravertebral vein may be in favor of vascular opacification.',\n", + " \"pain is a common problem in people with dementia, however the exact prevalence of pain in dementia subtypes, e.g. alzheimer's disease (ad), vascular dementia (vad), frontotemporal dementia (ftd) and dementia with lewy bodies (dlb), is unknown, as is the relation between pain and the different subtypes of dementia. in this study, the prevalence of pain in people with dementia will be investigated per dementia subtype and the relationship between the various subtypes of dementia and the presence of specific types of pain (i.e. musculoskeletal pain, neuropathic pain and orofacial pain) will be examined. secondly, associations between various types of pain, cognitive functioning, neuropsychiatric symptoms and quality of life in people with dementia will be examined. a third purpose is to study the value of the assessment of autonomic responses in assessing pain in people with dementia. finally, the effect of feedback to the attending physician on the presence of pain, based on examination by investigators with backgrounds in neuropsychology, geriatric dentistry and elderly care medicine, will be evaluated. a cross-sectional, partially longitudinal observational study in 400 participants with dementia, aged 60 years and older. participants will be recruited from an outpatient memory clinic and dementia special care units. all participants will be examined by an elderly care medicine trainee, a dentist with experience in geriatric dentistry, and a neuropsychologist. the primary outcome is presence of pain. secondary outcomes will include oral health, autonomic responses to pain stimulus, vital sensibility and gnostic sensibility, musculoskeletal examination, cognitive functioning, neuropsychiatric symptoms, and quality of life. this study will help to enhance our knowledge regarding the prevalence of different types of pain in different dementia subtypes i.e. ad, vad, ftd and dlb. this study also aims to contribute to a better understanding of oral health status in people with dementia, the use of autonomic responses in the assessment of pain in people with dementia and the relationships between pain and cognitive symptoms, neuropsychiatric symptoms and quality of life in people with various dementia subtypes and in different stages of the disease.\",\n", + " 'von hippel lindau (vhl) disease is a syndrome that is defined by variety of tumours such as cerebellar haemangioblastomas, renal cell carcinomas, phaeochromocytomas, pancreatic adenomas and ear, nose and throat (ent) adenomas. this disease is often genetic and inherited in an autosomal dominant fashion, and can present in childhood, adolescence or adult life. this study describes the presentation, natural history and manifestations of patients attending our institutions with this condition. we aim to highlight the importance of screening in diagnosing the manifestations of vhl. a retrospective review was performed on all patients diagnosed with vhl and coded as such by the national hospital inpatient enquiry scheme at beaumont hospital dublin and cork university hospital. this was performed over a 20 years period between 1989 and 2009. age, sex, mode of presentation, presence or absence of end stage kidney disease and genotype were documented. presence or absence of the characteristic tumours of vhl was also recorded, as were the initial presenting features of these tumours. thirty-six patients were diagnosed with vhl. these patients ranged from 18 to 78 years old. three patients were members of the irish travelling community. the most frequent mode of presentation was altered neurological signs (40%), with a significant proportion presenting with haematuria (23%). patients diagnosed prior to 1995 were more likely to have presented with significant complications of vhl, while those diagnosed after this time were more likely to have been diagnosed via screening. genetic testing was performed on 17 patients; those who did not have genetic testing performed were more likely to have been diagnosed prior to the era of genetic testing. thirty-one patients had received screening for complications of vhl including renal cell carcinomas, central nervous system (cns) haemangioblastomas and phaeochromocytomas. the patients who did not receive any screening presented with neurological symptoms. beaumont hospital dublin and cork university hospital are tertiary referral centres for nephrology, urology and neurosurgery and deals with a significant proportion of patients diagnosed with vhl in ireland. this study highlights the significant burden of this illness and emphasizes the importance of screening for these renal/cns and ent complications. this study also highlights the importance of family screening in diagnosing this condition.',\n", + " 'synovial sarcoma is a high-grade tumor that is associated with poor prognosis. previous studies analyzing prognostic factors are limited because of inclusion of heterogeneous cohorts of patients with nonextremity and recurrent tumors. the objective of this study was to determine independent prognostic factors of primary synovial sarcoma localized to the extremity. between july 1, 1982, and june 30, 1996, 112 patients underwent surgical resection for cure at our institution and then were followed-up prospectively. clinical and pathologic factors examined for prognostic value included age, sex, tumor site and location, depth, size, microscopic status of surgical margins, invasion of bone or neurovascular structures, and monophasic or biphasic histology. the end points analyzed were the time to first local recurrence that was not preceded by a distant recurrence, time to any distant recurrence, and time to disease-related mortality. these end points were modeled using the method of kaplan and meier and analyzed by the log-rank test and cox regression. the median duration of follow-up among survivors in this cohort of 112 patients was 72 months. the 5-year local-recurrence, distant-recurrence, and mortality rates were 12%, 39%, and 25%, respectively. tumor size > or = 5 cm (p =.001; relative risk [rr] = 2. 7; 95% confidence interval [ci], 1.5 to 5.2) and the presence of bone or neurovascular invasion (p =.04; rr = 2.3; 95% ci, 1.0 to 5. 3) were independent adverse predictors of distant recurrence. tumor size > or= 5 cm (p =.003; rr = 2.3; 95% ci, 1.4 to 6.3) and the presence of bone or neurovascular invasion (p =.03; rr = 2.7; 95% ci, 1.0 to 6.5) were also independent adverse predictors of mortality. the natural history of primary synovial sarcoma of the extremity is related to tumor size and invasion of bone and neurovascular structures.',\n", + " 'prader-willi syndrome (pws) is characterized by temper tantrums, impulsivity, mood fluctuations, difficulty with change in routine, skinpicking, stubbornness and aggression. many studies on behavior in pws are limited by sample size, age range, a lack of genetically confirmed diagnosis of pws and inconsistent assessment of behavior. the aim of this study was to explore systematically the relation between behavioral problems and age groups, genetic subtypes and bmi categories in an adult pws population. participants were contacted via the dutch prader-willi parent association and through physicians specialized in persons with id. behaviors were studied using the developmental behavior checklist for adults (dbc-a). the forms were completed by the main caregivers of 98 adults with a genetically confirmed diagnosis of pws. differences between age groups were statistically significant (anova, p=0.03). dbc-a total scores were higher in the consecutive age groups, with the most behavioral problems in the oldest age groups. differences between genetic subtypes were also statistically significant (anova, p<0.01). persons with mupd had higher total scores on the dbc-a than persons with a deletion. those with a type i deletion showed higher total dbc-a scores than persons with a type ii deletion. there were no statistically significant differences in dbc-a total scores between the different bmi categories. individuals with a bmi<25 had higher scores on the self-absorbed subscale compared to persons with a bmi between 25 and 30. unlike previous descriptions of the behavioral phenotype in adults with pws, we did not find a reduction in behavioral problems in older adults. therefore, special attention should be paid to behavioral problems as part of general management of adults with pws. longitudinal studies are warranted to gain more insight into the natural history and course of behavioral problems in adults and older people with pws over the long term and possible risk and preventive factors.',\n", + " 'the autosomal recessive form of polycystic kidney disease (arpkd) is generally considered an infantile disorder with the typical presentation of greatly enlarged echogenic kidneys detected in utero or within the neonatal period, often resulting in neonatal demise. however, there is an increasing realization that survivors often thrive into adulthood with complications of the ductal plate malformation, manifesting as congenital hepatic fibrosis and caroli disease, becoming prominent. previous natural history studies have concentrated almost exclusively on the infantile presenting group. however, developments in understanding the genetic basis of arpkd, through identification of the disease gene, pkhd1, have allowed exploration of the etiology in patients with arpkd-like disease or congenital hepatic fibrosis presenting later in childhood or as adults. in the current study we retrospectively reviewed the clinical records, and where possible performed pkhd1 mutation screening, in patients diagnosed with arpkd or congenital hepatic fibrosis at the mayo clinic, rochester, mn, from 1961 to 2004. of a total of 133 cases reviewed, 65 were considered to meet the diagnostic criteria with an average duration of follow-up of 8.6 +/- 6.4 years. fifty-five cases had arpkd and 10 had isolated congenital hepatic fibrosis with no or minimal renal involvement. the patients were analyzed as 3 groups categorized by the age at diagnosis; <1 years (n = 22), 1-20 years (n = 23), and >20 years (n = 20). the presenting feature in the neonates was typically associated with renal enlargement, but in the older groups, more often involved manifestations of liver disease, including hepatosplenomegaly, hypersplenism, variceal bleeding, and cholangitis. during follow-up, 22 patients had renal insufficiency and 8 developed end-stage renal disease (esrd), most from the neonatal group. liver disease was evident on follow-up in all diagnostic groups but particularly prevalent in those diagnosed later in life. a total of 12 patients died, 6 in the neonatal period, but 86% of patients were alive at 40 years of age. the likelihood of being alive without esrd differed significantly between the diagnostic groups with 36%, 80%, and 88% survival in the 3 diagnostic groups, respectively, 20 years after the diagnosis. considerable evidence of intrafamilial phenotype variability was observed. mutation analysis was performed in 31 families and at least 1 mutation was detected in 25 (81%), with 76% of mutant alleles detected in those cases. consistent with the relatively mild disease manifestations in this population, the majority of changes were missense (79%) and no case had 2 truncating changes. mutations were detected in all diagnostic groups, indicating that congenital hepatic fibrosis with minimal kidney involvement can result from pkhd1 mutation. the finding of 6 cases with no detected mutations may represent missed mutations or possible evidence of genetic heterogeneity. the current study indicates a broadened spectrum for the arpkd phenotype and that later presenting cases with predominant liver disease should be considered part of arpkd.',\n", + " 'immunoglobulin m (igm)-related light chain (al) amyloidosis, which accounts for 6% to 10% of all al amyloidosis cases, is a rare and poorly studied clinical entity. its natural history and management is not clearly defined. prognostic and response criteria for al amyloidosis in general have not been validated in this population. we retrospectively gathered data for 250 patients diagnosed with igm al amyloidosis from three european amyloidosis centers. clinical features, hematologic response, and overall survival (os) were analyzed. the current staging and response criteria in non-igm al amyloidosis was applied to this series to assess its utility in this patient cohort. patients with igm al amyloidosis have a significant igm paraprotein (median, 10 g/l), less frequent lambda light chain isotype, and evaluable difference between involved and uninvolved free light chains (dflcs; > 50 mg/l) in only two thirds of patients. bone marrow showed clear non-hodgkin lymphoma as the underlying disorder in 54% of patients. cardiac involvement (45%) is less common but there is more frequent lymph node (20%) and neuropathic (28%) involvement compared with non-igm al. fifty-seven percent of patients achieved a hematologic response (14% very good partial response/complete response [vgpr/cr]), with median os not reached for patients achieving vgpr/cr, 64 months for pr, and 28 months for nonresponders (p < .001). on multivariate analysis, cardiac involvement, advanced mayo disease stage, neuropathic involvement, and liver involvement were independent factors that had an impact on survival. combining abnormal n-terminal pro-brain natriuretic peptide (nt-probnp) and troponin t with liver involvement and the presence of neuropathy gives a better risk model: median os of patients with none, one, or two or more abnormal factors was 90, 33, and 16 months, respectively. igm al amyloidosis is a distinct clinical entity. low-risk disease can be defined by combining cardiac involvement with novel prognostic markers. deeper hematologic responses translate into improved outcomes, yet deep responses remain dismally poor, which highlights the urgent need for novel therapies.',\n", + " 'to assess macrophage activation syndrome (mas) in septic shock leading to multiorgan dysfunction syndrome (mods). a prospective observational study was conducted at a tertiary care hospital to evaluate the mas criteria in different stages of sepsis. children aged 6 months to 12 years in different stages of septic shock were recruited. the paediatric rheumatology international trials organisation collaborative initiative (printo) criteria of mas were applied initially at the stage of septic shock and subsequently at the stage of mods (mods cohort) or following recovery from septic shock without going through mods (non-mods cohort). a total of 127 subjects were studied, with 53 comprising the mods cohort and the rest 74 the non-mods cohort. at the initial assessment, a comparable proportion of subjects in the mods and non-mods groups satisfied the mas criteria (20.75% and 25.68%, respectively; p=0.529). however, by the time of progression to mods, 81.13% of the subjects satisfied the mas criteria in the mods group, whereas only 16.18% subjects in the non-mods group continued to satisfy the mas criteria (p<0.001). thus, there was a definite increase in the proportion of subjects showing mas by the time they progressed to multiorgan dysfunction (p<0.001). in contrast, the proportion declined significantly (25.68% to 16.18%; p=0.008) in the subjects who had recovered. the findings bear out the hypothesis that mods in sepsis is a reflection of mas secondary to sepsis. however, studies in larger cohorts are needed to validate these findings and explore the therapeutic implications.',\n", + " 'pulmonary nocardiosis is a rare but severe infection caused by nocardia species. this study aimed at describing the clinical characteristics and prognosis of pulmonary nocardiosis. an observational, retrospective study was undertaken of patients diagnosed with pulmonary nocardiosis over a 13-year period at the kinki-chuo chest medical center, osaka, japan. seven patients with airway nocardial colonization and 59 patients with pulmonary nocardiosis were identified, one of whom had disseminated nocardiosis. patients with pulmonary nocardiosis were predominantly male patients (73%), with a mean age of 66 (range, 15-88) years. new-onset cough and dyspnea were the most common manifestations (76%). although 52 (88%) patients had at least one underlying pulmonary disease, most patients did not appear to be systemically immunocompromised. the predominant abnormality on chest computed tomography in pulmonary nocardiosis was airspace consolidation (52%), sometimes associated with cavitation. multivariate cox proportional-hazards analysis revealed the following significant and independent risk factors for overall mortality: age >68 years (hazard ratio [hr], 4.7; 95% confidence interval [ci], 1.6-14; p=0.05), pulmonary aspergillosis (hr, 8.8; 95% ci, 2.4-33; p=0.01), and trimethoprim/sulfamethoxazole (tmp-smz) resistance (hr, 4.3; 95% ci, 1.6-11; p=0.04). clinicians should be aware that pulmonary nocardiosis can occur even in immunocompetent patients, especially those with an underlying pulmonary disease. in pulmonary nocardiosis, older age, pulmonary aspergillosis, and tmp-smz resistance are associated with increased risk of mortality.',\n", + " 'the incidence of pancreatic neuroendocrine tumors (pnets) is increasing, but only a subset of these heterogeneous tumors will progress to malignant disease, which is associated with a poor prognosis. currently, there are limited data on the natural history of these tumors and it is difficult to determine which patients require surgical intervention because the risk of metastatic disease cannot be accurately determined. we conducted a prospective study of 87 patients with von hippel lindau syndrome-associated solid pancreatic lesions to determine the natural history of these tumors with biochemical testing, follow-up anatomic and functional imaging, and advanced imaging analysis, with a median follow-up of 4 years. approximately 20% of consecutive tumor measurements during follow-up were decreased in size and 20% showed no change. this included 2 of 4 surgically proven malignant tumors, which had a net decrease in tumor size over time. tumor volume, as derived from greatest diameter and volumetric measurements, showed good correlation to pathology tumor measurement of surgically resected tumors (spearman rank correlation ό = 0.72, p = 0.0011, and ό = 0.83, p < 0.0001, respectively). tumor density measurement had an inverse relationship with tumor size (spearman rank correlation -0.22, p = 0.0047). a tumor density cutoff of 200 was 75% specific for malignant tumors. pancreatic neuroendocrine tumors demonstrate a nonlinear growth pattern, which includes periods of no growth and apparent decrease in size by imaging. these growth patterns are variable and are not associated with tumor grade and malignancy. tumor density, as measured in this cohort, may offer a specific diagnostic tool for malignant disease.',\n", + " 'the natural history of patients with myelodysplastic syndromes (mds) is variable. the revised international prognostic score (ipss-r) is commonly used in practice to predict outcomes in patients with mds at both diagnosis and before hematopoietic stem cell transplantation (hsct). however, the effect of change in the ipss-r before allogeneic hsct with chemotherapy or hypomethylating agents on post-transplantation outcomes is currently unknown. we assessed whether improvement in ipss-r prognostic score pre-hsct would result in improvement in clinical outcomes post-hsct. secondary goals included studying the effect of prognostic factors on post-transplantation survival. all patients with mds who underwent allogeneic hsct at the leukemia/bmt program of british columbia between february 1997 and april 2013 were included. pertinent information was reviewed from the program database. ipss-r was calculated based on data from the time of mds diagnosis and before hsct. outcomes of patients who had improved ipss-r pre-hsct were compared with those with stable or worse ipss-r. overall survival (os) and event-free survival (efs) were estimated using the kaplan-meier method, with p values determined using the log-rank test. hazard ratios were calculated using multivariable cox proportional hazards regression models to study the effects of the prognostic variables on os and efs. a total of 138 consecutive patients were included. ipss-r improved in 62 of these patients (45%), worsened in 23 (17%), remained stable in 41 (30%), and was unknown in 12 (9%). os was not statistically different across the improved, worsened, and stable groups (30% versus 22% versus 40%, respectively; p⊉=⊉.63). the cumulative incidences of relapse and nonrelapse mortality at 5 years were 28.4% (95% confidence interval [ci], 21.1 to 36.1) and 31.6% (95% ci, 23.8 to 39.7), respectively. the rate of relapse was 23% in patients with <5% blasts at the time of hsct, 69% in those with 5% to 20% blasts, and 66% in those with >20% blasts (p⊉=⊉.0004). in the entire cohort os was 34% and efs was 33%. there was no significant difference in outcomes between patients who received myeloablative conditioning and those who received nonmyeloablative conditioning before hsct (os, 34% and 39%, respectively; p⊉=⊉.63 and efs, 34% and 32%, respectively; p⊉=⊉.86). os was not statistically different among patients with improved, worsened, or stable ipss-r. on multivariate analysis, only 3 factors were associated with os: cytogenetic risk group at diagnosis, blast count at transplantation, and the presence or absence of chronic graft-versus-host disease. improving ipss-r before hsct does not translate into better survival outcomes. blast count pretransplantation was highly predictive of post-transplantation outcomes.',\n", + " \"although human herpesvirus 8 (hhv-8) has been suspected to be the etiologic agent of kaposi's sarcoma, little is known about its seroprevalence in the population, its modes of transmission, and its natural history. the san francisco men's health study, begun in 1984, is a study of a population-based sample of men in an area with a high incidence of human immunodeficiency virus (hiv) infection. we studied all 400 men infected at base line with hiv and a sample of 400 uninfected men. base-line serum samples were assayed for antibodies to hhv-8 latency-associated nuclear antigen (anti-lana). in addition to the seroprevalence and risk factors for anti-lana seropositivity, we analyzed the time to the development of kaposi's sarcoma. anti-lana antibodies were found in 223 of 593 men (37.6 percent) who reported any homosexual activity in the previous five years and in none of 195 exclusively heterosexual men. anti-lana seropositivity correlated with a history of sexually transmitted diseases and had a linear association with the number of male sexual-intercourse partners. among the men who were infected with both hiv and hhv-8 at base line, the 10-year probability of kaposi's sarcoma was 49.6 percent. base-line anti-lana seropositivity preceded and was independently associated with subsequent kaposi's sarcoma, even after adjustment for cd4 cell counts and the number of homosexual partners. the prevalence of hhv-8 infection is high among homosexual men, correlates with the number of homosexual partners, and is temporally and independently associated with kaposi's sarcoma. these observations are further evidence that hhv-8 has an etiologic role in kaposi's sarcoma and is sexually transmitted among men.\",\n", + " \"this study investigated the survival and natural history of trisomy 13 in a series of patients, comparing the management and outcome before and after the implementation of taiwan's national health insurance program (nhi). a total of 28 cases of trisomy 13 seen at mackay memorial hospital, taipei, taiwan, from 1985 to 2004 were retrospectively reviewed. survival and management before (12 cases) and after (16 cases) the implementation of national health insurance were compared, and structural defects, imaging findings, and cytogenetic results were analyzed. the cases that were diagnosed prenatally, and finally terminated, were excluded from this study. the diagnosis of trisomy 13 was based on the postnatal chromosome analysis. all patients except one with trisomy 13 translocation died in their first year because of severe malformations of the cardiovascular or central nervous system. the median survival was 9 days. after implementation of national health insurance, survival with trisomy 13 was significantly longer than before (p < 0.05). the three most common structural defects were abnormal auricular helices or low-set ears (89%), cryptorchidism and abnormal scrotum of male (73%) and cleft lip and/or palate (71%). using echocardiography, the most commonly detected heart defects were patent ductus arteriosus (68%), ventricular septal defect (50%) and atrial septal defect (50%), and eight cases (36%) had complex congenital heart defects. the most common brain lesion was lenticulostriate vasculopathy (22%), followed by holoprosencephaly (17%), brain edema (13%) and subependymal cyst (13%). early diagnosis and the survival patterns from the data collected should be used to inform parents and health-care professionals to assist in decision making. although most patients with trisomy 13 die within the first weeks after birth, it is important to recognize that a few may survive the first year. when counseling families, the long-term survival prospects of trisomy 13 patients should be included.\",\n", + " 'prognostic genetic testing is recommended for patients with chronic lymphocytic leukemia (cll) to guide clinical management. specific abnormalities, such as del(17p), del(11q), and unmutated ighv, can predict the depth and durability of the response to cll therapy. in the present analysis of the connect cll registry (clinicaltrials.gov identifier, nct01081015), a prospective observational cohort study of patients treated across 199 centers, the patterns of prognostic testing and outcomes of patients with unfavorable-risk genetics were analyzed. from 2010 to 2014, 1494 treated patients were enrolled in the registry by line of therapy (lot), and stratified by the results of cytogenetic/fluorescence in situ hybridization (fish) testing into 3 risk levels: unfavorable (presence of del[17p] or del[11q]), favorable (absence of del[17p] and del[11q]), and unknown. cytogenetic/fish testing was performed in 861 patients (58%) at enrollment; only 40% of these patients were retested before starting a subsequent lot. of those enrolled at the first lot, unfavorable-risk patients had inferior event-free survival compared with favorable-risk patients (hazard ratio, 1.60; p = .001). event-free survival was inferior with bendamustine-containing regimens (p < .0001). event-free survival did not differ significantly between risk groups for patients treated with ibrutinib or idelalisib in the relapse/refractory setting. the predictors of reduced event-free survival included unfavorable-risk genetics, age ≥ 75 years, race, and treatment choice at enrollment. the present study has shown that prognostic cytogenetic/fish testing is infrequently performed and that patients with unfavorable-risk genetics treated with immunochemotherapy combinations have worse outcomes. this underscores the importance of performing prognostic genetic testing for all cll patients to guide treatment.',\n", + " 'disorders of sex development (dsd) constitutes a small but difficult and equally important area of endocrinology. it is often a social emergency as the decision regarding sex assignment in these cases is extremely disturbing and difficult to both families and healthcare professionals. our study was devised to assess the clinical and chromosomal profile of patients with suspected dsd and classify them according to the new dsd consensus document. this study was a cross-sectional observational study carried out in the department of pediatrics of a tertiary care hospital from august 2012 to august 2014. all patients with suspected dsd in the age group of 0-19 years were included. after detailed history and examination, karyotyping, abdominal sonography, and hormonal analysis were done. additional studies like gonadal biopsy, laparoscopy, and hormone stimulation tests were done in selected cases. about 41 patients were included in the study. the mean age of presentation was 87 months (1 day to 16 years). only seven (13.7%) patients presented in neonatal period. in total, 25 patients had ambiguous genitalia; 46, xx dsd were diagnosed in 24 (58.5%) patients, 46, xy dsd in 10 (24.4%) patients, and sex chromosome dsd in 7 (17.1%). congenital adrenal hyperplasia (cah) was the commonest disease diagnosed in 21 (51.2%) patients. turner syndrome, klinefelter syndrome, androgen insensitivity syndrome, 46, xx ovotesticular disorder, and 46, xy gonadal dysgenesis were diagnosed in 3, 3, 4, 3, and 5 patients, respectively. eleven patients with cah presented in shock and six had history of sib deaths. 46, xx dsd were the commonest etiological group in our study and cah was the commonest individual disease. there is a need for educating general public and practitioners regarding dsd to allow early intervention. moreover, there is a need to introduce routine neonatal screening for cah in our country.',\n", + " 'the aim of this review is to study natural history, presentation, treatment and prognosis of head and neck liposarcomas. we carry a retrospective study about 15 patients diagnosed and treated in our department between 1969 and 2001. therapeutic modalities included surgery, radiotherapy and chemotherapy. tumors were mostly localized at the neck (4 cases) and the scalp (3 cases). cervical lymphadenopathy was found in 1 case. chest x-ray found showed metastases in 2 cases. histological types of liposarcomas were the following: myxoid (5 cases), well differentiated (4 cases), pleomorphic (4 cases), round cell (1 case) and dedifferentiated (1 case). twelve patients underwent surgery. complete excision was performed in 7 cases. in the other 5 cases, exeresis was incomplete and 4 of them received postoperative radiotherapy. three patients were not operated because of vascular involvement (1 case) or metastasis (2 cases), and they all received radiotherapy alone. after initial treatment, complete remission was achieved in 7 cases (46.7%). a recurrence occurred in 8 cases (53.3%). two of these patients were reoperated and another one received chemotherapy. in the other 5 cases, the tumor was uncontrollable and no additional treatment has been proposed. five-year survival rate was 87% for patients who underwent surgery alone, 75% for those who underwent surgery and postoperative radiotherapy, and 0% for those treated by radiotherapy alone. the mainstay of treatment of head and neck liposarcomas is surgical excision and the prognosis is largely determined by the histological grade and the clinical stage.',\n", + " 'early prediction of respiratory muscle involvement and chronic hypoventilation (ch) in amyotrophic lateral sclerosis (als) patients can help to plan mechanical ventilatory aids and palliative care interventions well before respiratory failure occurs. to describe the natural history of the progressive pulmonary dysfunction leading to ch, and to identify potential parameters associated with its development in als, we prospectively followed 38 als patients up to 26 months, starting from their first presentation at our clinic. at study entry, median fvc was 87% (interquartile range: 72-104%) and declined by 10% after 6 months (range: 2-49%), showing a very high inter-patient variability. over the 26-months follow-up, 19 patients (50%) presented ch in the first 12 months, and eight patients (21%) developed ch in the remaining 14 months of the study. the remaining 29% of patients did not show signs of ch during the whole period of observation. in the cox model, the category of disease progression (rapid vs. intermediate and slow), assessed using the appel als rating scale (aars) in the first 3 months after presentation, was the only variable associated with a significantly increased likelihood of ch. we conclude that ch can occur within 1 year from presentation in a great proportion of patients, independently from their initial respiratory status. including the patients in specific categories of early disease progression, as assessed with the aars, could be a sensitive method to identify patients with different risk of developing ch, and may help physicians to more efficiently plan the frequencies of respiratory evaluations, initiate mechanical ventilation and discuss advance directives with the patients and their caregivers.',\n", + " \"previous natural history studies have advanced the understanding of sickle cell disease (scd), but generally have not included sufficient lifespan data or investigation of the role of genetics in clinical outcomes, and have often occurred before the widespread use of disease-modifying therapies, such as hydroxyurea and chronic erythrocyte transfusions. to further advance knowledge of scd, st. jude children's research hospital established the sickle cell clinical research and intervention program (sccrip), to conduct research in a clinically evaluated cohort of individuals with scd across their lifetime. initiated in 2014, the sccrip study prospectively recruits patients diagnosed with scd and includes retrospective and longitudinal collection of clinical, neurocognitive, geospatial, psychosocial, and health outcomes data. biological samples are banked for future genomics and proteomics studies. the organizational structure of sccrip is based upon organ/system-specific working groups and is opened to the research community for partnerships. as of august 2017, 1,044 (92.3% of eligible) patients with scd have enrolled in the study (860 children and 184 adults), with 11,915 person-years of observation. population demographics included mean age at last visit of 11.3 years (range 0.7-30.1), 49.8% females, 57.7% treated with hydroxyurea, 8.5% treated with monthly transfusions, and 62.9% hemoglobin (hb) ss or hbsb0 -thalassemia, 25.7% hbsc, 8.4% hbsb+ -thalassemia, 1.7% hbs/hpfh, and 1.2% other. the sccrip cohort will provide a rich resource for the conduct of high impact multidisciplinary research in scd.\",\n", + " 'chronic hepatitis b virus (hbv) infection has a complicated course. three phases are identified: an immune tolerant phase with high hbv dna and normal alanine aminotransferase (alt) levels associated with minimal liver disease; an immune active phase with high hbv dna and elevated alt levels with active liver inflammation; and an inactive phase with hbv dna levels < 2000 iu/ml and normal alt levels with minimal inflammation and fibrosis on liver biopsy. affected persons can move progressively from one phase to the next and may revert backward. the primary adverse outcomes of chronic hbv infection are hepatocellular carcinoma (hcc) and cirrhosis. published natural history studies were reviewed and ranked by the strength of evidence regarding the study design. factors with the highest evidence of risk for development of hcc or cirrhosis from population-based prospective cohort studies include male sex, family history of hcc, hbv dna level above 2000 iu/ml in persons above age 40, hbv genotypes c and f, and basal core promoter mutation. those with the next highest level of evidence include aflatoxin exposure, and heavy alcohol and tobacco use. improved methods to identify persons at highest risk of developing hcc or cirrhosis are needed to allow intervention earlier with antiviral therapy in appropriate patients. future studies should include prospective follow-up of established population-based cohorts as well as new cohorts recruited from multiple centers stratified by hbv genotypes/subgenotypes and clinical phase to determine the incidence of the various hbv phases, hcc, and cirrhosis. also, nested case-control studies assessing immunological and host genetic factors among persons with active and inactive disease phases, hcc, and cirrhosis could be conducted using these types of cohorts.',\n", + " 'optic pathway glioma (opg) represents the most common central nervous system tumor in children with neurofibromatosis type-1 (nf1). although overall survival is usually good, no clear prognostic factors have been identified so far. we assessed the natural history of opg in a cohort of unselected patients affected by nf1. we retrospectively evaluated 414 consecutive patients affected by nf1 and referred to our nf1 clinic before age 6. average follow-up was 11.9 years: 52 out of 414 patients had opg with a total cumulative incidence of 15.4% at age 15 (kaplan-meier estimate) and a statistically significant difference according to sex. brain and orbit mri was performed in 44.7% of patients: 34.6% for screening purposes and 65.4% because of the presence of neurological, ocular or other symptoms. opg was diagnosed in 12.5% of cases in the first group, whereas in 36.4% in the latter group (p⊉=⊉0.001). clinical management was conservative in most patients, while 8 of them underwent therapy mainly because of visual deterioration. opg was diagnosed earlier in treated patients, but the difference was not statistically significant. conversely, all patients who underwent screening mri had normal visual outcome. in conclusion, opg location does not correlate with need for treatment; female patients were more frequently affected by opg but not more frequently treated. opg diagnosis by screening mri does not affect the natural history of the tumor.',\n", + " 'we sought to further define the role of sarcomere mutations in dilated cardiomyopathy (dcm) and associated clinical phenotypes. mutations in several contractile proteins contribute to dcm, but definitive evidence for the roles of most sarcomere genes remains limited by the lack of robust genetic support. direct sequencing of 6 sarcomere genes was performed on 334 probands with dcm. a novel d230n missense mutation in the gene encoding alpha-tropomyosin (tpm1) was identified. functional assessment was performed by the use of an in vitro reconstituted sarcomere complex to evaluate atpase regulation and ca(2+) affinity as correlates of contractility. tpm1 d230n segregated with dcm in 2 large unrelated families. this mutation altered an evolutionarily conserved residue and was absent in >1,000 control chromosomes. in vitro studies demonstrated major inhibitory effects on sarcomere function with reduced ca(2+) sensitivity, maximum activation, and ca(2+) affinity compared with wild-type tpm1. clinical manifestations ranged from decompensated heart failure or sudden death in those presenting early in life to asymptomatic left ventricular dysfunction in those diagnosed during adulthood. notably, several affected infants had remarkable improvement. genetic segregation in 2 unrelated families and functional analyses conclusively establish a pathogenic role for tpm1 mutations in dcm. in vitro results demonstrate contrasting effects of dcm and hypertrophic cardiomyopathy mutations in tpm1, suggesting that specific functional consequences shape cardiac remodeling. along with previous reports, our data support a distinctive, age-dependent phenotype with sarcomere-associated dcm where presentation early in life is associated with severe, sometimes lethal, disease. these observations have implications for the management of familial dcm.',\n", + " 'segmental arterial mediolysis (sam) is a rare non-atherosclerotic, non-inflammatory vascular disorder varying widely in clinical course. the purpose of this study is to analyze detailing clinical and imaging manifestations over time in patients with sam through a literature review and to suggest an optimal management strategy. a retrospective review of eight consecutive patients diagnosed with sam between january, 2000 and january, 2012 was conducted. all presented with acute-onset abdominal or flank pain. clinical features, imaging studies, and laboratory findings served as grounds for diagnosis, having excluded more common conditions (ie, fibromuscular dysplasia, collagen vascular disorders, or arteritis). ct angiography was done initially and repeated periodically (week 1, month 3, then yearly). treatment was conservative, utilizing endovascular intervention as warranted by ct diagnostics. in a related systematic review, all english literature from 1976 to 2015 was screened via the pubmed database, assessing patient demographics, affected arteries, clinical presentations, and treatment methods. ultimately, 25 arterial lesions identified in eight patients (median age, 62.8 years; range, 40-84 years) were monitored for a median period of 26 months (range, 15-57 months). at baseline, celiac axis (3/8, 37.5%), superior mesenteric (4/8, 50%), and common hepatic (2/8, 25%) arteries were involved, in addition to isolated lesions of right renal, splenic, right colic, middle colic, gastroduodenal, left gastric, right gastroepiploic, proper hepatic, right hepatic, and left hepatic arteries. compared with prior publications, celiac axis and superior mesenteric artery were more commonly affected in cohort. arterial dissections (n = 8), aneurysms (n = 5), stenoses or occlusions (n = 4), and a single pseudoaneurysm were documented. despite careful conservative management, new splanchnic arterial lesions (n = 4) arose during follow-up. considering the few available reports of new arterial lesions in the literature, newly developing pathology is a distinctive feature of our patients, four of whom eventually required endovascular interventions. careful clinical observation via periodic ct angiography is required in patients with sam, checking for newly developing lesions. the natural history of sam should be clarified in a larger patient population.',\n", + " \"primary malignant tumors of the iliopsoas compartment are rare entities that have been infrequently reported. we present our experience of iliopsoas malignancy to better characterize and define the natural history of this condition. primary iliopsoas tumors occurring from january 1990 were identified from the royal marsden hospital's (rmh) sarcoma unit prospective database. nineteen malignant tumors (11 limited to the psoas muscle only, 1 involving only the iliacus muscle and 7 involving both the iliacus and psoas) of the iliopsoas compartment were evaluated and treated at the rmh during this period. leiomyosarcoma (n = 5) and liposarcoma (n = 3) were the most frequent histologic types. there were 3 g1, 5 g2, 10 g3 tumors and grade could not be assessed in 1 patient. there were 17 t2 tumors and size was not available in 2 patients. surgery was done in 14 patients (negative microscopic margins-7, positive microscopic margins-3, and positive gross margins-3 and the margin of excision was not known in 1 patient). five of 14 surgically treated patients had local recurrence and 6 of 19 patients developed metastases. ten patients died of their disease at a median follow-up of 12 months. the estimated 2 and 5 year survival rates were 44 and 23%, respectively. tumors in this location have a poor prognosis due to the lack of early diagnosis, large size at presentation, multiple attachments of the psoas muscle, and being relatively surgically inaccessible.\",\n", + " 'to define the natural history of the c9orf72 amyotrophic lateral sclerosis (c9als) patient population, develop disease biomarkers, and characterize patient pathologies. we prospectively collected clinical and demographic data from 116 symptomatic c9als and 12 non-amyotrophic lateral sclerosis (als) full expansion carriers across 7 institutions in the united states and the netherlands. in addition, we collected blood samples for dna repeat size assessment, csf samples for biomarker identification, and autopsy samples for dipeptide repeat protein (dpr) size determination. finally, we collected retrospective clinical data via chart review from 208 individuals with c9als and 450 individuals with singleton als. the mean age at onset in the symptomatic prospective cohort was 57.9 ± 8.3 years, and median duration of survival after onset was 36.9 months. the monthly change was -1.8 ± 1.7 for als functional rating scale-revised and -1.4% ± 3.24% of predicted for slow vital capacity. in blood dna, we found that g4c2 repeat size correlates positively with age. in csf, we observed that concentrations of poly(gp) negatively correlate with dna expansion size but do not correlate with measures of disease progression. finally, we found that size of poly(gp) dipeptides in the brain can reach large sizes similar to that of their dna repeat derivatives. we present a thorough investigation of c9als natural history, providing the basis for c9als clinical trial design. we found that clinical features of this genetic subset are less variant than in singleton als. in addition, we identified important correlations of c9als patient pathologies with clinical and demographic data.',\n", + " \"to illustrate the natural history of leber's hereditary optic neuropathy (lhon). prospective observational case series. the soave-brazil pedigree of m.11778g>a/nd4 mitochondrial dna lhon mutation. a prospectively acquired database of the soave-brazil pedigree was reviewed. data from 285 individuals were included in the database over a 15-year period. the pedigree was reviewed for unaffected mutation carriers who converted to affected status, 6 patients with lhon were identified. the medical records were reviewed 1 year preconversion to 1 year postconversion for visual acuity (logarithm of the minimum angle of resolution [logmar]), humphrey visual field (hvf) mean deviation (md), and retinal nerve fiber layer (rnfl) thickness, as measured by cirrus (carl zeiss, oberkochen, germany) optic coherence tomography (oct). the rnfl thickness values were normalized for age. visual acuity, hvf, and processed rnfl data from each of the 12 eyes were then sorted into 2-month time periods relative to the date of conversion, within which they were averaged. the main outcome measures were visual acuity, hvf md, and rnfl thickness. decreased visual acuity preceded conversion by up to 2 months and then declined up to 8 months postconversion. decrease in hvf md occurred at least 4 months preceding conversion, after which values decreased until plateau at 6 to 8 months. average rnfl thickness was above normal baseline thickness in all 4 quadrants as measured by oct at the time of conversion. increase in rnfl thickness preceded conversion as early as 4 to 6 months, peaked at conversion, and decreased until individual plateaus. the temporal quadrant was first to be involved, then the inferior and superior quadrants, and the nasal quadrant showed the latest and least changes. subclinical changes preceded the date of conversion and may reflect the complicated nature of identifying the date of conversion in lhon. early increases in rnfl preceding conversion suggest that structural changes precede clinically significant vision loss. asynchronous quadrant involvement supports a previously published mathematical model. the natural history of lhon is not a subacute process, as previously believed, but progresses more slowly, taking up to 8 months to plateau.\",\n", + " 'to delineate the full phenotypic spectrum, discriminative features, piloting longitudinal progression data, and sample size calculations of replication factor complex subunit 1 (rfc1) repeat expansions, recently identified as causing cerebellar ataxia, neuropathy, vestibular areflexia syndrome (canvas). multimodal rfc1 repeat screening (pcr, southern blot, whole-exome/genome sequencing-based approaches) combined with cross-sectional and longitudinal deep phenotyping in (1) cross-european cohort a (70 families) with ≥2 features of canvas or ataxia with chronic cough (acc) and (2) turkish cohort b (105 families) with unselected late-onset ataxia. prevalence of rfc1 disease was 67% in cohort a, 14% in unselected cohort b, 68% in clinical canvas, and 100% in acc. rfc1 disease was also identified in western and eastern asian individuals and even by whole-exome sequencing. visual compensation, sensory symptoms, and cough were strong positive discriminative predictors (>90%) against rfc1-negative patients. the phenotype across 70 rfc1-positive patients was mostly multisystemic (69%), including dysautonomia (62%) and bradykinesia (28%) (overlap with cerebellar-type multiple system atrophy [msa-c]), postural instability (49%), slow vertical saccades (17%), and chorea or dystonia (11%). ataxia progression was ≈1.3 scale for the assessment and rating of ataxia points per year (32 cross-sectional, 17 longitudinal assessments, follow-up ≤9 years [mean 3.1 years]) but also included early falls, variable nonlinear phases of msa-c-like progression (sara points 2.5-5.5 per year), and premature death. treatment trials require 330 (1-year trial) and 132 (2-year trial) patients in total to detect 50% reduced progression. rfc1 disease is frequent and occurs across continents, with canvas and acc as highly diagnostic phenotypes yet as variable, overlapping clusters along a continuous multisystemic disease spectrum, including msa-c-overlap. our natural history data help to inform future rfc1 treatment trials. this study provides class ii evidence that rfc1 repeat expansions are associated with canvas and acc.',\n", + " \"to provide 9-year incidence estimates of age-related macular degeneration (amd) in a population of african descent. population-based cohort study. two thousand seven hundred ninety-three participants (81% of eligible) after 9 years' follow-up. nine-year incidence of amd-related features, based on fundus photographic gradings and/or clinical examinations. the overall incidence rate of early amd was 12.6% (95% confidence interval [ci], 11.0%-14.1%), and that of late amd was 0.7% (95% ci, 0.4%-1.1%). both increased with age (p<0.05). for early amd, incidence ranged from 10.7% at 40 to 49 years of age to 16.8% at > or =70 years. for late amd, incidence increased from 0.1% to 2.3% in the same age groups. late amd was more likely to develop in eyes with pigment changes (risk ratio [rr], 5.8; 95% ci, 2.0-16.8) and retinal pigment epithelial atrophy (rr, 5.4; 95% ci, 1.9-15.8) at baseline. crude rrs indicated significant associations of late amd to elevated systolic blood pressure and diabetes history, but only the diabetes relationship was suggested after adjusting for age, with borderline statistical significance (age-adjusted rr, 2.7; p = 0.054). nine-year data on natural history indicate that early amd is common in this population of african origin, although late amd is infrequent. these long-term observations provide further evidence for the lower amd risk in black populations compared with white populations.\",\n", + " 'the primary immune deficiency treatment consortium (pidtc) consists of 33 centers in north america. we hypothesized that the analysis of uniform data on patients with severe combined immunodeficiency (scid) enrolled in a prospective protocol will identify variables that contribute to optimal outcomes following treatment. we report baseline clinical, immunologic, and genetic features of the first 50 patients enrolled, and the initial therapies administered, reflecting current practice in the diagnosis and treatment of both typical (n⊉=⊉37) and atypical forms (n⊉=⊉13) of scid. from august 2010 to may 2012, patients with suspected scid underwent evaluation and therapy per local center practices. diagnostic information was reviewed by the pidtc eligibility review panel, and hematopoietic cell transplantation (hct) details were obtained from the center for international blood and marrow transplant research. most patients (92 %) had mutations in a known scid gene. half of the patients were diagnosed by newborn screening or family history, were younger than those diagnosed by clinical signs (median 15 vs. 181 days; p⊉=⊉<0.0001), and went to hct at a median of 67 days vs. 214 days of life (p⊉=⊉<0.0001). most patients (92 %) were treated with hct within 1-2 months of diagnosis. three patients were treated with gene therapy and 1 with enzyme replacement. the pidtc plans to enroll over 250 such patients and analyze short and long-term outcomes for factors beneficial or deleterious to survival, clinical outcome, and t- and b-cell reconstitution, and which biomarkers are predictive of these outcomes. ',\n", + " \"hirschsprung-associated enterocolitis is a significant cause of morbidity and mortality in infants with hirschsprung's disease. the fact that the symptoms are so variable and unspecific leads to a slow or incorrect diagnosis. the purpose of this study is to identify clinical factors associated with the diagnosis, as well as to evaluate the subsequent management of children with suspected hirschsprung-associated enterocolitis in a paediatric emergency department. a retrospective descriptive study was conducted on patients with hirschsprung's disease who were seen in a paediatric emergency department between april 2011 and november 2015 due to clinical symptoms compatible with enterocolitis. an analytical multivariate analysis was also performed on the epidemiological and clinical variables associated to enterocolitis. a total of 75 consultation episodes in the paediatric emergency department were studied, of which 52% (39) were finally diagnosed as enterocolitis. overall, diarrhoea was the most frequent reason for consultation (74.7%). lethargy, abdominal distension, and pathological findings on the x-ray showed a significant association with the diagnosis of hirschsprung-associated enterocolitis. hospital admission rate was 77.3%. hirschsprung-associated enterocolitis should be considered in all children with hirschsprung's disease that consult the emergency department, especially those with gastrointestinal symptoms associated with lethargy, abdominal distension and pathological findings on the x-ray. the therapeutic diagnostic process should be initiated as soon as possible, either by clinical observation, if there are any doubts, or by medical treatment if there is a high clinical suspicion.\",\n", + " 'the prognosis of multiple myeloma has considerably improved due to the introduction of novel agents in the upfront setting. however, the great majority of patients ultimately relapse, and choosing a salvage treatment at first relapse remains challenging. the natural history of first relapsed disease in the current era is also not well described. we retrospectively studied 300 patients with first relapsed myeloma seen between 2004 and 2019 from two institutes in singapore. the median duration from diagnosis to first relapse was 22.7 months (1.1-97.0 months). most patients received novel agent-based induction therapy, and 41.3% underwent autologous stem cell transplant. a very good partial response (vgpr) or better was achieved in 48.6%. regarding first relapse, 50.5% were symptomatic and 19.0% received newer agent-containing regimens. nearly a third of patients (31.7%) had a vgpr or better response. the median progression free and overall survival from first relapse was 12.0 and 44.8 months, respectively. based on a randomized sample splitting, we first identified non-hyperdiploid karyotype at diagnosis, clinical relapse, and treatment sequence as impacting survival independently from a testing cohort, and we then further demonstrated their significance in a validation cohort. this study provides a real-world picture of first relapsed myeloma and highlights the prognostic importance of the treatment sequence.',\n", + " 'the objective of this study was to elucidate the natural history of late-onset transthyretin val30met-associated familial amyloid polyneuropathy (fap attr val30met) in non-endemic areas. the authors retrospectively assessed the development of major clinical landmarks and abnormalities of nerve conduction and cardiac examination indices in 50 patients with an age of onset older than 50 years and no relationship to endemic foci. once the neuropathic process was initiated, sensory and motor symptoms of both the upper and lower extremities appeared within a period of one and a half years. digestive and orthostatic symptoms also tended to occur in the early phase of the disease, whereas urinary symptoms appeared in the middle of the disease progress. along with pain in the extremities, these symptoms progressed over time and significantly disturbed the quality of life during the late phase of the disease, resulting in the need for wheelchair use. although cardiomyopathy became clinically apparent only in the late phase of the disease, it was found to be the major cause of death. the mean duration of the disease onset to death was 7.3 years. although values at the time of diagnosis were extremely variable, serial measurements of electrophysiological indices, the cardiothoracic ratio and interventricular septum thickness indicated a steady exacerbation in these outcomes among patients within a span of a couple of years. the ages of onset of each clinical landmark were extremely variable between patients. however, once an initial symptom appeared, the chronological sequence of other clinical landmarks tended to be uniform, occurring within a relatively short time span.',\n", + " 'the natural history of chronic obstructive pulmonary disease is characterized by frequent exacerbations. majority of exacerbations are infectious and bacteria responsible for 30-50% of these cases. the purpose of this study was to determine the bacteriology of acute exacerbations of chronic obstructive pulmonary disease in hospitalized patients in our institution and their antibiotic susceptibility pattern to formulate cost effective antibiotic strategy and reducing the emergence of drug resistance. one hundred and seven clinically diagnosed cases of acute exacerbations of chronic obstructive pulmonary disease admitted in medicine, tuberculosis and chest wards were selected for the study. direct gram stain was done for all sputum samples. the suitable sputum samples were cultured. identification of organism and antimicrobial susceptibility testing was done by standard microbiological techniques. our study showed growth of pathogenic organisms in 41.12% cases. males (67.29%) are more affected than females (32.71%). gram negative bacilli were more isolated than gram positive cocci. the commonest isolate was klebsiella pneumoniae 15 (38.46%), followed by staphylococcus aureus 9 (23.08%), streptococcus species 6 (15.39%), pseudomonas aeruginosa 4 (10.26%), e.coli 2 (5.13%), acinetobacter species 2 (5.13%) and enterobacter species 1(2.56%). the antibiotic susceptibility reveals that vancomycin, linezolid, azithromycin and clarithromycin were most effective drugs for gram positive cocci, meropenem & piperacillin-tazobactam for gram negative bacilli and amikacin & levofloxacin for both gram positive cocci & gram negative bacilli. in developing country like india acute exacerbations of chronic obstructive pulmonary disease is common in adults more than 50 years of age due to smoking habits and high indoor pollution. this leads to a major impact on the quality of life of patients with the condition. they are a major cause of hospital admission and health care utilization.',\n", + " 'immune thrombocytopenic purpura (itp) in children is a common pediatric bleeding disorder with heterogeneous manifestations and a natural history that is not fully understood. to better understand the natural history of chronic itp and detect response trends and outcomes of therapy, we conducted a 10-year retrospective survey of children from age 1 to 18 years with a diagnosis of chronic itp. data on 198 patients from 8 canadian pediatric hematology/oncology centers were analyzed. the majority of patients were female (58%), and were previously diagnosed with acute (primary) itp (85%). the age at diagnosis of chronic itp ranged from 1.1 to 17.2 years with a mean of 8.2+/-4.4 years. ninety percent of patients received some form of treatment. untreated patients had a higher mean platelet count at diagnosis of chronic itp (p=0.009) despite similarities in mean age at first presentation and mean duration of follow-up. thirty-four (17%) patients underwent splenectomy. splenectomized patients tended to be significantly older, had a lower mean platelet count at diagnosis of chronic itp, and had a longer duration of follow-up. the results from this study are consistent with published reports.',\n", + " \"6-thioguanine (6-tg) has been used as an alternative thiopurine for inflammatory bowel disease (ibd) patients not responsive to or intolerant of azathioprine (aza) and 6-mercaptopurine (6-mp). 6-tg-related hepatotoxicity, including liver biochemistry value elevations, sinusoidal collagen deposition on electron microscopy, and veno-occlusive disease, have been described related to its use as therapy for neoplastic disease. we studied 38 liver biopsies from patients treated with 6-tg, almost all of whom (n = 125) received 6-tg for 1 to 3 years at the inflammatory bowel disease center at cedars-sinai medical center. all biopsies were fixed in 4% buffered formalin and prepared in the usual manner. hematoxylin and eosin, masson's trichrome (trichrome), and reticulin silver impregnation (reticulin) stained slides were studied. in 23 cases, tissue was also prospectively fixed in glutaraldehyde and processed for electron microscopy. in 20 of the 37 patients studied (53%), nodular regeneration of varying degree was seen with reticulin. in only 4 of these 20 instances (11% of the total) were the changes seen with hematoxylin and eosin and in 3 of the 4, only in retrospect after studying the reticulin preparation. minimal fibrosis was seen with trichrome in only 13 biopsies (34%), but sinusoidal collagen deposition was observed in 14 of the 23 cases studied with electron microscopy (60%). the biopsy from the 1 patient with nodular hyperplasia obvious with hematoxylin and eosin also demonstrated changes of venous outflow obstruction. 6-tg-treated ibd patients are at significant risk for nodular hyperplasia, early fibrosis and, less often, venous outflow disease (budd-chiari). the natural history of these changes is unknown and follow-up biopsies are needed to determine histologic and clinical sequela. patients not demonstrating nodular hyperplasia or fibrosis who continue with 6-tg because there are no better therapeutic choices should be periodically rebiopsied.\",\n", + " 'little is known about the etiological associations and clinical features of extrahepatic primary malignant (ehpm) neoplasms in subjects with hepatocellular carcinoma (hcc). the aim of this study was to characterize this phenomenon in a consecutive series of spanish patients in order to define its natural history and influence on survival. a retrospective analysis of 245 patients with hcc during the period 1999-2003 was performed. subjects identified with a second primary malignancy elsewhere constituted the ehpm group and were compared to patients with hcc alone. eighteen patients (7.3%) had one or two associated extrahepatic malignancies (mean age 67.7 +/- 9.7 years); of these, 17 had double cancer and one patient, triple. nine of the 19 ehpm occurred before hcc diagnosis. the associated cancers included five cases of colorectal carcinoma, four cases of head and neck carcinoma, three cases of genitourinary cancer, two cases of lymphoproliferative disorder, one lung carcinoma, one skin melanoma, one breast carcinoma, and two cancers of unknown origin. age and sex distribution, etiology of underlying hepatopathy, and liver function tests did not differ significantly between both groups. there was no difference between the overall survival rates. ehpm is not rare among spanish patients with hcc, although no specific clinicopathological features were detected in this population. our results suggest that the association of another primary tumor with hcc does not imply a worse prognosis. the possibility of development of ehpm should be kept in mind when deciding on therapy and follow-up of hcc.',\n", + " 'to evaluate the clinical characteristics of patients with hematological disease admitted to the intensive care unit and the use of noninvasive mechanical ventilation in a subgroup with respiratory dysfunction. a retrospective observational study from september 2011 to january 2014. overall, 157 patients were included. the mean age was 45.13 (± 17.2) years and 46.5% of the patients were female. sixty-seven (48.4%) patients had sepsis, and 90 (57.3%) patients required vasoactive vasopressors. the main cause for admission to the intensive care unit was acute respiratory failure (94.3%). among the 157 studied patients, 47 (29.9%) were intubated within the first 24 hours, and 38 (24.2%) underwent noninvasive mechanical ventilation. among the 38 patients who initially received noninvasive mechanical ventilation, 26 (68.4%) were subsequently intubated, and 12 (31.6%) responded to this mode of ventilation. patients who failed to respond to noninvasive mechanical ventilation had higher intensive care unit mortality (66.7% versus 16.7%; p = 0.004) and a longer stay in the intensive care unit (9.6 days versus 4.6 days, p = 0.02) compared with the successful cases. baseline severity scores (sofa and saps 3) and the total leukocyte count were not significantly different between these two subgroups. in a multivariate logistic regression model including the 157 patients, intubation at any time during the stay in the intensive care unit and saps 3 were independently associated with intensive care unit mortality, while using noninvasive mechanical ventilation was not. in this retrospective study with severely ill hematologic patients, those who underwent noninvasive mechanical ventilation at admission and failed to respond to it presented elevated intensive care unit mortality. however, only intubation during the intensive care unit stay was independently associated with a poor outcome. further studies are needed to define predictors of noninvasive mechanical ventilation failure.',\n", + " \"the disease-specific unified multiple system atrophy rating scale (umsars) has been developed recently and validated for assessing disease severity in multiple system atrophy (msa). here, we aimed at (1) assessing rates of disease progression in msa and (2) validating umsars for sensitivity to change over time. impairment was assessed at two time points 12 months apart using umsars part i (historical review), umsars part ii (motor examination), as well as measures of global disease severity, including umsars part iv, hoehn and yahr (hy) parkinson's disease staging, schwab england activities of daily living (se adl), and a three-point global severity scale (ss3). fifty patients (male:female ratio, 1:0.9; possible msa, 16%; probable msa, 84%; msa-parkinsonian, 58%; msa-cerebellar, 42%) were assessed twice with an interval of 12.3 months. umsars ii scores progressed by 57.3% (p<0.0001) and umsars i scores by 35.6% (p<0.0001) in relation to the respective baseline scores with no differences between motor subtypes, diagnostic categories and gender. significant inverse correlations between (1) umsars i or umsars ii progression and (2) baseline disability measures (i.e., the respective umsars or ss3 scores) and disease duration were found. furthermore, the increases in hy staging, se adl and ss3 correlated significantly with umsars i, umsars ii, and umsars iv progression. this report is the first prospective study showing rapid annual umsars rates of decline in msa. our data contribute to the ongoing validation process of umsars, and they facilitate the planning and implementation of future neuroprotective intervention trials.\"]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(df_test['ABSTRACT'])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "f42e0c79", + "metadata": { + "id": "f42e0c79" + }, + "outputs": [], + "source": [ + "def bin_model(model_type, vectortype,C=1,ngram_range=(1, 1),stop_words=None):\n", + " \n", + " if vectortype == \"tfidf\":\n", + " vectorizer = TfidfVectorizer(ngram_range=ngram_range,stop_words=stop_words)\n", + " elif vectortype == \"countvec\":\n", + " vectorizer = CountVectorizer(ngram_range=ngram_range,stop_words=stop_words)\n", + "\n", + " bow_train = vectorizer.fit_transform(list(df_bin['ABSTRACT']))\n", + " feature_names = vectorizer.get_feature_names_out()\n", + "\n", + " X_train = bow_train\n", + " y_train = df_bin['binary2_label']\n", + " # Print the feature names\n", + "# print(\"Feature names:\", feature_names)\n", + "\n", + " if model_type == 'nb':\n", + " model = MultinomialNB().fit(X_train, y_train)\n", + " elif model_type == 'lr':\n", + " model = LogisticRegression(max_iter=1000).fit(X_train, y_train)\n", + " elif model_type == 'svm':\n", + " model = LinearSVC(C=C).fit(X_train, y_train)\n", + " elif model_type == 'knn':\n", + " model = KNeighborsClassifier(n_neighbors=7).fit(X_train, y_train)\n", + " elif model_type == 'rf':\n", + " model = RandomForestClassifier().fit(X_train, y_train)\n", + " elif model_type == 'ada':\n", + " model = AdaBoostClassifier(n_estimators=50).fit(X_train, y_train)\n", + " elif model_type == 'gb':\n", + " model = GradientBoostingClassifier(n_estimators=50).fit(X_train, y_train)\n", + "\n", + " print('Training Accuracy:', model.score(X_train, y_train))\n", + "\n", + " bow_test = vectorizer.transform(list(df_test['ABSTRACT']))\n", + " X_test = bow_test\n", + " y_test = df_test['binary2_label']\n", + " y_pred = model.predict(X_test)\n", + " \n", + " acc=accuracy_score(y_test, y_pred)\n", + " f1=f1_score(y_test, y_pred, average=\"macro\")\n", + " pre=precision_score(y_test, y_pred, average=\"macro\")\n", + " rc=recall_score(y_test, y_pred, average=\"macro\")\n", + " \n", + "\n", + "# print('Test Accuracy:', acc)\n", + "# # print('F1 score:', f1_score(y_test, y_pred, average=\"macro\"))\n", + "# print(\"F1 score:\",f1)\n", + "# print('Precision:', pre)\n", + "# print('Recall:', rc)\n", + "\n", + "# fig = plt.figure(figsize=(15,6))\n", + "# ax1 = fig.add_subplot(121)\n", + "\n", + "# skplt.metrics.plot_confusion_matrix(y_test, y_pred,\n", + "# title=\"Binary Confusion Matrix\",\n", + "# ax=ax1)\n", + "# plt.savefig('content/BinMLResults' + model_type + '_' + vectortype + '_binmat.png')\n", + " # return y_test, y_pred\n", + " return X_train,y_train,feature_names,{\"accuracy\":acc,\"f1_score\":f1,\"precision\": pre,\"recall\":rc}\n", + "# return f1_score,accuracy_score" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "c84c2406", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.726836657409745\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.6586720525119919\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.5746023731380965\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1509: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.605023983842464\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.5746023731380965\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1509: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.5746023731380965\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1509: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9925523857611714\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9972229235041656\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n" + ] + } + ], + "source": [ + "results=[]\n", + "for C in [0.01,0.05,0.1,0.5,1,2]:\n", + " for vec in [\"tfidf\",\"countvec\"]:\n", + " for ngram_range in [(1,1),(1,2),(2,2),(1,3),(2,3),(3,3)]:\n", + " \n", + " X_train,y_train,feature_names,r=bin_model('svm', vec,C=C,ngram_range=ngram_range,stop_words='english')\n", + " results.append([r[\"accuracy\"],r[\"f1_score\"],r[\"f1_score\"],r[\"precision\"],r[\"recall\"],C,vec,ngram_range])\n", + " print(C,vec,ngram_range,r)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "3ea2a85f", + "metadata": {}, + "outputs": [], + "source": [ + "rdf=pd.DataFrame(results,columns=[\"accuracy\",\"f1_score\",\"f1_score\",\"precision\",\"recall\",\"C\",\"vectorize\",\"ngram_range\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6e9044fa", + "metadata": {}, + "outputs": [], + "source": [ + "rdf.to_csv(\"remove_stopwords_multigram_testings.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "84dcc7aa", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'hi' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[35], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(hi)\n", + "\u001b[1;31mNameError\u001b[0m: name 'hi' is not defined" + ] + } + ], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_SVMs.ipynb b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_SVMs.ipynb new file mode 100644 index 0000000..4a38a88 --- /dev/null +++ b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_SVMs.ipynb @@ -0,0 +1,491 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "IUkvcptnLWx5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IUkvcptnLWx5", + "outputId": "85ad9fe5-91bf-4246-af45-214496a012e6" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\aom2\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import nltk\n", + "import os\n", + "nltk.download('stopwords')\n", + "from nltk.corpus import stopwords\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn import svm\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, classification_report, f1_score, recall_score, precision_score\n", + "import matplotlib.pyplot as plt\n", + "import scikitplot as skplt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "24442834", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BinMLResultsada_tfidf_binmat.png\n", + "BinMLResultsgb_tfidf_binmat.png\n", + "BinMLResultsknn_tfidf_binmat.png\n", + "BinMLResultslr_tfidf_binmat.png\n", + "BinMLResultsnb_tfidf_binmat.png\n", + "BinMLResultsrf_tfidf_binmat.png\n", + "BinMLResultssvm_countvec_binmat.png\n", + "BinMLResultssvm_tfidf_binmat.png\n", + "final_testset.xlsx\n", + "final_trainset.xlsx\n" + ] + } + ], + "source": [ + "for f in os.listdir(\"content\"):\n", + " print(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3f3a63a4", + "metadata": { + "id": "3f3a63a4" + }, + "outputs": [], + "source": [ + "df_bin = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "df_bin['binary2_label'].value_counts()\n", + "df_test = pd.read_excel(\"content/final_testset.xlsx\")\n", + "df_bin['ABSTRACT'] = df_bin['ABSTRACT'].apply(str.lower)\n", + "df_test['ABSTRACT'] = df_test['ABSTRACT'].apply(str.lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f42e0c79", + "metadata": { + "id": "f42e0c79" + }, + "outputs": [], + "source": [ + "def bin_model(model_type, vectortype,C=1):\n", + " if vectortype == \"tfidf\":\n", + " vectorizer = TfidfVectorizer()\n", + " elif vectortype == \"countvec\":\n", + " vectorizer = CountVectorizer()\n", + "\n", + " bow_train = np.array(vectorizer.fit_transform(list(df_bin['ABSTRACT'])).todense())\n", + " feature_names = vectorizer.get_feature_names_out()\n", + "\n", + " X_train = bow_train\n", + " y_train = df_bin['binary2_label']\n", + " # Print the feature names\n", + "# print(\"Feature names:\", feature_names)\n", + "\n", + " if model_type == 'nb':\n", + " model = MultinomialNB().fit(X_train, y_train)\n", + " elif model_type == 'lr':\n", + " model = LogisticRegression(max_iter=1000).fit(X_train, y_train)\n", + " elif model_type == 'svm':\n", + " model = LinearSVC(C=C).fit(X_train, y_train)\n", + " elif model_type == 'knn':\n", + " model = KNeighborsClassifier(n_neighbors=7).fit(X_train, y_train)\n", + " elif model_type == 'rf':\n", + " model = RandomForestClassifier().fit(X_train, y_train)\n", + " elif model_type == 'ada':\n", + " model = AdaBoostClassifier(n_estimators=50).fit(X_train, y_train)\n", + " elif model_type == 'gb':\n", + " model = GradientBoostingClassifier(n_estimators=50).fit(X_train, y_train)\n", + "\n", + " print('Training Accuracy:', model.score(X_train, y_train))\n", + "\n", + " bow_test = vectorizer.transform(list(df_test['ABSTRACT']))\n", + " X_test = bow_test\n", + " y_test = df_test['binary2_label']\n", + " y_pred = model.predict(X_test)\n", + " \n", + " acc=accuracy_score(y_test, y_pred)\n", + " f1=f1_score(y_test, y_pred, average=\"macro\")\n", + "\n", + " print('Test Accuracy:', accuracy_score(y_test, y_pred))\n", + " print('F1 score:', f1_score(y_test, y_pred, average=\"macro\"))\n", + " print('Precision:', precision_score(y_test, y_pred, average=\"macro\"))\n", + " print('Recall:', recall_score(y_test, y_pred, average=\"macro\"))\n", + "\n", + " fig = plt.figure(figsize=(15,6))\n", + " ax1 = fig.add_subplot(121)\n", + "\n", + " skplt.metrics.plot_confusion_matrix(y_test, y_pred,\n", + " title=\"Binary Confusion Matrix\",\n", + " ax=ax1)\n", + " plt.savefig('content/BinMLResults' + model_type + '_' + vectortype + '_binmat.png')\n", + " # return y_test, y_pred\n", + " return X_train,y_train,feature_names\n", + "# return f1_score,accuracy_score" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "pw9SLlcxV4eX", + "metadata": { + "id": "pw9SLlcxV4eX" + }, + "outputs": [], + "source": [ + "# from google.colab import drive\n", + "# drive.mount('/content/drive')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d7986512", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n", + "Test Accuracy: 0.7740384615384616\n", + "F1 score: 0.7653609831029186\n", + "Precision: 0.7715537283116756\n", + "Recall: 0.7623100016547291\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "X_train,y_train,feature_names=bin_model('svm', 'countvec',C=0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "963a1b37", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8217621812673567\n", + "Test Accuracy: 0.7740384615384616\n", + "F1 score: 0.7601805514669806\n", + "Precision: 0.7801470015323482\n", + "Recall: 0.7549819161761577\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " X_train,y_train,feature_names=bin_model('svm', 'tfidf',C=0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e86aaa49", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n", + "Test Accuracy: 0.7740384615384616\n", + "F1 score: 0.7644337349397591\n", + "Precision: 0.7727598566308244\n", + "Recall: 0.7608443845590147\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " X_train,y_train,feature_names=bin_model('svm', 'countvec',C=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ddbd65e2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8579904064630144\n", + "Test Accuracy: 0.7932692307692307\n", + "F1 score: 0.7826382813259454\n", + "Precision: 0.7969552133120906\n", + "Recall: 0.7775807862326549\n" + ] + }, + { + "data": { + "image/png": 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EA66KqSgTm1FQHg7gmiZOnKj+/ftr586dV/1LHQDcIS0tTeHh4Qqo0082X9f9j44kGbmZytwyUampqQVuoijOmIoCnLRt2zYdOHBAI0eOVPv27WlqAHiYO9bEWHdCh8YGcFLHjh2VkpKixo0b6+233/Z0OQCAP6GxAZyU930/AFAsuGNNjIXX2Fg3awIAALgMiQ0AAFbmjs+d4XNsAACARzAVZWLpxubixYs6evSoQkND3foBXwAAOMowDJ09e1axsbHy8bFu8mFVlm5sjh49qri4OE+XAQBAPsnJySpXrpz7X4ipKBNLNzZ5X17of1sP2Xz9PVwNYG2HV7/u6RIAr3A2LU03x8dd8Qt24V6Wbmzypp9svv40NkARWe3TRYHi7rotkWCNjYl1syYAAIDL0NgAAGBleWtsXH04YfTo0apXr55CQ0NVtmxZdejQQXv37jXdYxiGkpKSFBsbq6CgIDVr1ky7du0y3ZOZmal+/fqpdOnSCgkJ0f33368jR444VQuNDQAAKJI1a9boqaee0saNG7V8+XLl5OQoISFBGRkZ9ntee+01jR07VpMmTdKmTZsUHR2tVq1a6ezZs/Z7BgwYoIULF2revHlat26d0tPT1bZtW+Xm5jpci6XX2AAA8Jdns7lhV5Rza2y++OIL0+MZM2aobNmy2rJli5o0aSLDMDR+/HgNGzZMnTp1kiTNmjVLUVFRmjt3rp544gmlpqZq+vTpev/999WyZUtJ0uzZsxUXF6evvvpKrVu3dqgWEhsAAKzMx+aeQ1JaWprpyMzMdKik1NRUSVJERIQk6cCBA0pJSVFCQoL9noCAADVt2lTr16+XJG3ZskXZ2dmme2JjY1W9enX7PQ79OBy+EwAA/KXExcUpPDzcfowePfqazzEMQwMHDtTdd9+t6tWrS5JSUlIkSVFRUaZ7o6Ki7NdSUlLk7++vUqVKXfEeRzAVBQCAlbnxA/qSk5NNHwUREBBwzac+/fTT+uGHH7Ru3br8w142xWUYxjW3xTtyz5+R2AAAgAKFhYWZjms1Nv369dOSJUu0atUq06cuR0dHS1K+5OX48eP2FCc6OlpZWVk6ffr0Fe9xBI0NAABWlvcBfa4+nGAYhp5++mktWLBAK1euVHx8vOl6fHy8oqOjtXz5cvu5rKwsrVmzRo0aNZIk1alTR35+fqZ7jh07pp07d9rvcQRTUQAAoEieeuopzZ07V4sXL1ZoaKg9mQkPD1dQUJBsNpsGDBigUaNGqXLlyqpcubJGjRql4OBgde/e3X5v7969NWjQIEVGRioiIkKDBw9WjRo17LukHEFjAwCAlRWDL8GcMmWKJKlZs2am8zNmzFDPnj0lSUOGDNH58+fVt29fnT59WvXr19eyZctM36k1btw4lShRQl26dNH58+fVokULzZw5U76+vo6XbhiG4VT1xUhaWprCw8MVUKMP3xUFFNHpTZM8XQLgFdLS0hQVGa7U1FS3fgeb/e/ApiNkKxHo0rGNnAvKXPOi29+DO5DYAABgZXwJpgmNDQAAVlYMpqKKE+tWDgAAcBkSGwAArIypKBMSGwAA4DVIbAAAsDLW2JhYt3IAAIDLkNgAAGBlrLExIbEBAABeg8QGAABLc8MaGwvnHjQ2AABYGVNRJtZtyQAAAC5DYgMAgJXZbG7Y7k1iAwAA4HEkNgAAWBkf0Gdi3coBAAAuQ2IDAICVsSvKhMQGAAB4DRIbAACsjDU2JjQ2AABYGVNRJtZtyQAAAC5DYgMAgJUxFWVi3coBAAAuQ2IDAICVscbGhMQGAAB4DRIbAAAszGazyUZiY0diAwAAvAaJDQAAFkZiY0ZiAwAAvAaJDQAAVmb7/XD1mBZFYwMAgIUxFWXGVBQAAPAaJDYAAFgYiY0ZiQ0AAPAaJDYAAFgYiY0ZiQ0AAPAaJDYAAFgYiY0ZiQ0AAPAaJDYAAFgZH9BnQmMDAICFMRVlxlQUAADwGiQ2AABYmM0mNyQ2rh3ueiKxAQAAXoPEBgAAC7PJDWtsLBzZkNgAAACvQWIDAICFsSvKjMQGAAB4DRIbAACsjA/oM6GxAQDAytwwFWUwFQUAAOB5JDYAAFiYOxYPu377+PVDYgMAALwGjQ0AABaWl9i4+nDW2rVr1a5dO8XGxspms2nRokUO1fnvf//bfk+zZs3yXe/WrZtTddDYAACAIsvIyFDNmjU1adKkAq8fO3bMdLz77ruy2Wz629/+ZrqvT58+pvumTp3qVB2ssQEAwMqKyXbvxMREJSYmXvF6dHS06fHixYvVvHlz3XTTTabzwcHB+e51BokNAAAoUFpamunIzMx0ybi//vqrli5dqt69e+e7NmfOHJUuXVrVqlXT4MGDdfbsWafGJrEBAMDC3LkrKi4uznR+xIgRSkpKKvL4s2bNUmhoqDp16mQ6/+CDDyo+Pl7R0dHauXOnnn/+eX3//fdavny5w2PT2AAAYGHubGySk5MVFhZmPx8QEOCS8d999109+OCDCgwMNJ3v06eP/dfVq1dX5cqVVbduXW3dulW1a9d2aGymogAAQIHCwsJMhysam6+//lp79+7VY489ds17a9euLT8/P+3bt8/h8UlsAACwMKt9QN/06dNVp04d1axZ85r37tq1S9nZ2YqJiXF4fBobAABQZOnp6dq/f7/98YEDB7R9+3ZFRESofPnyki4tRv7oo4/0xhtv5Hv+Tz/9pDlz5qhNmzYqXbq0du/erUGDBqlWrVq66667HK6DxgYAAAsrLonN5s2b1bx5c/vjgQMHSpJ69OihmTNnSpLmzZsnwzD097//Pd/z/f39tWLFCr355ptKT09XXFyc7rvvPo0YMUK+vr4O10FjAwAAiqxZs2YyDOOq9zz++ON6/PHHC7wWFxenNWvWFLkOGhsAAKysmHxAX3HBrigAAOA1SGwAALCw4rLGprigsQEAwMJobMyYigIAAF6DxAYAAAsjsTEjsQEAAF6DxAYAACtju7cJiQ0AAPAaJDYAAFgYa2zMSGwAAIDXILEBAMDCSGzMaGwAALAwm9zQ2Fh49TBTUQAAwGuQ2AAAYGFMRZmR2AAAAK9BYgMAgJXxAX0mJDYAAMBrkNgAAGBhrLExI7EBAABeg8QGAAALI7Exo7EBAMDCbLZLh6vHtCqmolAog3slaN3sZ3V83es6tGK0PhzbR5UrlDXd0/6emlry1lNKXvmqzm+bpNur3JhvnF6d7tKX057Rr1//W+e3TVJ4yaDr9RaAYunfY0brrgb1VKZUqMrHllXnv3XQj3v3mu5JT0/XgP5Pq1LFcioVGqQ7alTVf96e4qGKgeKFxgaF0rj2zXp7/lo1feR1tf3HJPn6+urTKU8rONDffk9wkL82fP+TXpi4+IrjBAf6afn63fr3u8uuR9lAsff12jV68h9Pac26jfr08+XKzclR2zYJysjIsN8zZNA/tXzZF5oxa7a279ijfv3/qYED+umTJVf+dw3e61JiY3Px4el3VXgen4qaPHmy/v3vf+vYsWOqVq2axo8fr8aNG3u6LFxD+6cnmx4/kTRbyStfVa3b4vTN1p8kSR8s3SRJKh8TccVxJs1dLUlqXKeyewoFLGbJ0i9Mj6e+M0PlY8tq29YturtxE0nSt99u0EMP91CTps0kSb37PK7p06Zq65bNand/++tdMlCseDSxmT9/vgYMGKBhw4Zp27Ztaty4sRITE3X48GFPloVCCCsZKEk6nXrOw5UA3iUtNVWSVKrUH/+D0KjR3fr0kyX65ZdfZBiG1qxepX37flTLVq09VSY8yfbHOhtXHXxAXyGNHTtWvXv31mOPPaaqVatq/PjxiouL05QpzBVbzZhBf9M3W/dr90/HPF0K4DUMw9DQZweq0V13q1r16vbzb4yfoKpVb9PNFcspLNhf9993r96cOFl33X23B6sFigePTUVlZWVpy5Yteu6550znExIStH79+gKfk5mZqczMTPvjtLQ0t9YIx4x7rotqVI5Vi0fHeboUwKv8s//T2rHjB61Yvc50/q1JE/Tddxv18cIlKl++gtZ9vVbP9Our6JgY3dOipYeqhaew3dvMY43Nb7/9ptzcXEVFRZnOR0VFKSUlpcDnjB49Wi+++OL1KA8OGju0s9o2raGWvcfrl+NnPF0O4DX++Uw/ffrpEn21cq3KlStnP3/+/HmN+Nf/af7HC5XY5j5JUo3bb9cP32/X+LGv09jgL8/ju6Iu7woNw7hip/j8888rNTXVfiQnJ1+PEnEF44Z2Vvt7aureJybo0NGTni4H8AqGYWhA/6e1eNECfbFspSrGx5uuZ2dnKzs7Wz4+5v98+/r66uLFi9ezVBQTrl5f447PxbmePJbYlC5dWr6+vvnSmePHj+dLcfIEBAQoICDgepSHaxj/fBd1Tayrzv/8j9IzLigqMlSSlJp+QRcysyVJpcKCFRddSjFlwyVJVSpe+n399WSafj15VpIUFRmqqMgwVSpfWpJUvXKszmZcUHLKaZ1OYyEy/noG9HtK8+fN1UcLFqtkaKj9v5Hh4eEKCgpSWFiYGjdpqv977lkFBQWpfPkK+nrtGs2Z/Z7G/Hush6uHJ/j42OTj49pOxHDxeNeTzTAMw1MvXr9+fdWpU0eTJ/+xdfi2225T+/btNXr06Gs+Py0tTeHh4Qqo0Uc2X/9r3g/XOb9tUoHn+wx/X7M/+VaS9FC7+po28uF897z89md6ZepnkqRhT7TRv55sc9VxcH2c3lTw7ymuryC/gv9C+c87M/Rwj56SpJSUFA0f9ry++mqZTp86pfIVKqhX78fVf8A/Lb02wlukpaUpKjJcqampCgsLc+vrhIeHq8rABfINCHHp2LmZGfpxbCe3vwd38GhjM3/+fD388MN6++231bBhQ/3nP//RtGnTtGvXLlWoUOGaz6exAVyHxgZwjevd2NwyyD2Nzd43rNnYePQD+rp27aqTJ09q5MiROnbsmKpXr67PPvvMoaYGAADgch7/5OG+ffuqb9++ni4DAABLYru3mcd3RQEAALiKxxMbAABQeO7Ynm3hwIbEBgAAeA8SGwAALIw1NmYkNgAAwGuQ2AAAYGEkNmY0NgAAWBiLh82YigIAAF6DxAYAAAuzyQ1TUbJuZENiAwAAvAaJDQAAFsYaGzMSGwAA4DVIbAAAsDC2e5uR2AAAAK9BYgMAgIWxxsaMxgYAAAtjKsqMqSgAAOA1aGwAALCwvKkoVx/OWrt2rdq1a6fY2FjZbDYtWrTIdL1nz572dCnvaNCggemezMxM9evXT6VLl1ZISIjuv/9+HTlyxKk6aGwAAECRZWRkqGbNmpo0adIV77n33nt17Ngx+/HZZ5+Zrg8YMEALFy7UvHnztG7dOqWnp6tt27bKzc11uA7W2AAAYGHFZY1NYmKiEhMTr3pPQECAoqOjC7yWmpqq6dOn6/3331fLli0lSbNnz1ZcXJy++uortW7d2qE6SGwAAECB0tLSTEdmZmaRxlu9erXKli2rKlWqqE+fPjp+/Lj92pYtW5Sdna2EhAT7udjYWFWvXl3r1693+DVobAAAsDJ3rK/5PbCJi4tTeHi4/Rg9enShy0xMTNScOXO0cuVKvfHGG9q0aZPuuecee7OUkpIif39/lSpVyvS8qKgopaSkOPw6TEUBAIACJScnKywszP44ICCg0GN17drV/uvq1aurbt26qlChgpYuXapOnTpd8XmGYTg1NUZjAwCAhblzjU1YWJipsXGlmJgYVahQQfv27ZMkRUdHKysrS6dPnzalNsePH1ejRo0cHpepKAAALKy4bPd21smTJ5WcnKyYmBhJUp06deTn56fly5fb7zl27Jh27tzpVGNDYgMAAIosPT1d+/fvtz8+cOCAtm/froiICEVERCgpKUl/+9vfFBMTo4MHD+r//u//VLp0aXXs2FGSFB4ert69e2vQoEGKjIxURESEBg8erBo1ath3STmCxgYAAAsrLtu9N2/erObNm9sfDxw4UJLUo0cPTZkyRTt27NB7772nM2fOKCYmRs2bN9f8+fMVGhpqf864ceNUokQJdenSRefPn1eLFi00c+ZM+fr6OlwHjQ0AACiyZs2ayTCMK17/8ssvrzlGYGCgJk6cqIkTJxa6DhobAAAsjG/3NmPxMAAA8BokNgAAWFhxWWNTXJDYAAAAr0FiAwCAhZHYmNHYAABgYSweNmMqCgAAeA0SGwAALIypKDMSGwAA4DVIbAAAsDDW2JiR2AAAAK9BYgMAgIWxxsaMxAYAAHgNEhsAACzMJjessXHtcNcVjQ0AABbmY7PJx8WdjavHu56YigIAAF6DxAYAAAtju7cZiQ0AAPAaJDYAAFgY273NSGwAAIDXILEBAMDCfGyXDlePaVUkNgAAwGuQ2AAAYGU2N6yJsXBiQ2MDAICFsd3bjKkoAADgNUhsAACwMNvv/7h6TKsisQEAAF6DxAYAAAtju7cZiQ0AAPAaJDYAAFgYX6lgRmIDAAC8BokNAAAWxufYmNHYAABgYT42m3xc3Im4erzriakoAADgNUhsAACwMKaizEhsAACA1yCxAQDAwtjubUZiAwAAvAaJDQAAFsYaGzOHGpsJEyY4PGD//v0LXQwAAEBRONTYjBs3zqHBbDYbjQ0AANcRn2Nj5lBjc+DAAXfXAQAACsH2++HqMa2q0IuHs7KytHfvXuXk5LiyHgAAgEJzurE5d+6cevfureDgYFWrVk2HDx+WdGltzauvvuryAgEAwJXlbfd29WFVTjc2zz//vL7//nutXr1agYGB9vMtW7bU/PnzXVocAACAM5ze7r1o0SLNnz9fDRo0MHV0t912m3766SeXFgcAAK7Ox3bpcPWYVuV0YnPixAmVLVs23/mMjAxLR1cAAMD6nG5s6tWrp6VLl9of5zUz06ZNU8OGDV1XGQAAuCbW2Jg5PRU1evRo3Xvvvdq9e7dycnL05ptvateuXdqwYYPWrFnjjhoBAAAc4nRi06hRI33zzTc6d+6cKlWqpGXLlikqKkobNmxQnTp13FEjAAC4iryvVXDVYWWF+q6oGjVqaNasWa6uBQAAoEgK1djk5uZq4cKF2rNnj2w2m6pWrar27durRAm+UxMAgOvJHWtirLzGxumpqJ07d6pKlSrq0aOHFi5cqAULFqhHjx6qXLmyduzY4Y4aAQDAFeRt93b14ay1a9eqXbt2io2Nlc1m06JFi+zXsrOzNXToUNWoUUMhISGKjY3VI488oqNHj5rGaNasWb5FzN26dXPu5+Fs4Y899piqVaumI0eOaOvWrdq6dauSk5N1++236/HHH3d2OAAA4AUyMjJUs2ZNTZo0Kd+1c+fOaevWrXrhhRe0detWLViwQD/++KPuv//+fPf26dNHx44dsx9Tp051qg6n546+//57bd68WaVKlbKfK1WqlF555RXVq1fP2eEAAEARFJepqMTERCUmJhZ4LTw8XMuXLzedmzhxou68804dPnxY5cuXt58PDg5WdHS006+fx+nE5pZbbtGvv/6a7/zx48d18803F7oQAABQvKSlpZmOzMxMl42dmpoqm82mG264wXR+zpw5Kl26tKpVq6bBgwfr7NmzTo3rUGKTlpZm//WoUaPUv39/JSUlqUGDBpKkjRs3auTIkRozZoxTLw4AAIrG9vvh6jElKS4uznR+xIgRSkpKKvL4Fy5c0HPPPafu3bsrLCzMfv7BBx9UfHy8oqOjtXPnTvv3U16e9lyNQ43NDTfcYIqlDMNQly5d7OcMw5AktWvXTrm5uQ6/OAAAKL6Sk5NNjUdAQECRx8zOzla3bt108eJFTZ482XStT58+9l9Xr15dlStXVt26dbV161bVrl3bofEdamxWrVrlRMkAAOB68bHZ5OPiNTZ544WFhZkam6LKzs5Wly5ddODAAa1cufKaY9euXVt+fn7at2+faxubpk2bOjQYAABAQfKamn379mnVqlWKjIy85nN27dql7OxsxcTEOPw6hf5EvXPnzunw4cPKysoynb/99tsLOyQAAHCSO74GoTDjpaena//+/fbHBw4c0Pbt2xUREaHY2Fg98MAD2rp1qz799FPl5uYqJSVFkhQRESF/f3/99NNPmjNnjtq0aaPSpUtr9+7dGjRokGrVqqW77rrL4TqcbmxOnDihRx99VJ9//nmB11ljAwDA9VNctntv3rxZzZs3tz8eOHCgJKlHjx5KSkrSkiVLJEl33HGH6XmrVq1Ss2bN5O/vrxUrVujNN99Uenq64uLidN9992nEiBHy9fV1uA6nG5sBAwbo9OnT2rhxo5o3b66FCxfq119/1csvv6w33njD2eEAAIAXaNasmX0zUUGudk26tANrzZo1Ra7D6cZm5cqVWrx4serVqycfHx9VqFBBrVq1UlhYmEaPHq377ruvyEUBAADHFJepqOLC6Q/oy8jIUNmyZSVdmhc7ceKEpEvf+L1161bXVgcAAOCEQn3y8N69eyVdmiebOnWqfvnlF7399ttOrVoGAABFl7fd29WHVRVqjc2xY8ckXfoEwtatW2vOnDny9/fXzJkzXV0fAACAw5xubB588EH7r2vVqqWDBw/qf//7n8qXL6/SpUu7tDgAAHB1rLExK/Tn2OQJDg52+NMAAQAA3MmhxiZvL7ojxo4dW+hiAACAc4rL59gUFw41Ntu2bXNoME/9INZ9/KJKhrruuyyAv6LBn+zxdAmAV8g6l35dX89HhdgJ5MCYVsWXYAIAAK9R5DU2AADAc5iKMrNy2gQAAGBCYgMAgIXZbJIP273tSGwAAIDXILEBAMDCfNyQ2Lh6vOupUInN+++/r7vuukuxsbE6dOiQJGn8+PFavHixS4sDAABwhtONzZQpUzRw4EC1adNGZ86cUW5uriTphhtu0Pjx411dHwAAuIq8XVGuPqzK6cZm4sSJmjZtmoYNGyZfX1/7+bp162rHjh0uLQ4AAFxd3lSUqw+rcrqxOXDggGrVqpXvfEBAgDIyMlxSFAAAQGE43djEx8dr+/bt+c5//vnnuu2221xREwAAcFDet3u7+rAqp3dFPfvss3rqqad04cIFGYah7777Th988IFGjx6td955xx01AgAAOMTpxubRRx9VTk6OhgwZonPnzql79+668cYb9eabb6pbt27uqBEAAFyBj80mHxdHLK4e73oq1OfY9OnTR3369NFvv/2mixcvqmzZsq6uCwAAwGlF+oC+0qVLu6oOAABQCD5y/dcIWPlrCZxubOLj46+6v/3nn38uUkEAAACF5XRjM2DAANPj7Oxsbdu2TV988YWeffZZV9UFAAAc4I5dTBZeYuN8Y/PMM88UeP6tt97S5s2bi1wQAABwnI/csHhY1u1sXDaNlpiYqP/+97+uGg4AAMBpLvt2748//lgRERGuGg4AADiAqSgzpxubWrVqmRYPG4ahlJQUnThxQpMnT3ZpcQAAAM5wurHp0KGD6bGPj4/KlCmjZs2a6dZbb3VVXQAAwAHu+NJKK38JplONTU5OjipWrKjWrVsrOjraXTUBAAAUilOLh0uUKKF//OMfyszMdFc9AADACTbbH1+r4KrDymtsnN4VVb9+fW3bts0dtQAAABSJ02ts+vbtq0GDBunIkSOqU6eOQkJCTNdvv/12lxUHAACujl1RZg43Nr169dL48ePVtWtXSVL//v3t12w2mwzDkM1mU25uruurBAAABWLxsJnDjc2sWbP06quv6sCBA+6sBwAAoNAcbmwMw5AkVahQwW3FAAAA59h+/8fVY1qVU4uHr/at3gAAAJ7m1OLhKlWqXLO5OXXqVJEKAgAAjmONjZlTjc2LL76o8PBwd9UCAABQJE41Nt26dVPZsmXdVQsAAHASiY2Zw2tsWF8DAACKO6d3RQEAgOLDZrO5PHywcpjhcGNz8eJFd9YBAAAKgakoM6e/KwoAAKC4cvq7ogAAQPHBd0WZkdgAAACvQWIDAICF+dhs8nFxxOLq8a4nEhsAAOA1SGwAALAwdkWZkdgAAACvQWIDAICVuWFXlEhsAACAJ/jI5pbDWWvXrlW7du0UGxsrm82mRYsWma4bhqGkpCTFxsYqKChIzZo1065du0z3ZGZmql+/fipdurRCQkJ0//3368iRI07+PAAAAIooIyNDNWvW1KRJkwq8/tprr2ns2LGaNGmSNm3apOjoaLVq1Upnz5613zNgwAAtXLhQ8+bN07p165Senq62bdsqNzfX4TqYigIAwMKKywf0JSYmKjExscBrhmFo/PjxGjZsmDp16iRJmjVrlqKiojR37lw98cQTSk1N1fTp0/X++++rZcuWkqTZs2crLi5OX331lVq3bu1QHSQ2AADArQ4cOKCUlBQlJCTYzwUEBKhp06Zav369JGnLli3Kzs423RMbG6vq1avb73EEiQ0AABbmzu3eaWlppvMBAQEKCAhweryUlBRJUlRUlOl8VFSUDh06ZL/H399fpUqVyndP3vMdQWIDAAAKFBcXp/DwcPsxevToIo1nu2yOyzCMfOcu58g9f0ZiAwCAhbnzKxWSk5MVFhZmP1+YtEaSoqOjJV1KZWJiYuznjx8/bk9xoqOjlZWVpdOnT5tSm+PHj6tRo0aO116oCgEAgNcLCwszHYVtbOLj4xUdHa3ly5fbz2VlZWnNmjX2pqVOnTry8/Mz3XPs2DHt3LnTqcaGxAYAAAsrLrui0tPTtX//fvvjAwcOaPv27YqIiFD58uU1YMAAjRo1SpUrV1blypU1atQoBQcHq3v37pKk8PBw9e7dW4MGDVJkZKQiIiI0ePBg1ahRw75LyhE0NgAAWJiP3DAVVYgP6Nu8ebOaN29ufzxw4EBJUo8ePTRz5kwNGTJE58+fV9++fXX69GnVr19fy5YtU2hoqP0548aNU4kSJdSlSxedP39eLVq00MyZM+Xr6+twHTbDMAynqy8m0tLSFB4erk17j6pkaNi1nwDgiiZtPOzpEgCvkHUuXdMeulOpqamm9Smulvd34MQVOxVUMvTaT3DC+fSz6teiutvfgzuQ2AAAYGHFZSqquGDxMAAA8BokNgAAWJiPXJ9SWDn1sHLtAAAAJiQ2AABYmM1mc+qTeR0d06pIbAAAgNcgsQEAwMJsvx+uHtOqSGwAAIDXILEBAMDC3PklmFZEYwMAgMVZtw1xPaaiAACA1yCxAQDAwvhKBTMSGwAA4DVIbAAAsDA+oM+MxAYAAHgNEhsAACyML8E0s3LtAAAAJiQ2AABYGGtszGhsAACwML4ryoypKAAA4DVIbAAAsDCmosxIbAAAgNcgsQEAwMLY7m1m5doBAABMSGwAALAw1tiYkdgAAACvQWIDAICF8Tk2ZjQ2AABYmM126XD1mFbFVBQAAPAaJDYAAFiYj2zycfHkkavHu55IbAAAgNcgsQEAwMJYY2NGYgMAALwGiQ0AABZm+/0fV49pVSQ2AADAa5DYAABgYayxMaOxAQDAwmxu2O7NVBQAAEAxQGIDAICFMRVlRmIDAAC8BokNAAAWRmJjRmIDAAC8BokNAAAWxgf0mZHYAAAAr0FiA5eY9PoremvsaNO50mXK6uvvf5YkZWSka+wrw7Xiy0915vQp3ViuvB7q/Q/9vUcfT5QLFBuVIoPUsnKkyt8QqPAgP/1nY7J+OJZuv14zNlR3V7xBcTcEqmRACY1e+bN+Sc00jVE6xE8dq0fppsgglfCxac+vGfrohxSdzcy93m8HHuBju3S4ekyrorGBy9x8S1W9O/9T+2Nf3z8CwVdHPKfv1q/VaxPf0Y1xFfTNmhUa+fw/VTYqRi3ubeuJcoFiIaCEj35JzdTGw6nqU79cvuv+vjb9dPK8tv5yVg/Wjinw+lONyuuXtAuauO6wJOm+qmX0RIM4vbHmoAy3vwN4GlNRZh6dilq7dq3atWun2NhY2Ww2LVq0yJPloIhK+JZQmbJR9iMisoz92vYt36p95+66s1ET3RhXQV0e6qVbbquhnT9s9WDFgOft/jVDn+45oe+Pni3w+qbkNH2x9zftPZFR4PWbIoMVGeKn2VuO6Whapo6mZWr21qOqGBGkKmWC3Vk6UCx5tLHJyMhQzZo1NWnSJE+WARc5dOAnNal1s1rWr6aBT/ZQ8qED9mt17myoVcs+06/HjsowDH37zRod/Hm/7m7a0oMVA9ZXwscmw5ByLv6RzeTkGrpoGKoUSWPzV5C33dvVh1V5dCoqMTFRiYmJniwBLnJ77Xp6dcJ/VPGmm/XbiRN6+80x6n5/Cy1ZtUmlIiL1fy+9ruHPPq1mdaqoRIkSsvn46KXX31Kd+o08XTpgaQdPnVdW7kW1r1ZWS3Yfl01S+2pl5WOzKSyQ1Qb467HUn/rMzExlZv6xaC4tLc2D1eDPmtyTYP91larSHXXvVOuGNbT4o7nq+UQ/zZ4+Rd9v2aTJMz9UbLny2rxxnUY+/0+VKRutRk2ae7BywNrSs3I1/btf1LVmtJpWKiXDkLYcSdPh0+d1kQU2fwk2uX5NjIUDG2s1NqNHj9aLL77o6TLggODgEFW+tZoOHtivC+fPa/yrSZow/QM1a3mvJOmW26prz64dmvH2mzQ2QBH973iGXlz+k0L8fXXRMHQ++6JGJVbWyV/4nz/89Vjqc2yef/55paam2o/k5GRPl4QryMrM1M/796pM2Wjl5GQrOztbPj7mP26+vj66ePGihyoEvE9GVq7OZ19UldLBKhngqx1/2jYO75W33dvVh1VZKrEJCAhQQECAp8tAAV578f/ULCFRsTfG6eRvJ/T2+NeUfvasOnR5UCVDw1Sv4d3690vDFBgYqNhy5bVpwzot/vgDDR0x+tqDA17M39emMiX97Y8jg/11Y3iAzmXl6vT5HAX7+ahUsJ/Cf18vE/X7vWkXcuyfU9OgfLhSzmYqPStX8RFBeuD2KK3af0rH07Ou/xsCPMxSjQ2Kr5Rjv2hw30d15tRJlYosrZq162nepyt1Y7nykqQ3pszSuFEj9OzTvZV65rRib4zTgKEj1O2RxzxcOeBZFUoF6ZnGFeyP/3Z7lCRp46Ezmr31mGrEhOrhOrH2673uvPRZN5/tOaHP/vebJKlsqL/ur1ZWwf6+OnUuS1/uPamV+09dx3cBTyoOn2NTsWJFHTp0KN/5vn376q233lLPnj01a9Ys07X69etr48aNRaqzIB5tbNLT07V//3774wMHDmj79u2KiIhQ+fLlPVgZnDX27VlXvV6mbJRGjX/7OlUDWMe+387p6YV7rnj928Op+vZw6lXHWLLrhJbsOuHq0mARxeHbvTdt2qTc3D8+6Xrnzp1q1aqVOnfubD937733asaMGfbH/v7+cgePNjabN29W8+Z/LBwdOHCgJKlHjx6aOXOmh6oCAADOKFOmjOnxq6++qkqVKqlp06b2cwEBAYqOjnZ7LR5tbJo1aybDYD8iAACFZZPrt2fnjXf5x6o4stY1KytLs2fP1sCBA2X7U/SzevVqlS1bVjfccIOaNm2qV155RWXLlnVx5RbbFQUAAK6fuLg4hYeH24/Ro6+94WPRokU6c+aMevbsaT+XmJioOXPmaOXKlXrjjTe0adMm3XPPPabPpnMVFg8DAGBhPrLJx8WLbHx+z2ySk5MVFhZmP+/IzuTp06crMTFRsbF/LHrv2rWr/dfVq1dX3bp1VaFCBS1dulSdOnVyYeU0NgAA4ArCwsJMjc21HDp0SF999ZUWLFhw1ftiYmJUoUIF7du3r6gl5kNjAwCAhblzjY2zZsyYobJly+q+++676n0nT55UcnKyYmJiCvlKV8YaGwAAUGQXL17UjBkz1KNHD5Uo8Udukp6ersGDB2vDhg06ePCgVq9erXbt2ql06dLq2LGjy+sgsQEAwMqKSWTz1Vdf6fDhw+rVq5fpvK+vr3bs2KH33ntPZ86cUUxMjJo3b6758+crNDTURQX/gcYGAAALKw6fPCxJCQkJBX6ES1BQkL788ktXlOUQpqIAAIDXILEBAMDK3PCVCi6f2rqOSGwAAIDXILEBAMDCisna4WKDxAYAAHgNEhsAAKyMyMaExAYAAHgNEhsAACysuHyOTXFBYwMAgIXZ3LDd2+Xbx68jpqIAAIDXILEBAMDCWDtsRmIDAAC8BokNAABWRmRjQmIDAAC8BokNAAAWxnZvMxIbAADgNUhsAACwMD7HxozEBgAAeA0SGwAALIxNUWY0NgAAWBmdjQlTUQAAwGuQ2AAAYGFs9zYjsQEAAF6DxAYAAAtju7cZiQ0AAPAaJDYAAFgYm6LMSGwAAIDXILEBAMDKiGxMaGwAALAwtnubMRUFAAC8BokNAAAWxnZvMxIbAADgNUhsAACwMNYOm5HYAAAAr0FiAwCAlRHZmJDYAAAAr0FiAwCAhfE5NmY0NgAAWBjbvc2YigIAAF6DxAYAAAtj7bAZiQ0AAPAaJDYAAFgZkY0JiQ0AAPAaJDYAAFgY273NSGwAAIDXILEBAMDK3PA5NhYObGhsAACwMtYOmzEVBQAAvAaJDQAAVkZkY0JiAwAAvAaJDQAAFsZ2bzMSGwAA4DVobAAAsDCbzT2HM5KSkmSz2UxHdHS0/bphGEpKSlJsbKyCgoLUrFkz7dq1y8U/iUtobAAAQJFVq1ZNx44dsx87duywX3vttdc0duxYTZo0SZs2bVJ0dLRatWqls2fPurwO1tgAAGBhxWVTVIkSJUwpTR7DMDR+/HgNGzZMnTp1kiTNmjVLUVFRmjt3rp544okiVmtGYgMAgJXZ3HRISktLMx2ZmZlXLGPfvn2KjY1VfHy8unXrpp9//lmSdODAAaWkpCghIcF+b0BAgJo2bar169e76qdgR2MDAAAKFBcXp/DwcPsxevToAu+rX7++3nvvPX355ZeaNm2aUlJS1KhRI508eVIpKSmSpKioKNNzoqKi7NdciakoAAAszJ3bvZOTkxUWFmY/HxAQUOD9iYmJ9l/XqFFDDRs2VKVKlTRr1iw1aNDg0piXrUg2DCPfOVcgsQEAAAUKCwszHVdqbC4XEhKiGjVqaN++ffZ1N5enM8ePH8+X4rgCjQ0AABZmkxu2exexpszMTO3Zs0cxMTGKj49XdHS0li9fbr+elZWlNWvWqFGjRkV8pfyYigIAAEUyePBgtWvXTuXLl9fx48f18ssvKy0tTT169JDNZtOAAQM0atQoVa5cWZUrV9aoUaMUHBys7t27u7wWGhsAACysOGz3PnLkiP7+97/rt99+U5kyZdSgQQNt3LhRFSpUkCQNGTJE58+fV9++fXX69GnVr19fy5YtU2hoqIsrp7EBAABFNG/evKtet9lsSkpKUlJSkttrobEBAMDCCvMVCI6MaVU0NgAAWFpxmIwqPtgVBQAAvAaJDQAAFsZUlBmJDQAA8BokNgAAWBgrbMxIbAAAgNcgsQEAwMJYY2NGYgMAALwGiQ0AABZm+/0fV49pVTQ2AABYGauHTZiKAgAAXoPEBgAACyOwMSOxAQAAXoPEBgAAC2O7txmJDQAA8BokNgAAWBjbvc1IbAAAgNcgsQEAwMrYFmVCYwMAgIXR15gxFQUAALwGiQ0AABbGdm8zEhsAAOA1SGwAALA012/3tvIqGxIbAADgNUhsAACwMNbYmJHYAAAAr0FjAwAAvIalp6IMw5Akpaef9XAlgPVlnUv3dAmAV8j7dynv7yhcX5ZubM6evdTQNK9zi4crAQDA7OzZswoPD3f767DGxszSjU1sbKySk5MVGhoqm5V/F7xcWlqa4uLilJycrLCwME+XA1gW/y5Zg2EYOnv2rGJjY6/L6/Ht3maWbmx8fHxUrlw5T5cBB4WFhfEfY8AF+Hep+LseSQ0KZunGBgCAvzqmoszYFQUAALwGiQ3cLiAgQCNGjFBAQICnSwEsjX+XUBCbXP8FCBYObGQz2I8GAIDlpKWlKTw8XEd+Pe3yNVdpaWkqF1VKqampllvPRWIDAICVEdmYsMYGAAB4DRIbAAAsjM+xMaOxAQDAwtjubcZUFNxq8uTJio+PV2BgoOrUqaOvv/7a0yUBlrN27Vq1a9dOsbGxstlsWrRokadLAootGhu4zfz58zVgwAANGzZM27ZtU+PGjZWYmKjDhw97ujTAUjIyMlSzZk1NmjTJ06WgGLK56bAqtnvDberXr6/atWtrypQp9nNVq1ZVhw4dNHr0aA9WBliXzWbTwoUL1aFDB0+XAg/L2+597MQZt2z3jilzgyW3e5PYwC2ysrK0ZcsWJSQkmM4nJCRo/fr1HqoKALwQkY0JjQ3c4rffflNubq6ioqJM56OiopSSkuKhqgAA3o5dUXAr22VL6w3DyHcOAFB4bPc2I7GBW5QuXVq+vr750pnjx4/nS3EAAHAVEhu4hb+/v+rUqaPly5erY8eO9vPLly9X+/btPVgZAHiXs2fTXP65M2fPprl2wOuIxgZuM3DgQD388MOqW7euGjZsqP/85z86fPiwnnzySU+XBlhKenq69u/fb3984MABbd++XRERESpfvrwHK4Mn+fv7Kzo6WpXj49wyfnR0tPz9/d0ytjux3RtuNXnyZL322ms6duyYqlevrnHjxqlJkyaeLguwlNWrV6t58+b5zvfo0UMzZ868/gWh2Lhw4YKysrLcMra/v78CAwPdMrY70dgAAACvweJhAADgNWhsAACA16CxAQAAXoPGBgAAeA0aGwAA4DVobAAAgNegsQEAAF6DxgawkKSkJN1xxx32xz179lSHDh2uex0HDx6UzWbT9u3br3hPxYoVNX78eIfHnDlzpm644YYi12az2bRo0aIijwPAmmhsgCLq2bOnbDabbDab/Pz8dNNNN2nw4MHKyMhw+2u/+eabDn/yrCPNCABYHd8VBbjAvffeqxkzZig7O1tff/21HnvsMWVkZGjKlCn57s3Ozpafn59LXjc8PNwl4wCAtyCxAVwgICBA0dHRiouLU/fu3fXggw/ap0Pypo/effdd3XTTTQoICJBhGEpNTdXjjz+usmXLKiwsTPfcc4++//5707ivvvqqoqKiFBoaqt69e+vChQum65dPRV28eFFjxozRzTffrICAAJUvX16vvPKKJCk+Pl6SVKtWLdlsNjVr1sz+vBkzZqhq1aoKDAzUrbfeqsmTJ5te57vvvlOtWrUUGBiounXratu2bU7/jMaOHasaNWooJCREcXFx6tu3r9LT0/Pdt2jRIlWpUkWBgYFq1aqVkpOTTdc/+eQT1alTR4GBgbrpppv04osvKicnx+l6AHgnGhvADYKCgpSdnW1/vH//fn344Yf673//a58Kuu+++5SSkqLPPvtMW7ZsUe3atdWiRQudOnVKkvThhx9qxIgReuWVV7R582bFxMTkazgu9/zzz2vMmDF64YUXtHv3bs2dO1dRUVGSLjUnkvTVV1/p2LFjWrBggSRp2rRpGjZsmF555RXt2bNHo0aN0gsvvKBZs2ZJkjIyMtS2bVvdcsst2rJli5KSkjR48GCnfyY+Pj6aMGGCdu7cqVmzZmnlypUaMmSI6Z5z587plVde0axZs/TNN98oLS1N3bp1s1//8ssv9dBDD6l///7avXu3pk6dqpkzZ9qbNwCQAaBIevToYbRv397++NtvvzUiIyONLl26GIZhGCNGjDD8/PyM48eP2+9ZsWKFERYWZly4cME0VqVKlYypU6cahmEYDRs2NJ588knT9fr16xs1a9Ys8LXT0tKMgIAAY9q0aQXWeeDAAUOSsW3bNtP5uLg4Y+7cuaZzL730ktGwYUPDMAxj6tSpRkREhJGRkWG/PmXKlALH+rMKFSoY48aNu+L1Dz/80IiMjLQ/njFjhiHJ2Lhxo/3cnj17DEnGt99+axiGYTRu3NgYNWqUaZz333/fiImJsT+WZCxcuPCKrwvAu7HGBnCBTz/9VCVLllROTo6ys7PVvn17TZw40X69QoUKKlOmjP3xli1blJ6ersjISNM458+f108//SRJ2rNnj5588knT9YYNG2rVqlUF1rBnzx5lZmaqRYsWDtd94sQJJScnq3fv3urTp4/9fE5Ojn39zp49e1SzZk0FBweb6nDWqlWrNGrUKO3evVtpaWnKycnRhQsXlJGRoZCQEElSiRIlVLduXftzbr31Vt1www3as2eP7rzzTm3ZskWbNm0yJTS5ubm6cOGCzp07Z6oRwF8TjQ3gAs2bN9eUKVPk5+en2NjYfIuD8/7iznPx4kXFxMRo9erV+cYq7JbnoKAgp59z8eJFSZemo+rXr2+65uvrK0kyDKNQ9fzZoUOH1KZNGz355JN66aWXFBERoXXr1ql3796mKTvp0nbty+Wdu3jxol588UV16tQp3z2BgYFFrhOA9dHYAC4QEhKim2++2eH7a9eurZSUFJUoUUIVK1Ys8J6qVatq48aNeuSRR+znNm7ceMUxK1eurKCgIK1YsUKPPfZYvuv+/v6SLiUceaKionTjjTfq559/1oMPPljguLfddpvef/99nT9/3t48Xa2OgmzevFk5OTl644035ONzaWnfhx9+mO++nJwcbd68WXfeeackae/evTpz5oxuvfVWSZd+bnv37nXqZw3gr4XGBvCAli1bqmHDhurQoYPGjBmjW265RUePHtVnn32mDh06qG7dunrmmWfUo0cP1a1bV3fffbfmzJmjXbt26aabbipwzMDAQA0dOlRDhgyRv7+/7rrrLp04cUK7du1S7969VbZsWQUFBemLL75QuXLlFBgYqPDwcCUlJal///4KCwtTYmKiMjMztXnzZp0+fVoDBw5U9+7dNWzYMPXu3Vv/+te/dPDgQb3++utOvd9KlSopJydHEydOVLt27fTNN9/o7bffznefn5+f+vXrpwkTJsjPz09PP/20GjRoYG90hg8frrZt2youLk6dO3eWj4+PfvjhB+3YsUMvv/yy878RALwOu6IAD7DZbPrss8/UpEkT9erVS1WqVFG3bt108OBB+y6mrl27avjw4Ro6dKjq1KmjQ4cO6R//+MdVx33hhRc0aNAgDR8+XFWrVlXXrl11/PhxSZfWr0yYMEFTp05VbGys2rdvL0l67LHH9M4772jmzJmqUaOGmjZtqpkzZ9q3h5csWVKffPKJdu/erVq1amnYsGEaM2aMU+/3jjvu0NixYzVmzBhVr15dc+bM0ejRo/PdFxwcrKFDh6p79+5q2LChgoKCNG/ePPv11q1b69NPP9Xy5ctVr149NWjQQGPHjlWFChWcqgeA97IZrphABwAAKAZIbAAAgNegsQEAAF6DxgYAAHgNGhsAAOA1aGwAAIDXoLEBAABeg8YGAAB4DRobAADgNWhsAACA16CxAQAAXoPGBgAAeA0aGwAA4DX+H8qBNCeW995KAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " X_train,y_train,feature_names=bin_model('svm', 'tfidf',C=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "1551b8ce", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 1.0\n", + "Test Accuracy: 0.78125\n", + "F1 score: 0.7721809986339045\n", + "Precision: 0.7801282051282051\n", + "Recall: 0.7685861522823441\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " X_train,y_train,feature_names=bin_model('svm', 'countvec',C=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9a047290", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9580913910628629\n", + "Test Accuracy: 0.7932692307692307\n", + "F1 score: 0.7844819277108434\n", + "Precision: 0.7933259176863181\n", + "Recall: 0.7805120204240834\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " X_train,y_train,feature_names=bin_model('svm', 'tfidf',C=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "bf48e7f1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9843473870234789\n", + "Test Accuracy: 0.78125\n", + "F1 score: 0.7721809986339045\n", + "Precision: 0.7801282051282051\n", + "Recall: 0.7685861522823441\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " X_train,y_train,feature_names=bin_model('svm', 'tfidf',C=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ea2a85f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_dimentional_reduction.ipynb b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_dimentional_reduction.ipynb new file mode 100644 index 0000000..a025ab0 --- /dev/null +++ b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_dimentional_reduction.ipynb @@ -0,0 +1,1231 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "IUkvcptnLWx5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IUkvcptnLWx5", + "outputId": "85ad9fe5-91bf-4246-af45-214496a012e6" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\aom2\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import nltk\n", + "import os\n", + "nltk.download('stopwords')\n", + "from nltk.corpus import stopwords\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn import svm\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, classification_report, f1_score, recall_score, precision_score\n", + "import matplotlib.pyplot as plt\n", + "import scikitplot as skplt\n", + "from sklearn.feature_selection import SelectKBest, chi2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "24442834", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BinMLResultsada_tfidf_binmat.png\n", + "BinMLResultsgb_tfidf_binmat.png\n", + "BinMLResultsknn_tfidf_binmat.png\n", + "BinMLResultslr_tfidf_binmat.png\n", + "BinMLResultsnb_tfidf_binmat.png\n", + "BinMLResultsrf_tfidf_binmat.png\n", + "BinMLResultssvm_countvec_binmat.png\n", + "BinMLResultssvm_tfidf_binmat.png\n", + "final_testset.xlsx\n", + "final_trainset.xlsx\n" + ] + } + ], + "source": [ + "for f in os.listdir(\"content\"):\n", + " print(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3f3a63a4", + "metadata": { + "id": "3f3a63a4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary2_label\n", + "0 4552\n", + "1 3370\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "df_bin = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "print(df_bin['binary2_label'].value_counts())\n", + "df_test = pd.read_excel(\"content/final_testset.xlsx\")\n", + "df_bin['ABSTRACT'] = df_bin['ABSTRACT'].apply(str.lower)\n", + "df_test['ABSTRACT'] = df_test['ABSTRACT'].apply(str.lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dfcdc10c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['all descriptions of the lambert-eaton syndrome are based on symptomatic patients. we incidentally encountered electromyographic evidence of this syndrome in a patient being studied for another reason. the patient had controlled hypothyroidism and smoked for 9 pack-years but never had symptoms of weakness or had evidence of cancer. detailed electrophysiological and serological evaluations were undertaken in this study. neuromuscular transmission tests were consistent with a presynaptic disorder. autoantibodies specific for p/q-type voltage-gated calcium channels (vgcc) were detected in the serum and persisted throughout 7 years of follow-up. multiple igg markers of thyrogastric autoimmunity also were detected. this demonstration of asymptomatic lambert-eaton syndrome persisting for 8 years provided novel insight into the natural history of the disorder. it is plausible that patients with a subclinical syndrome would have abrupt neuromuscular decompensation when challenged with medications that compromise the safety factor for synaptic transmission.',\n", + " 'during the final weeks of a 6-month epidemic of ebola hemorrhagic fever in kikwit, democratic republic of the congo, an extensive collection of arthropods was made in an attempt to learn more of the natural history of the disease. a reconstruction of the activities of the likely primary case, a 42-year-old man who lived in the city, indicated that he probably acquired his infection in a partly forested area 15 km from his home. collections were made throughout this area, along the route he followed from the city, and at various sites in the city itself. no ebola virus was isolated, but a description of the collections and the ecotopes involved is given for comparison with future studies of other outbreaks.',\n", + " 'neurofibromatosis type 1 (nf1) is a genetic disease caused by mutations in neurofibromin 1 (nf1). nf1 patients present with a variety of clinical manifestations and are predisposed to cancer development. many nf1 animal models have been developed, yet none display the spectrum of disease seen in patients and the translational impact of these models has been limited. we describe a minipig model that exhibits clinical hallmarks of nf1, including café au lait macules, neurofibromas, and optic pathway glioma. spontaneous loss of heterozygosity is observed in this model, a phenomenon also described in nf1 patients. oral administration of a mitogen-activated protein kinase/extracellular signal-regulated kinase inhibitor suppresses ras signaling. to our knowledge, this model provides an unprecedented opportunity to study the complex biology and natural history of nf1 and could prove indispensable for development of imaging methods, biomarkers, and evaluation of safety and efficacy of nf1-targeted therapies.',\n", + " 'primary biliary cirrhosis is a chronic cholestatic liver disease with an autoimmune pathogenesis, that generally develops in adult life, often in perimenopausal age. the clinical features are heterogeneous, ranging from an asymptomatic presentation to end-stage liver disease. primary biliary cirrhosis is unknown in children and its natural history has yet to be elucidated. following a canadian report of primary biliary cirrhosis in two girls (16 and 15 years old), we describe a clinical case developing at 17 years of age. a temporal association between borrelia burgdorferi infection and diagnosis of primary biliary cirrhosis was observed.',\n", + " 'the rising tide of non-alcoholic fatty liver disease (nafld) associated with the obesity epidemic is a major international health concern. nafld is the leading global cause of liver disease with an estimated prevalence of 25% and is the fastest growing indication for liver transplantation (lt). the presence and severity of liver fibrosis is the only histologic predictor of clinical outcomes in this group. nafld poses several challenges in the peri-transplant setting including the management of multiple metabolic co-morbidities, post-transplant obesity and cardiovascular risk. however, post-lt outcomes in well-selected nafld patients appear similar to non-nafld indications, including in the setting of hepatocellular carcinoma (hcc). the rising prevalence of nafld may impact potential liver graft donors, which may in-turn adversely affect post-lt outcomes. this review outlines the current epidemiology, natural history and outcomes of nafld with a focus on pre- and post-liver transplant settings.',\n", + " \"the natural history and treatment of scaphoid fractures and subsequent nonunions have occupied a substantial portion of the orthopaedic literature. the authors examine the role of modern diagnostic tools in making an earlier diagnosis of scaphoid nonunion, in more accurately determining the displacement and angulation of the fragments, and in identifying the presence of avascular necrosis. they also consider the various available treatment modalities, including immobilization, electrical stimulation, both conventional and vascularized bone grafting, and internal fixation. finally, a brief review of salvage procedures and the authors' preferred treatment are presented.\",\n", + " 'long-term management of patients with kawasaki disease should be tailored to the degree of coronary arterial involvement. this committee has made recommendations for each risk level about antiplatelet and anticoagulant therapy, physical activity, follow-up assessment by a pediatric cardiologist or primary care physician, and the appropriate diagnostic procedures that may be performed to evaluate cardiac disease. the risk level for a given patient with coronary arterial involvement may change over time because of changes in coronary artery morphology. the recommendations for management presented here are intended as practical interim guidelines until additional prospective or retrospective data are compiled to define more clearly the natural history of kawasaki disease.',\n", + " 'arrhythmogenic right ventricular cardiomyopathy (arvc) is an inherited heart-muscle disease primarily affecting the right ventricle (rv) and potentially causing sudden death in young people. the natural history of the disease is firstly characterized by a concealed form progressing over a biventricular involvement. three different cases coming from the same family are presented together with a review of the literature. multi-parameter analysis including imaging and electrocardiographic analysis is presented since the first medical referral with follow-up ranging from 11 to 38years. case 1 presented a typical rv involvement in agreement with the ecg pattern. case 2 presented a prevalent left ventricular involvement leading from the beginning to a pattern of dilated cardiomyopathy in agreement with his ecg evolution over the years. on the other side, case 3 came to observation with a typical rv involvement (similar to case 1) but with ecg evolution of typical left ventricle involvement (similar to case 2). the genetic analysis showed a mutation in desmoglein-2 (dsg2) gene: p. arg49his. comparison between size and localization of ventricular dyskinesia at cardiovascular imaging and the surface 12 lead electrocardiography are proposed. arvc may lead to an extreme phenotypic variability in clinical manifestations even within patients coming from the same family in which arvc is caused by the same genetic mutation. ecg progression over time reflects disease evolution and in particular cases may anticipate wall motion abnormalities by years.',\n", + " 'pulmonary artery aneurysms constitute <1% of aneurysms occurring in the thoracic cavity. congenital cardiac defects are responsible for the majority (>50%) of cases, however, pulmonary artery aneurysm is a rare sequelae of pulmonary tuberculosis reported in about 5% of patients with chronic cavitary tuberculosis on autopsy. the natural history of this potentially fatal condition remains poorly understood and guidelines for optimal management are controversial. a 24-year-old man, a nursing student of african descent, was referred to us from an up-country regional hospital with a 4-week history of recurrent episodes of breathlessness, awareness of heartbeats and coughing blood 3 weeks after completing a 6-month course of anti-tuberculosis drugs. a physical examination revealed conjuctival and palmar pallor but there were no stigmata of connective tissue disorders, systemic vasculitides or congenital heart disease. an examination of the cardiovascular system revealed accentuated second heart sound (s2) with early diastolic (grade 1/6) and holosystolic (grade 2/6) murmurs at the pulmonic and tricuspid areas respectively. blood tests showed iron deficiency anemia, prolonged bleeding time, and mild hyponatremia. a chest radiograph revealed bilateral ovoid-shaped perihilar opacities while a computed tomography scan showed bilateral multiple pulmonary artery pseudoaneurysms with surrounding hematoma together with adjacent cystic changes, consolidations, and tree-in-bud appearance. our patient refused to undergo surgery and died of aneurismal rupture after 9 days of hospitalization. the presence of intractable hemoptysis among patients with tuberculosis even after completion of anti-tuberculosis course should raise an index of suspicion for pulmonary artery aneurysm. furthermore, despite of its rarity, early recognition and timely surgical intervention of pulmonary artery aneurysm is crucial to reducing morbidity and preventing the attributed mortality.',\n", + " \"idiopathic non-cirrhotic portal hypertension (incph) is a rare disease characterized of intrahepatic portal hypertension in the absence of cirrhosis or other causes of liver disease and splanchnic venous thrombosis. the etiology of incph can be classified in five categories: 1) immunological disorders (i.e. association with common variable immunodeficiency syndrome, connective tissue diseases, crohn's disease, etc.), 2) chronic infections, 3) exposure to medications or toxins (e.g. azathioprine, 6- thioguanine, arsenic), 4) genetic predisposition (i.e. familial aggregation and association with adams-oliver syndrome and turner disease) and 5) prothrombotic conditions (e.g. inherited thrombophilias myeloproliferative neoplasm antiphospholipid syndrome). roughly, incph diagnosis is based on clinical criteria and the formal exclusion of any other causes of portal hypertension. a formal diagnosis is based on the following criteria: 1) presence of unequivocal signs of portal hypertension, 2) absence of cirrhosis, advanced fibrosis or other causes of chronic liver diseases, and 3) absence of thrombosis of the hepatic veins or of the portal vein at imaging. patients with incph usually present with signs or symptoms of portal hypertension such as gastro-esophageal varices, variceal bleeding or splenomegaly. ascites and/or liver failure can occur in the context of precipitating factors. the development of portal vein thrombosis is common. survival is manly limited by concomitant disorders. currently, treatment of incph relies on the prevention of complications related to portal hypertension, following current guidelines of cirrhotic portal hypertension. no treatment has been studied aimed to modify the natural history of the disease. anticoagulation therapy can be considered in patients who develop portal vein thrombosis.\",\n", + " 'over the last decade surgical treatments for migraine involving proposed trigger sites have been described and popularized by plastic surgeons in particular. various related techniques aim to free up \"trigger sites\" by removal of small facial muscles or \"decompressing\" small facial nerves. the basis for migraine trigger site surgery is without merit. there is one positive placebo controlled study with many limitations. natural history and placebo mechanisms explain the outcomes from migraine surgery. the american headache society recommends that the migraine surgery not be performed outside of a clinical trial. migraine trigger site surgery should not be performed.',\n", + " 'abstract the natural history of familial pulmonary arterial hypertension (pah) typically involves mutations in and/or haploinsuffciency of bmpr2 (gene for bone morphogenetic protein receptor type 2) but with low penetrance (10%-15%), delayed onset (in the third or fourth decade), and a gender bias (two- to fourfold more prevalent in postpubertal women). thus, investigators have sought an understanding of \"second-hit\" modalities that might affect bmpr2 anterograde trafficking and/or function. indeed, vascular lung lesions in pah have been reported to contain enlarged \"vacuolated\" endothelial and smooth muscle cells with dilated endoplasmic reticulum (er) cisternae, increased er structural protein reticulon 4 (also called nogo-b), and enlarged and fragmented golgi apparatus. we recently replicated this cellular phenotype in primary human pulmonary arterial endothelial cells and human pulmonary arterial smooth muscle cells in culture by acute knockdown of the estradiol 17ϲ (e2)-responsive proteins signal transducer and activator of transcription 5a (stat5a) and stat5b using small interfering rnas (sirnas). we have now investigated whether functional haploinsufficiences of these molecules, alone or in combination with other modalities, might interfere with anterograde membrane trafficking using (a) the quantitative tso45vsv-g-gfp trafficking assay and (b) assays for cell-surface localization of flag-tagged bmpr2 molecules. the g glycoprotein of the vesicular stomatitis virus (vsv-g) trafficking assay was validated in ea.hy926 endothelial cells by showing that cells exposed to monocrotaline pyrrole displayed reduced anterograde trafficking. thereafter, the combinatorial knockdowns of stat5a, stat5b, bmpr2, and/or endothelial nitric oxide synthase as well as exposure to e2 or 2-methoxyestradiol were observed to significantly inhibit vsv-g trafficking. these combinations also led to intracellular trapping of wild-type flag-tagged bmpr2. overexpression of the pah disease-derived f14 and kdf mutants of bmpr2, which were trapped in the er/golgi, also inhibited vsv-g trafficking in trans. moreover, probenecid, a chemical chaperone in clinical use today, partially restored cell-surface localization of the kdf but not the f14 mutant. these data identify several combinatorial modalities that inhibit vsv-g anterograde trafficking and cause mislocalization of bmpr2. these modalities merit consideration in defining aspects of the late-developing and gender-biased natural history of human pah.',\n", + " 'hepatocellular carcinoma is one of the most serious complications of chronic liver disease and is the third most lethal cancer worldwide. symptoms emerge very late in the course of its natural history with an attendant poor outcome. screening is of paramount importance in a successful strategy to treat hepatocellular carcinoma. a successful screening program rests the availability of an at-risk population, reliable diagnostics tests that are able to diagnose a condition at a stage where effective, and relatively simple and acceptable treatments are available. in hepatocellular carcinoma, all patients with liver cirrhosis or chronic hepatitis b virus infection are at risk. six monthly ultrasound and alpha-foetoprotein determination form the backbone of the screening program. newer modalities and tests show promise but have not supplanted the standard tests.',\n", + " 'there remains a dire need for therapies that impact the clinical course of patients with idiopathic pulmonary fibrosis (ipf). indeed, there is a surge of interest in ipf therapeutics, with many candidate agents in various stages of development. optimal design and implementation of the appropriate prospective clinical trials are essential to demonstrate clinical efficacy of promising drugs for the treatment of ipf. a key element in the success of such clinical trials is the choice of the best endpoint(s) to match the design of the study. although the results of many ipf clinical trials have been disappointing, these trials have provided valuable insights into the epidemiology and natural history of the disease and have sparked debate into the best clinical trial designs and endpoints. this review will discuss the various clinical trial endpoints that have been used or proposed with a focus on their potential utility, as well as possible pitfalls that investigators should consider in the design of such studies. http://links.lww.com/copm/a13.',\n", + " \"the management of renal cell carcinoma (rcc) has undergone significant changes during the past 10 years, with the treatment of metastatic rcc undergoing the most radical changes. these developments reflect an enhanced understanding of this tumor's underlying biology, which was then translated into the development of a new treatment paradigm. current therapeutic approaches for the management of patients with metastatic rcc utilize knowledge of histology, molecular abnormalities, clinical prognostic factors, the natural history of this malignancy, and the treatment efficacy and toxicity of available agents. the treatment options available for patients with metastatic rcc have changed dramatically over the past 6 years. interferon-ϱ and interleukin-2 were the previous mainstays of therapy, but since december 2005, six new agents have been approved in the us for the treatment of advanced rcc. three are multi-targeted tyrosine kinase inhibitors (tki) including sunitinib, sorafenib, and pazopanib, two target the mammalian target of rapamycin (temsirolimus and everolimus), and one is a humanized monoclonal antibody (bevacizumab in combination with interferon-ϱ). the current review focuses on the newest tki available to treat patients with metastatic rcc, pazopanib. the development of this agent both preclinically and clinically is reviewed. the efficacy and safety data from the pivotal clinical trials are discussed, and the potential role of pazopanib in the treatment of patients with metastatic rcc in comparison to other treatment alternatives is critically appraised. this agent has a favorable overall risk benefit, and the available data demonstrate efficacy in patients with metastatic rcc who are either treatment-naÿve or cytokine refractory. it therefore represents another alternative for treatment of metastatic rcc patients.\",\n", + " \"eosinophilic lung diseases represent a heterogeneous group of disorders with prominent infiltrate of eosinophils in lung interstitium and alveolar spaces. peripheral blood eosinophilia is often present. infections, drugs, allergens, toxic agents have to be evaluated as possible causes of eosinophilic lung infiltrates. the category of myeloid/lymphoid neoplasms with eosinophilia and rearrangement of pdgfra, pdgfrb, fgfr1 and pcm1-jak2 represents an uncommon cause of eosinophilic lung infiltrate. we report the case of a 70-year old man complaining of dry cough and dyspnea. ground glass-opacities were seen on imaging studies and peripheral blood eosinophilia was present. a thorough step-wise patient's evaluation led to identify the clonal nature of eosinophilia and the diagnosis of myeloid/lymphoid neoplasm with eosinophilia and rearrangement of pdgfra was made. correlation with clinical history, laboratory tests and imaging studies is essential to achieve the correct diagnosis when facing with eosinophilic lung infiltrates. a prolonged eosinophilia can cause life-threatening organ damage. identification of pdgfra rearrangement, as in the present case, is particularly critical given the sensitivity and excellent response to imatinib, which has completely changed the natural history of this neoplasm.\",\n", + " 'the diptera names listed by theodorus van swinderen in his list of animals and minerals in the groningen natural history museum are itemized and annotated. most of the names listed, including those newly proposed, are synonymous with previously published names. one (sarcophaga swinderen, 1822) is a senior synonym of the well-known sarcophaga meigen, 1824. it has been dealt with in a previous paper, and sarcophaga swinderen, 1822 is now declared a nomen oblitum. the following new synonymies are proposed herein: acolasta swinderen, 1822 = sepedon latreille, 1804, n. syn. [sciomyzidae]; cleona swinderen, 1822 = callomyia meigen, 1804, n. syn. [platypezidae]; cleona acuminata swinderen, 1822 = callomyia elegans meigen, 1804, n. syn. [platypezidae]; driope swinderen, 1822 = dorycera meigen, 1830, n. syn. [ulidiidae]; macrostoma swinderen, 1822 = volucella geoffroy, 1762, n. syn. [syrphidae]; marsupium swinderen, 1822 = sphegina meigen, 1822, n. syn. [syrphidae]; nycteria swinderen, 1822 = pipiza fallén, 1810, n. syn. [syrphidae]; pacystoma swinderen, 1822 = medetera fischer von waldheim, 1819, n. syn. [dolichopodidae]; penthesilia swinderen, 1822 = merodon meigen, 1803, n. syn. [syrphidae]; tromera swinderen, 1822 = madiza fallén, 1810, n. syn. [milichiidae]. titania swinderen, 1822 (preoccupied by titania meigen, 1800) and its type species titania albipennis swinderen, 1822 are available names, but are considered here as nomina dubia and unplaced within diptera. thericas swinderen, 1822 is considered unavailable as it is not accompanied by a description or a definition and is based on an unavailable name. dorycera meigen, 1830 is declared a nomen protectum and driope swinderen, 1822 is declared a nomen oblitum; medetera muralis meigen, 1824 is declared a nomen protectum and pacystoma muralis swinderen, 1822 a nomen oblitum.',\n", + " 'the impact of hepatitis c virus (hcv) infection on mortality of patients receiving regular dialysis remains unclear. the assessment of the natural history of hcv in dialysis population is difficult because of the low progression of hcv-related liver disease over time and the reduced life expectancy in patients with end-stage renal disease. the aim of the study was to conduct a systematic review of the published medical literature concerning the impact of hcv infection on the survival of patients undergoing maintenance dialysis. the relative risk of mortality was regarded as the most reliable outcome end-point. study-specific relative risks were weighted by the inverse of their variance to obtain fixed- and random-effects pooled estimates for mortality with hcv across the published studies. we identified seven studies involving 11 589 unique patients on maintenance dialysis; two (29%) were case-control studies. pooling of study results demonstrated that presence of anti-hcv antibody was an independent and significant risk factor for death in patients on maintenance dialysis. the summary estimate for adjusted relative risk (arr) (all-cause mortality) was 1.34 with a 95% confidence interval (ci) of 1.13-1.59. heterogeneity statistics, r(i) = 0.48 (p-value by q-test = 0.13). in a sensitivity analysis including only (n = 5) cohort studies, the pooled arr was 1.38 (95% ci, 1.20-1.59); heterogeneity statistics r(i) = 0.46. as a cause of death, hepatocellular carcinoma and liver cirrhosis were significantly more frequent among anti-hcv-positive than -negative dialysis patients. our meta-analysis indicates that anti-hcv-positive patients on dialysis have an increased risk of mortality compared with hcv-negative patients. the excess risk of death in hcv-positive patients may be at least partially attributed to chronic liver disease with its attendant complications.',\n", + " \"renal cell carcinoma (rcc) is the most common neoplasm in adult kidneys. one of the most important unmet medical needs in rcc is a prognostic biomarker to enable identification of patients at high risk of relapse after nephrectomy. new biomarkers can help improve diagnosis and hence the management of patients with renal cancer. thus, this systematic review aims to clarify the prognostic and diagnostic accuracy of mir-21 in patients with rcc. we will include observational studies evaluating the diagnostic and prognostic roles of mir-21 in patients with renal cancer. the index test and reference standards should ideally be performed on all patients. we will search pubmed, scopus and isi web of science with no restriction of language. the outcome will be survival measures in adult patients with rcc. study selection and data extraction will be performed by two independent reviewers. quadas-1 will be used to assess study quality. publication bias and data synthesis will be assessed by funnel plots and begg's and egger's tests using stata software v.11.1. no ethical issues are predicted. these findings will be published in a peer-reviewed journal and presented at national and international conferences. this systematic review protocol is registered in the prospero international prospective register of systematic reviews, registration number crd42015025001.\",\n", + " 'the relationship between parasite virulence and transmission is a pillar of evolutionary theory that has implications for public health. part of this canon involves the idea that virulence and free-living survival (a key component of transmission) may have different relationships in different host-parasite systems. most examinations of the evolution of virulence-transmission relationships-theoretical or empirical in nature-tend to focus on the evolution of virulence, with transmission being a secondary consideration. even within transmission studies, the focus on free-living survival is a smaller subset, though recent studies have examined its importance in the ecology of infectious diseases. few studies have examined the epidemic-scale consequences of variation in survival across different virulence-survival relationships. in this study, we utilize a mathematical model motivated by aspects of severe acute respiratory syndrome coronavirus 2 (sars-cov-2) natural history to investigate how evolutionary changes in survival may influence several aspects of disease dynamics at the epidemiological scale. across virulence-survival relationships (where these traits are either positively or negatively correlated), we found that small changes (5% above and below the nominal value) in survival can have a meaningful effect on certain outbreak features, including r0, and on the size of the infectious peak in the population. these results highlight the importance of properly understanding the mechanistic relationship between virulence and parasite survival, as the evolution of increased survival across different relationships with virulence may have considerably different epidemiological signatures.',\n", + " 'pathologic myopia is a major cause of visual impairment and blindness. we report a case of an immediate post partum macular subretinal bleeding observed in a highly myopic patient. a 30-years-old woman presented two days after childbirth for sudden loss of vision in her right eye. multimodal imaging showed macular hemorrhage masking a subtle yellowish linear lesion corresponding to lacker crack. due to the lack of evidence for choroidal neovascularization, a simple clinical and imaging monitoring was recommended. six weeks later, we noted an improvement in her best-corrected visual acuity and a decreased in size of the macular hemorrhage. this is the first case reporting a macular subretinal bleeding on macular lacquer cracks in a highly myopic patient in immediate post partum. valsalva maneuver associated with vaginal delivery could explain the occurrence of the hemorrhage associated with lacquer crack. however, natural history of pathological myopia could not be excluded.',\n", + " 'mutations in the gene encoding type ii collagen (col2a1) give rise to a spectrum of phenotypes predominantly affecting cartilage and bone. these chondrodysplasias are typically characterized by disproportionately short stature, eye abnormalities, cleft palate, and hearing loss. it is less recognized that mutations in col2a1 can also present as degenerative joint disease in the absence of any other phenotypic clues. we report 2 australian families presenting with an isolated arthritis phenotype, segregating as a dominant trait affecting both large and small joints, prior to age 30 years. sequencing of col2a1 in the propositi revealed 2 sequence changes resulting in glycine substitutions in the triple-helical domain of type ii collagen. we review the increasing evidence implicating col2a1 mutations in individuals presenting with isolated degenerative joint disease, aiming to alert physicians who assess these patients to this possibility. the importance of finding a col2a1 mutation in such patients lies in the subsequent ability to accurately assess recurrence risks, offer early (including prenatal) diagnosis, and provide information regarding the natural history of the condition. most importantly, it enables at-risk individuals to be identified for implementation of preventative strategies (i.e., weight loss, joint-friendly exercise programs) and early ameliorative management of their condition.',\n", + " 'acute renal failure in multiple myeloma is most frequently caused by cast nephropathy, when excess monoclonal free light chains co-precipitate with tamm-horsfall protein in the distal nephron, causing tubular obstruction. the natural history of cast nephropathy after diagnosis is unknown. this report provides supporting histological evidence that, as serum free light chain concentrations fall, intratubular casts may resolve within weeks. we report the case of a 61-year-old caucasian woman who presented with multiple myeloma and dialysis-dependent acute renal failure, with serum kappa free light chain concentrations of 15,700 mg/litre (normal range 3.3 to 19.4 mg/litre). renal biopsy demonstrated cast nephropathy with waxy casts in distal tubules and collecting ducts. there was an interstitial inflammatory cell infiltrate with diffuse fibrosis and tubular atrophy. following rehydration, chemotherapy and free light chain removal using high cut-off haemodialysis, free light chain concentrations fell to less than 5% of the starting level (500 mg/litre). a repeat renal biopsy 6 weeks after the first showed resolution of cast nephropathy. these observations indicate that cast nephropathy can quickly resolve on rapid reduction of monoclonal serum free light chains. this has important implications for the development of treatment strategies aimed at improving renal recovery rates for patients in this setting.',\n", + " \"the foundation fighting blindness, rdh12 family organizations, and the rdh12 fund for sight convened a jointly organized workshop in columbia, maryland, on november 19, 2019. the purpose of the workshop was to share perspectives on what is known about the rdh12-associated retinal dystrophies (rds) and discuss the advancement of therapies, primarily gene therapy, for people with mutations in the rdh12 gene which cause leber congenital amaurosis 13 (lca13). the workshop began with presentations on the rdh12 landscape, patient perspectives, the use of statistical modeling for clinical trial design, and the foundation's my retina tracker registry. an afternoon roundtable discussion focused on four key areas essential to advance research toward gene therapy clinical trials: trial design, dose projection from nonclinical to clinical studies, natural history, and regulatory considerations. in their comments, the 27 participants from academic centers, affected families, biotechnology and pharmaceutical companies, and the regulatory community highlighted a number of research priorities, including the following: systematic inventory of retrospective natural history studies and planning for a multicenter prospective study, development of large animal models, and evaluation of novel tests of functional vision in young children. despite these research opportunities, the workshop participants agreed that the field could be ready now for a clinical trial aimed initially at testing the safety and, possibly, efficacy of rdh12 gene therapy. advancements in this field are being fostered by the emergence of an innovative multi-stakeholder research endeavor that relies on the effective engagement of the patients. this initiative serves as a model for how affected individuals and their families can be research partners on the path to treatments and cures.\",\n", + " '3d imaging has become an essential tool in the field of biological anthropology, notably for human evolution purposes. high resolution virtual 3d reconstructions of original specimens contribute to their preservation and broaden the ability for research, teaching and exchanges. paleopathology can get substantial benefit from these methods, among others for reconstructing infectious pathological processes on ancient bones. tuberculosis is frequently diagnosed on ancient human remains; however, some osseous expressions are difficult to interpret using classical methods. we illustrate here the interest of 3d methods for reconstructing processes involved in pathological bone changes due to mycobacterium tuberculosis infection. four paleopathological specimens attributed to this infection, dating from different time periods and concerning diverse parts of the skeleton have been analyzed using a specific 3d digital chain we have previously developed. these 3d analyses allow to virtually reconstruct the initial location and aspect of the infectious process, its extension as well as its possible diffusion to the surrounding soft tissues. this possible virtual follow-up of the disease leads to the concept of processual paleopathology that we would like to introduce in the field. the 3d methodology can help to improve our knowledge of natural history and evolution of ancient human infections such as tuberculosis.',\n", + " 'infantile myofibromatosis is the most common fibrous disorder of infancy and childhood. it may occur in two distinct forms: multicentric and solitary. in both cases involvement of the central nervous system (cns) is unusual: brain myofibromas are usually intracranial in proximity of the dura mater, with infiltration of the calvarial bones and secondary brain compression. spine myofibromas are exceptional and most of the cases reported in the literature represent secondary locations of visceral lesions. the natural history of myofibromas of the cns in infantile myofibromatosis is characterized by a period of rapid growth, subsequent stabilization, and spontaneous regression in many cases. on these grounds surgical treatment is reserved for lesions that compress the brain or spinal cord and show an obvious progression. small lesions or tumor residuals in asymptomatic children without visceral involvement should be closely observed as first choice. we report the case of a 10-month-old child with a solitary intramedullary myofibroma, extended from c7 to the conus. the patient underwent partial surgical removal of this lesion. control mri has shown the spontaneous slow reduction of the tumor residual and a progressive improvement of preoperative neurological conditions has been observed. to our knowledge this is the first case in which a solitary myofibroma was localized within the spinal cord.',\n", + " 'kleine-levin syndrome is characterized by periodic hypersomnia, hyperphagia, sexual disinhibitions and behavioral disturbances. the prognosis is generally benign, with normal cognitive and social functions after the episodes. we describe a typical case of kleine-levin syndrome associated with apparent academic decline, neuropsychological sequelae and personality alterations after the second episode of the illness. further research in the natural history of kleine-levin syndrome is needed, for example, to determine whether early intervention would improve long-term prognosis.',\n", + " 'to plan an appropriate public health response to the hepatitis c virus (hcv) epidemic requires that estimates of hcv incidence and prevalence, and projections of the long-term sequelae of infection, are as accurate as possible. in this paper, mathematical models are used to synthesize data on the epidemiology and natural history of hcv in australia to estimate hcv incidence and prevalence in australia to end 2001, and project future trends in the long-term sequelae of hcv infection. mathematical models of the hcv epidemic in australia were developed based on estimates of the pattern of injecting drug use. estimates of hcv infections due to injecting drug use were then adjusted to allow for hcv infections resulting from other transmission routes. projections of the long-term sequelae of hcv infection were obtained by combining modelled hcv incidence with estimates of the progression rates to these outcomes. it was estimated that there were 210 000 (lower and upper limits of 157 000 and 252 000) people in australia living with hcv antibodies at the end of 2001, with hcv incidence in 2001 estimated to be 16 000 (11 000-19 000). it was estimated that 6500 (5000-8000) people were living with hcv-related cirrhosis in 2001, that 175 (130-210) people developed hcv-associated liver failure, and that there were 50 (40-60) incident cases of hcv-related hepatocellular carcinoma (hcc). it was estimated that in 2001 22 500 quality adjusted life years were lost to chronic hcv infection, the majority (77%) in people with early (stage 0/1) liver disease. model-based estimates were broadly consistent with other sources of information on the hcv epidemic in australia. these models suggest that the prevalence of hcv-related cirrhosis and the incidence of hcv-related liver failure and hcc will more than triple in australia by 2020.',\n", + " 'lymphangiomatosis is a rare disease characterized by diffuse infiltration of lymphangiomas in the lung, bone, and other tissues. due to its rarity, the spectrum of lymphangiomatosis is beginning to be elucidated based on case reports. the limited pathological, radiological, and clinical studies have shed light on this disease. treatments have been tested in unblinded manner with promising results; however, further understanding of the pathogenesis of disease, as well as its natural history, is needed to facilitate drug development.',\n", + " 'phelan-mcdermid syndrome (pms) is a rare neurodevelopmental disorder characterized by global developmental delay, autism spectrum disorder, and numerous systemic complications including seizures, gastrointestinal dysfunction, and renal anomalies. the phelan-mcdermid syndrome foundation (pmsf) was created to improve the quality of life of people affected by pms worldwide by supporting families, accelerating research, and raising awareness. to further this mission, the pmsf initiated the phelan-mcposium in 2016 to bring families affected by pms, clinicians, and researchers together to design patient-centered rigorous clinical and translational research. here, we present findings from the 2018 phelan-mcposium. the 2018 phelan-mcposium was attended by 183 families and 35 researchers and clinicians. overall, the early childhood parents raised the fewest number of concerns, families of late-childhood patients raised more concerns around epilepsy and behavioral problems, and teen and adult families were primarily concerned about implications of genetic testing, gastrointestinal dysfunction, and regression. all families were concerned with feasibility, safety and importance of clinical trials for pms. the concerns raised by families across the sessions varied by age in a manner which may overlap with the emergence of various signs and symptoms through the natural history of pms. the design of the phelan-mcposium session has successfully generated thoughtful research questions that led to innovative investigations and clinical trials that are shaping the standard of care for pms. this is an approach which could be employed by any rare disease group to align translational research efforts with a patient-centered focus.',\n", + " 'advances in surgical sperm retrieval have greatly increased the chances of men with klinefelter syndrome achieving biological paternity. despite this, the vast majority of attempts to achieve fertility by using extracted gametes to fertilize eggs in vitro do not result in viable pregnancies. a powerful obstacle to success lies with the natural history of seminiferous tubule and germ cell function in klinefelter syndrome, which typically peak (and thereafter steeply decline) up to a decade before most individuals would be contemplating paternity. herein we discuss, in relation to a real clinical case, both the exciting technical advances surgical sperm retrieval and the logistic and ethical factors that, in practice, may act to limit their successful application.',\n", + " 'background case reports of subacute sclerosing panencephalitis (sspe) in individuals with human immunodeficiency virus (hiv) infection are scarce, and the natural history is unclear. to our knowledge, a fulminant presentation has not yet been described. objective to describe a case of fulminant sspe in an individual with a perinatally acquired hiv infection. design case report and literature review. setting christian medical college hospital, vellore, india. patient a 17-year-old boy with a perinatally acquired hiv infection. results the patient presented with subacute-onset cognitive decline and myoclonic jerks with rapid deterioration of health (the patient died within 12 weeks of onset). the findings from magnetic resonance imaging and electroencephalography and the cerebrospinal fluid and serum measles antibody titers were suggestive of sspe. the fulminant presentation in this case needs to be noted. conclusions along with the better life expectancy of hiv-infected individuals, there may be an increase in the incidence of sspe in this population. fulminant sspe may be added to the spectrum of measles-associated neurological disorders in hiv.',\n", + " 'profile 1014 compared crizotinib to up to six cycles of standard platinum-pemetrexed chemotherapy as the first line treatment of advanced anaplastic lymphoma kinase positive (alk+) non-small cell lung cancer (nsclc). overall, profile 1014 has taught us many valuable lessons about the natural history of alk+ nsclc, the effectiveness of key therapies and the positive ways in which clinical research in oncogene addicted subtypes of cancer continue to evolve. these lessons include (i) confirming the benefit of using personalized medicine approaches compared to chemotherapy that had already been established in egfr mutant disease and in alk+ disease in later lines of therapy; (ii) demonstrating that molecular preselection can also affect outcomes from standard chemotherapy in addition to from targeted therapy. specifically, the benefit of the control arm (platinum-pemetrexed), although inferior to that of crizotinib, was remarkable and expands the dataset on the increased sensitivity of alk+ nsclc to pemetrexed; (iii) identifying the central nervous system (cns) as a key battleground for metastatic nsclc, especially for alk+ disease. in profile 1014 cns time to progression (ttp) was included as a prominent secondary endpoint, which showed no difference between crizotinib and chemotherapy but all cns lesions at baseline had to be both stable and treated, so any apparent stabilizing effect of the drug may be confounded. ongoing studies with other alk inhibitors vs. crizotinib that include untreated cns diseases will provide greater clarity on the true effect of these drugs in the brain.',\n", + " 'pain is the most common problem encountered by patients with sickle cell disease (scd). we report the results of a survey sent to hematologists and emergency department (ed) physicians regarding their perceptions and practices concerning pain and its management. hematologists and ed physicians differed considerably in their perceptions about the natural history of the pain, and about the percentage of patients who are addicted to analgesics. fifty-three percent of the ed physicians and 23% of the hematologists thought that more than 20% of patients are addicted. these beliefs and perceptions about scd-related pain and the prevalence of addiction must be addressed if clinical care is to be changed substantively.',\n", + " \"we report a 24-year-old woman with minor facial anomalies, mental retardation, seizures, and partial agenesis of the corpus callosum. cytogenetic analysis showed a de novo terminal chromosome 1 long arm deletion. fish with a panel of chromosome 1q42-qter bands-specific bac and yac clones located the breakpoint at the 1q42-q43 junction, with monosomy restricted to the 1q43 and 1q44 bands. the changing craniofacial phenotype of this patient with age is described as part of the del(1)(q) syndrome natural history. the patient's features are compared with those of other patients with similar deletions, and variable phenotypic findings due to different deleted chromosomal segments are discussed.\",\n", + " 'a large multiplex family presumably affected with autosomal recessive cone-rod dystrophy (crd) was ascertained from israel. in this family of christian arab ancestry with six consanguineous loops, linkage analysis failed to identify homozygosity in all six nuclear families at any of the three arcord loci hitherto reported. however, homozygosity was found at the cord3 locus for two nuclear families and the segregation of three distinct haplotypes at this locus in the whole pedigree suggested the alteration of the abca4 gene. this hypothesis was confirmed by the identification of three distinct mutations. subsequently, with regard to the wide spectrum of autosomal recessive retinal dystrophies related to abca4 mutations, the natural history of the disease was revisited in all patients. although the diagnosis of crd was confirmed in 8/9 patients, the last one, aged of 34, displayed typical signs of stargardt disease without extension to the peripheral retina. the results of this study emphasize the pitfalls of homozygosity mapping in highly inbred families when the heterozygote carrier frequency is particularly high in the general population.',\n", + " 'we created global rating scoring rules for the cdr¾ plus nacc ftld to detect and track early frontotemporal lobar degeneration (ftld) and to conduct clinical trials in ftld. the cdr plus nacc ftld rating was applied to 970 sporadic and familial participants from the baseline visit of advancing research and treatment in frontotemporal lobar degeneration (artfl)/longitudinal evaluation of familial frontotemporal dementia subjects (lefftds). each of the eight domains of the cdr plus nacc ftld was equally weighed in determining the global score. an interrater reliability study was completed for 40 participants. the cdr plus nacc ftld showed very good interrater reliability. it was especially useful in detecting clinical features of mild non-fluent/agrammatic variant primary progressive aphasia participants. the global cdr plus nacc ftld score could be an attractive outcome measure for clinical trials in symptomatic ftld, and may be useful in natural history studies and clinical trials in ftld spectrum disorders.',\n", + " 'the natural history of osteonecrosis of the femoral head is generally thought to be one of progressive deterioration if no intervention is undertaken. however, it is unknown whether surgical intervention is beneficial for patients with a small region of osteonecrosis. we observed rapid improvement of mri findings after rotational acetabular osteotomy (rao) was performed in a young patient with osteonecrosis of the femoral head. the band-like low signal area on t2-weighted images almost resolved by six months after surgery. he returned to work as an electrician by six months after surgery. early surgical intervention such as rao that alters the mechanical force acting on the necrotic region of the femoral head may accelerate the recovery of osteonecrosis and the improvement of symptoms.',\n", + " 'relatively little is known regarding hiv disease natural history and response to antiretroviral treatments among asian people infected with hiv. the therapeutics research, education, and aids training in asia (treat asia) hiv observational database (tahod) is a recently established collaborative observational cohort study that aims to assess hiv disease natural history in treated and untreated patients in the asia-pacific region. observational data are collected on hiv-infected patients from 11 sites in the asia-pacific region. data are centrally aggregated for analyses, with the first baseline and retrospective data transferred in september 2003. retrospective data were analyzed to assess the response to highly active antiretroviral treatment (haart) over a 6-month period in terms of changes in cd4 count and proportions of patients achieving an undetectable hiv viral load (<400 copies/ml). by the end of may 2004, 1887 patients had been recruited to the tahod. seventy-two percent of patients were male, with median age 36 years. seventy-eight percent of patients reported hiv infection through heterosexual contact. forty-three percent of patients had a previous aids diagnosis, of whom 55% had tuberculosis. the mean 6-month cd4 count increase was 115 cells/mul (sd=127) after starting triple-combination therapy. smaller cd4 count increases were associated with a higher cd4 count before starting treatment, prior treatment with monotherapy or double therapy, and treatment with a haart regimen containing a nucleoside reverse transcriptase inhibitor (nrti) and/or protease inhibitor (pi) but without a nonnucleoside reverse transcriptase inhibitor (nnrti). five hundred and ninety-eight patients started haart and had a viral load assessment at 6 months, with 69% attaining an undetectable viral load. older patients, patients not exposed to hiv through heterosexual contact, and patients treated with haart containing nrtis and nnrtis but without pis were found to be more likely to achieve an undetectable level. analyses of retrospective data in the tahod suggest that the overall response to haart in asian populations is similar to that seen in western countries.',\n", + " 'pulmonary hypertension (ph) is common in most forms of connective tissue disease (ctd); the prevalent type of ph depends on the particular ctd. thus, pulmonary arterial hypertension (pah) is dominantly associated with scleroderma, while postcapillary ph is most common in rheumatoid arthritis and lung disease-associated ph is typically found in myositis and sarcoidosis.considerable expertise is required to identify, diagnose, and manage ctd-ph, as the primary physicians providing the majority of care for this population, rheumatologists, need a good working knowledge of ctd-ph, its rather subtle presentation, and how to access the necessary investigations to screen for and identify patients with ph. the role of the rheumatologist does not stop at diagnosis; in some conditions such as lupus, optimizing immunosuppression is key to the management of ph, and unlike simple idiopathic pah, the natural history of ctd-ph is often punctuated by complications of the ctd rather than just events due to progression of ph or therapy-related adverse events.the aim of this article is to provide an overview of all forms of ctd-ph, and to provide an easy reference source on current best practice.',\n", + " 'left ventricular diverticula are congenital anomalies and are not as rare as previously thought. in adults, cardiac diverticula are generally accidental findings during imaging modalities, but concomitant disorders might frequently coexist. the pathophysiology, management, prognosis, and natural history of cardiac diverticula remain poorly understood and controversial. definite diagnosis is often challenging due to similarities in appearance to other more common anomalies such as aneurysms, pseudoaneurysms, endocarditis, cysts, and hypertrophied trabeculations. we herein report a rare case of an adolescent presenting with sinus venosus atrial septal defect, partial anomalous venous connection, and left ventricular diverticula.',\n", + " 'multicystic renal dysplasia (mcdk) is a common anomaly well described in the literature, but less well described when involving only a portion of a kidney. to present the imaging spectrum, natural history and associated anomalies of six kidneys with segmental mcdk. five children with segmental mcdk (one with bilateral segmental mcdk) referred to our hospital between 1989 and 1996 were reviewed. all had at least one ultrasound examination. four had a voiding cystogram and three had renal scintigraphy. four children had antenatal diagnosis of cystic renal abnormality. in two, with obvious duplex kidneys and associated ureteroceles, the diagnosis of upper moiety mcdk was obvious either antenatally or immediately postnatally. in the other three there were diagnostic difficulties. one patient had bilateral widespread cysts obscuring the functioning renal portions. another presented in utero with a large ureterocele and a cystic upper pole that had involuted by birth. the fifth had a nephrectomy at 3 years for a multiloculated cystic mass. varying degrees of involution occurred in the five kidneys seen early. reflux was demonstrated into the ipsilateral functioning lower moiety and midpole. in these children as in other studies, the commonest presentation of segmental mcdk is in the upper pole of a duplex kidney associated with a ureterocele at the end of the atretic ureter. atypical segmental mcdk may present a diagnostic dilemma and should be included in the differential diagnosis of multiloculated cystic masses and cystic kidneys.',\n", + " 'hepatitis b virus (hbv) is a well known agent of acute and chronic hepatitis, liver cirrhosis and hepatocellular carcinoma. around 400 million people worldwide carrier of hbv of which more than 250 million reside in asia, and 1-2 million people have died from it. it has a partially double-stranded dna, having 3.2-kb genome size and replicate via reverse transcription of rna intermediate. in the natural history or during the antiviral therapy of chronic hbv infection, seroconversion from hbeag to anti-hbeag is usually accompanied by a decrease in viral replication and remission of liver disease. based on genomic sequence data hbv is classified into eight genotypes a-h and four major serotypes ayw, ayr, adw and adr on the basis of complete genome and s gene sequence analysis. genotypes and serotypes are useful tools in understanding the epidemiology of hbv infection. hbv genotypes have distinct geographical distributions. the hbv variants appear during hbeag seroconversion and they bring mutations in the precore region (pc) that prevent hbeag synthesis. another common hbeag variant is the basal core promoter mutant (bcp) characterized by point mutation in the promoter of both hbeag mrna and core protein mrna. the most frequent core promoter mutation is the double a1762t and g1764a nucleotide exchange, which results in a substantial decrease in hbeag expression but enhanced viral genome replication. the approved antiviral drugs such as interferon, lamivudine, adefovir dipivoxil, entecavir and telbivudine for purpose of treating chronic hbv infection is to prevent or stop the progression of liver injury by suppressing viral replication or eliminating infection. sustained losses of viral markers of active viral replication (hbeag and hbv dna) are the standard end point of the therapies.',\n", + " 'the transplantation of malignant cells during allogeneic transplant is a rare occurrence. 27 months after donating progenitor cells, a diagnosis of multiple myeloma was made in a 6/6 hla-phenotypically matched unrelated donor. the 42-year-old recipient transplanted for chronic phase chronic myeloid leukemia developed iga myeloma 40 months after transplantation. serum electrophoresis and bone marrow investigations established the diagnosis of iga k multiple myeloma in both. this case illustrates the natural history and biology of multiple myeloma.',\n", + " 'atypical hemolytic uremic syndrome (ahus) is a rare, genetically-mediated systemic disease most often caused by chronic, uncontrolled complement activation that leads to systemic thrombotic microangiopathy (tma) and renal and other end-organ damage. the global ahus registry, initiated in april 2012, is an observational, noninterventional, multicenter registry designed to collect demographic characteristics, medical and disease history, treatment effectiveness and safety outcomes data for ahus patients. the global ahus registry will operate for a minimum of 5 years of follow-up. enrollment is open to all patients with a clinical diagnosis of ahus, with no requirement for identified complement gene mutations, polymorphisms or autoantibodies or particular type of therapy/management. as of september 30, 2014, 516 patients from 16 countries were enrolled. at enrollment, 315 (61.0 %) were adults (≥18 years) and 201 (39.0 %) were <18 years of age. mean (standard deviation [sd]) age at diagnosis was 22.7 (20.5) years. nineteen percent of patients had a family history of ahus, 60.3 % had received plasma exchange/plasma infusion, 59.5 % had a history of dialysis, and 19.6 % had received ≥1 kidney transplant. overall, 305 patients (59.1 %) have received eculizumab. as enrollment and follow-up proceed, the global ahus registry is expected to yield valuable baseline, natural history, medical outcomes, treatment effectiveness and safety data from a diverse population of patients with ahus. us national institutes of health www.clinicaltrials.gov identifier nct01522183 . registered january 18, 2012.',\n", + " 'alveolar echinococceal disease of the liver is rare. echinococcus multilocularis is responsible for the development of the related clinical conditions. advanced disease may result with serious complications such as end stage liver disease and budd-chiari syndrome. in this presentation, a 28 years-old woman who was a case with advanced alveolar echinococcosis complicated with a budd-chiari syndrome and was performed successful living donor liver transplantation, has been demonstrated with clinical and radiological images. initially there may be no clinical evidence of the disease in humans for years. severity and fatality are the significant characteristics of the natural history. extension to the surrounding tissues and metastasis of the parasitic mass may be observed. prevention is essential in disease control. serologic assay may identify the parasite. however, early diagnosis is rare. staging is based on radiologic imaging. some patients with advanced disease may require surgery. hepatic resection and liver transplantation are accepted procedures in selected patients. the importance of early diagnosis to prevent advanced complications such as development of budd-chiari syndrome and metastasis has been underlined.',\n", + " 'isomerism or heterotaxy syndromes are rare multifaceted congenital anomalies with multi-system involvement. grouped under the broad category of situs ambiguous defects, these often pose diagnostic difficulties due to their varied and confusing anatomy. since patients rarely survive into adulthood due to cardiovascular complications, the etiology and natural history of such conditions are not fully understood. imaging provides the most accurate non invasive method for diagnosis and thereby, prognosis in such cases. we present a case of right sided isomerism with complex cardiac anomalies in a 17 year old adolescent, who presented with dysphagia as one of the main complaints. multi modality imaging demonstrated the intricate abnormalities in vital systems.',\n", + " 'one of the greatest remaining challenges facing nephrology research is obtaining data with detail and precision for the three large, yet \"forgotten,\" populations that span the spectrum of kidney disease: patients with chronic renal insufficiency (cri), peritoneal dialysis patients, and kidney transplant patients. studies of these populations, particularly the cri group, are hampered by the relative mobility of these patients, the lack of stringent epidemiologic or clinical definitions, and the tendency to extrapolate data from hemodialysis populations into other clinical settings. this article suggests a two-pronged approach to a research agenda: first, by recognizing the need for better data regarding the natural history of these kidney failure subsets and their comorbidities; and second, by directing greater effort at identifying rational, efficacious, and cost-effective interventions to influence their natural history positively. specific efforts are suggested in all three populations. for patients with cri, studies should be directed at (1) identifying high-risk patients; (2) determining methods for making optimal referrals to the nephrologist; (3) identifying and managing cri, its complications, and its comorbid conditions; and (4) establishing processes for the smooth transition to dialysis. the peritoneal dialysis population will benefit from studies addressing the treatment of anemia and its ability to modify cardiovascular illness and quality of life. kidney transplant studies should also focus on the identification and management of comorbid conditions, as well as the effects of various interventions on quality of life. rational evidence-based care of these conditions, which are critically important to patients, their families, and the health care system in general, must await the conduct of well-designed prospective observational and interventional trials.',\n", + " 'familial clustering of disparate kidney diseases including clinically diagnosed hypertensive and diabetic nephropathy, idiopathic focal segmental glomerulosclerosis, and hiv-associated nephropathy are often observed in african americans. admixture mapping recently identified the nonmuscle myosin heavy chain 9 gene (myh9) as a susceptibility factor strongly associated with several nondiabetic etiologies of end-stage renal disease in african americans, less strongly with diabetes-associated end-stage renal disease. myh9-associated nephropathies reside in the spectrum of focal segmental glomerulosclerosis/focal global glomerulosclerosis. the renal histology in proteinuric african americans homozygous for myh9 risk variants with longstanding type 2 diabetes mellitus is unknown. we report a case of coincident idiopathic focal segmental glomerulosclerosis collapsing variant and diabetic nephropathy in an african american homozygous for the myh9 e1 risk haplotype. this case demonstrates that diabetic african americans with overt proteinuria can have mixed renal lesions, including those in the spectrum of myh9-associated nephropathy. careful interpretation of kidney biopsies in proteinuric african americans with diabetes is necessary to exclude coincident nondiabetic forms of nephropathy, precisely define etiologies of kidney disease, and determine the natural history and treatment response in mixed lesions of diabetes-associated and myh9-associated kidney disease.',\n", + " 'purpose. ifosfamide is a drug commonly used in the management of sarcomas and other solid tumours. one potential toxicity of its use is renal tubular damage, which can lead to skeletal abnormalities; rickets in children and osteomalacia in adults. we aimed to characterise this rare complication in adults. patients. three illustrative patient cases treated in our institution are presented. all were treated for sarcoma, and received varying doses of ifosfamide during their therapy. methods. we performed a review of the literature on the renal tubular and skeletal complications of ifosfamide in adults. papers were identified by searches of pubmed using the terms \"osteomalacia,\" \"nephrotoxicity,\" \"fanconi syndrome,\" \"ifosfamide,\" and \"chemotherapy\" for articles published between 1970 and 2006. additional papers were identified from review of references of relevant articles. results. there are only four case reports of skeletal toxicity secondary to ifosfamide in adults; the majority of data refer to children. risk factors for development of renal tubular dysfunction and osteodystrophy include platinum chemotherapy, increasing cumulative ifosfamide dose, and reduced nephron mass. the natural history of ifosfamide-induced renal damage is variable, dysfunction may not become apparent until some months after treatment, and may improve or worsen with time. discussion. ifosfamide-induced osteomalacia is seldom described in adults. clinicians should be vigilant for its development, as timely intervention may minimise complications.',\n", + " 'henoch-schonlein purpura (hsp) is a systemic iga-mediated vasculitis of small vessels common in children. the natural history of hsp is generally self-limiting, however, one third of patients experience recurrence of symptoms showing refractory courses. our objective was to generate a systematic review of the use of dapsone in refractory hsp. a literature search of pubmed and medline databases was performed and 13 articles were finally identified published until june 14, 2018. the most common clinical feature was a palpable rash which was seen in all patients (100%) and joint pain was the following (69.2%). treatment response within 1-2 days was observed in 6 of the 26 (23.1%) patients and 17 (65.4%) patients responded within 3 to 7 days. relapse after discontinuation of treatment was reported in 17 patients (65.4%), whereas 3 patients (11.5%) reported no relapse of symptoms. four of the 26 (15.4%) patients reported adverse effects of dapsone. the adverse effects included arthralgia (7.7%), rash (7.7%) and dapsone hypersensitivity syndrome (3.8%). this systematic study suggests that dapsone has an effect on refractory hsp. to determine the standard dosage of dapsone at initial treatment or tapering of treatment in hsp patients and evaluate whether dapsone has a significant benefit compared with steroids or other medication, multicenter, randomized placebo controlled clinical trials are necessary.',\n", + " \"systemic amyloidoses are rare, complex diseases caused by misfolding of autologous protein. the presence of heart involvement is the most important prognostic determinant. the diagnosis of amyloid cardiac involvement relies on echocardiography and magnetic resonance imaging, while scintigraphy with bone tracers is helpful in differentiating light chain amyloidosis from other types of amyloidosis involving the heart. although these diseases are fatal, effective treatments exist that can alter their natural history, provided that they are started before irreversible cardiac damage has occurred. refined diagnostic techniques, accurate patients' stratification based on biomarkers of cardiac dysfunction, the availability of novel, more powerful drugs, and ultimately, the unveiling of the cellular mechanisms of cardiac damage created a favorable environment for a dramatic improvement in the treatment of this disease that we expect in the next few years.\",\n", + " 'an american cocker spaniel with low plasma taurine concentration (< 2 nmol/ml) was presented with dyspnoea associated with pulmonary oedema and a left ventricular shortening fraction of 9%. emergency therapy with furosemide, dobutamine, nitroglycerine and oxygen supplementation led to a good response. chronic therapy was started with enalapril, furosemide, digoxin and taurine. improvement in all echocardiographic indices were noted over a 22 week follow-up, most notably an increase in left ventricular shortening fraction to 20%, a decrease of e-point septal separation from 14 mm to 7 mm and marked left ventricular remodelling. this degree of improvement in myocardial function may represent a direct link between dilated cardiomyopathy in the american cocker spaniel and plasma taurine deficiency. alternatively, this response may reflect a breed-related cardiomyopathy with a natural history and therapeutic response not commonly seen in the more common large breed cardiomyopathy presentations.',\n", + " 'congenital hemangiomas (chs) are rare benign vascular tumors that differ from common infantile hemangiomas in that they grow in utero and are fully developed at birth. while ulceration is a common, predominantly benign complication in infantile hemangioma, little is known about the prognosis of ulcerated ch. however, it has been observed that ulcerated ch may be complicated by life-threatening bleeding episodes. we report 2 cases of ulcerated rapidly involuting congenital hemangiomas (rich) that were complicated by life-threatening bleeding episodes in the neonatal period. in both cases, the chs were fed by high-flow vessels and the ensuing massive bleeding was due to superficial vessel wall erosion induced by the ulceration. both patients were successfully treated with intravascular embolization; one patient underwent additional hemostatic surgery. these 2 cases highlight the importance of closely monitoring children with ulcerated ch because of the risk of severe bleeding. embolization is the treatment of choice in the case of severe bleeding, as the natural history of rich is to spontaneously regress.',\n", + " 'significant challenges exist in creating surveillance recommendations for soft tissue sarcomas (sts) given the vast heterogeneity of recurrence patterns between histologic subtypes. using the most recent evidence on the natural history of sts, this review will propose surveillance strategies based on tumor location and histologic subtype.',\n", + " 'intimal angiosarcoma is a rare malignant vascular tumor with an aggressive natural history. presenting symptoms vary according to the location of the lesion, but symptoms are typically due to intravascular obstruction or embolization. we present a case of an intimal angiosarcoma presenting with a common femoral artery aneurysm.',\n", + " 'parvovirus b19 infection has been associated with fetal anaemia, hydrops, and in some cases demise. most of the reported cases of fetal hydrops were detected in second-trimester fetuses. we report a series of three cases in which human parvovirus infection was associated with hydropic changes at an earlier gestational age. spontaneous resolution of hydrops occurred in all fetuses. a greater understanding of the natural history of human parvovirus infection is needed prior to deciding on the mode of therapy (conservative management versus in utero fetal therapy).',\n", + " 'dural sinus malformation (dsm) is a term used to describe congenital vascular malformations characterized by massive dilation of one or more dural sinuses: these dilatations are typically associated with arteriovenous shunts. such malformations can present antenatally but their early natural history and anatomy is poorly defined. we reviewed five years of autopsy experience and retrieved three primary vascular malformations of the fetal dural sinuses with ultrasound, magnetic resonance imaging (mri) and post-mortem correlation. fetal ultrasound and mri obtained between 19 and 23 weeks gestational age demonstrated in all cases dilation of the dural sinuses. in two cases vascular thromboses were present in either the dilated dural sinus (one of three) or the associated arteriovenous fistula (one of three). all cases were autopsied at 22-23 weeks gestational age. in one there was imaging and autopsy evidence of remodeling of the dural sinuses associated with a pial arteriovenous fistula. in two cases, no arteriovenous malformation was identified on initial imaging, but only became evident at autopsy. one case showed morphological overlap with vein of galen aneurysmal malformation, with a midline arteriovenous shunt and vein of galen ectasia. the other demonstrated a perisylvian dural arteriovenous fistula. in utero thrombosis of feeding vascular malformations or of the dural sinus malformation may be prominent. the early in utero developmental trajectory of dural sinus malformation (dsm) is poorly defined and deserves further study.',\n", + " 'malignant triton tumour (mtt) is a very rare soft tissue tumour. to report nine patients diagnosed with malignant triton tumour of the thigh between january 1996 and january 2005 to determine the natural history and factors that may affect survival in this aggressive tumour. due to the association of neurofibromatosis (nf type i) with malignant triton tumour, two groups of patients were identified: those with nf type i (group i cases); and those without (group ii). group i patients accounted for four cases and arose predominantly in young males, all tumours being high grade, >10 cm in size and all four patients died within two years of diagnosis. by contrast, the five patients of group ii were older, had smaller size and lower grade tumours and three patients are long-term survivors. although the number of cases is small, our data supports the views that the natural history of mtt is more aggressive in patients with nf type i. this poor outlook could be attributed to the high frequency of grade iii histology in this disease and the large tumour size.',\n", + " 'although squamous cell carcinoma of the head and neck (scchn) is closely linked to tobacco and alcohol use, there is an increasing incidence hpv16-related scchn arising in the oropharynx. the mechanisms of viral transmission, carcinogenesis and natural history are not well understood. here, we report a couple-husband and wife diagnosed synchronously with squamous cell carcinoma of the head and neck wherein the tumors were positive for hpv16 by pcr diagnosis. both viral genomes were genetically identical and closely related to the revised european prototype, hpv16r. an uncommon signal variant nucleotide was identified in both genomes that is not present in the hpv16r. these tumors likely represent transmission between the couple.',\n", + " \"it is agreed that conventional magnetic resonance imaging (mri) of the brain and spine is one of the core elements in the differential diagnostic work up of patients with clinical signs of motor neuron diseases (mnds), for example amyotrophic lateral sclerosis (als), to exclude mnd mimics. however, the sensitivity and specificity of mri signs in these disorders are moderate to low and do not have an evidence level higher than class iv (good clinical practice point). currently computerized mri analyses in als and other mnds are not techniques used for individual diagnosis. however, they have improved the anatomical understanding of pathomorphological alterations in gray and white matter in various mnds and the changes in functional networks by quantitative comparisons between patients with mnd and controls at group level. for multiparametric mri protocols, including t1-weighted three-dimensional datasets, diffusion-weighted imaging and functional mri, the potential as a 'dry' surrogate marker is a subject of investigation in natural history studies with well defined patients. the additional value of mri with respect to early diagnosis at an individual level and for future disease-modifying multicentre trials remains to be defined. there is still the need for more longitudinal studies in the very early stages of disease or when there is clinical uncertainty and for better standardization in the acquisition and postprocessing of computer-based mri data. these requirements are to be addressed by establishing quality-controlled multicentre neuroimaging databases.\",\n", + " 'chronic obstructive pulmonary disease (copd) represents one of the most common indications for lung transplantation, accounting for approximately one third of all procedures performed worldwide to date. despite this extensive experience, questions remain about the appropriate timing of transplantation in the natural history of copd, the optimal procedure to perform, and the survival benefit achieved. less commonly encountered obstructive lung disorders for which transplantation is occasionally performed include emphysema due to ϱ-1-antitrypsin deficiency, lymphangioleiomyomatosis, and langerhans cell histiocytosis. like copd, the application of transplantation to these rare disorders also poses several questions. this article explores issues that arise when lung transplantation is utilized for treatment of both common and uncommon obstructive lung disorders.',\n", + " 'adequate functioning of the blood-brain barrier (bbb) is important for brain homoeostasis and normal neuronal function. disruption of the bbb has been described in several neurological diseases. recent reports suggest that an increased permeability of the bbb also contributes to increased seizure susceptibility in patients with epilepsy. the endothelial glycocalyx is coating the luminal side of the endothelium and can be considered as the first barrier of the bbb. we hypothesise that an altered glycocalyx thickness plays a role in the aetiology of temporal lobe epilepsy (tle), the most common type of epilepsy. here, we propose a protocol that allows intraoperative assessment of the cerebrovascular glycocalyx thickness in patients with tle and assess whether its thickness is decreased in patients with tle when compared with controls. this protocol is designed as a prospective observational case-control study in patients who undergo resective brain surgery as treatment for tle. control subjects are patients without a history of epileptic seizures, who undergo a craniotomy or burr hole surgery for other indications. intraoperative glycocalyx thickness measurements of sublingual, cortical and hippocampal microcirculation are performed by video microscopy using sidestream dark-field imaging. demographic details, seizure characteristics, epilepsy risk factors, intraoperative haemodynamic parameters and histopathological evaluation are additionally recorded. this protocol has been ethically approved by the local medical ethical committee (id: nl51594.068.14) and complies with the declaration of helsinki and principles of good clinical practice. informed consent is obtained before study enrolment and only coded data will be stored in a secured database, enabling an audit trail. results will be submitted to international peer-reviewed journals and presented at international conferences. ntr5568.',\n", + " 'hypertrophic cardiomyopathy (hcm) has historically been linked with sudden cardiac death (scd). currently, it is well established that only a subset of patients is at the highest risk stratum for such a catastrophic event. detection of patients belonging to this high-risk category can allow for timely defibrillator implantation, changing the natural history of hcm. inversely, device implantation in patients deemed at low risk leads to an unnecessary burden of device complications with no apparent protective benefit. previous studies have identified a series of markers, now considered established risk factors, with genetic testing and newer imaging allowing for the detection of novel, highly promising indices of increased risk for scd. despite the identification of a number of risk factors, there is noticeable discrepancy in the utility of such factors for risk stratification between the current american and european guidelines. we sought to systematically review the data available on these two approaches, presenting their rationale and respective predictive capacity, also discussing the potential of novel markers to augment the precision of currently used risk stratification models for scd in hcm.',\n", + " 'sclerosing sweat duct carcinoma (ssdc) is a rare, slow-growing, locally invasive skin tumor of eccrine and pilar origin. it is usually located on the face, particularly the upper lip, cheek, and forehead. it has been infrequently reported on the eyelid, secondarily involved from adjacent cheek and brow tumors. only four previous cases have reported primary eyelid tumors. the authors present four cases of primary eyelid margin involvement, which show the variability in clinical presentations. retrospective case series. the authors present four case studies of lower eyelid margin tumors diagnosed as ssdc. the history of this recently recognized neoplasm is discussed in relation to the cases presented and the role of the ophthalmologist and pathologist in such cases. primary ssdc of the eyelid margin is a reportedly rare entity. this particular presentation can occur in all age groups; can mimic benign, acanthotic, or basal cell-like tumors; and is usually misdiagnosed initially. this can lead to a delay in definitive treatment for a tumor that classically presents late in its natural history to health professionals. all eight cases of primary eyelid ssdc now reported in the literature have occurred in the lower lid. this rare but aggressive tumor is difficult to diagnose from a simple biopsy and may be more common than previously believed. initial or early diagnosis is important because of unusually invasive characteristics. recurrence is common and usually leads to extensive tissue loss via direct invasion or subsequent wide resection. correct histologic diagnosis at the time of initial tumor removal will likely aid in achieving complete excision with fewer recurrences.',\n", + " 'trigeminal neuralgia (tn) secondary to a dolichoectatic basilar artery (dba) is an extremely rare phenomenon. the kawase approach for macrovascular decompression of this rare pathology been used rarely. this report describes macrovascular decompression and basilar artery transposition in a 69-yr-old male presenting with progressively worsening left-sided typical tn secondary to a dba compression. the dba was successfully decompressed off of the trigeminal nerve via a pterional craniotomy and anterior petrosectomy. the patient had immediate improvement in tn symptoms postoperatively. the patient remained symptom free with nonbothersome facial numbness in the v3 segment at 8-mo postoperative follow-up in clinic. the patient suffered a sixth nerve palsy following surgery, which was later corrected by strabismus surgery. the natural history and epidemiology of tn, results of macrovascular decompression secondary to dba compression via a traditional suboccipital retrosigmoid approach, and potential advantages of the kawase approach are also discussed. the macrovascular decompression strategy succeeded because the compressive force was applied by the dba to the nerve in a superolateral direction, and the decompressive sling pulled the dba away from the nerve in an inferomedial direction. the working space and access to the clival dura through the kawase approach allowed proper corrective pull with a sling.',\n", + " 'during the last two decades, important progress has been made in the understanding of the biology, natural history, and prognosis of chronic lymphocytic leukemia (cll). in addition, new and more effective treatment modalities are changing the objectives of treatment in patients with cll. in this regard, the purine analogues offer great promise and fludarabine is already considered the treatment of choice for patients failing standard therapies. the role of purine analogues either alone or combined with other agents as front-line therapy is being actively investigated. certain situations (e.g, autoimmune cytopenias, hypersplenism) require special treatment approaches (e.g., corticosteroids, splenectomy). transplants of hemopoietic progenitor cells are also increasingly performed. as a result of these advances, treatment of subjects with cll can be decided on the basis of the individual risk of each patient and the possibility of curing some of them may become a realistic objective.',\n", + " 'renal cell carcinoma accounts for 3% of all solid tumors and currently causes about 3,500 deaths/year in the uk. once an orphan disease, it has undergone an impressive change in its natural history with an improvement in overall survival, thanks to the development of new target agents. in its management, renal cell carcinoma has been treated with both surgical and medical approaches. nowadays, many more drugs are available, especially in the metastatic setting, so that we should reconsider the peculiar role of surgery and its interaction with target agents. cytoreductive nephrectomy still plays a major role in the management of the disease, though no really solid data have been still obtained. adjuvant and neoadjuvant settings, instead, are still under evaluation, especially new adjuvant therapies involving the numerous target agents we have. finally, metastasectomy has a controversial role, with some evidence of more efficacy than the medical treatment, though it shows too many biases to be considered certain. the picture that comes out suggests a complex frame, in which we have great power to act, but in which we need to better comprehend the interactions that could be created between surgery and medical therapies, to achieve an optimal multimodal treatment for renal cell carcinoma.',\n", + " 'type 3 gaucher disease (gd) manifests with hematologic, neurological and skeletal involvement including erlenmeyer flask bone deformities, osteopenia, painful bone crises and fractures. we describe bilateral symmetric osteolytic lesions in a 22 year old with type 3 gd, chronically treated with enzyme replacement therapy. these atypical bone findings, previously reported in two similar patients with type 3 gd, expand our understanding of the evolving natural history of gd in the post-treatment era.',\n", + " 'constrictive pericarditis is a rare, but increasingly recognized long-term postoperative complication of lung transplantation. heightened clinical suspicion, improved diagnostic imaging, and effective surgical treatment of the disease have led to progressive awareness of the pathology. we present our institutional experience with constrictive pericarditis after lung transplant in an effort to investigate the cause and natural history of the disease. from october 2005 to october 2018, 1234 patients underwent orthotopic lung transplantation at duke university hospital. an institutional database was queried to identify incident patients and determine baseline clinical data. at a median of 11.2 months (interquartile range = 4.6-28.6 mo), 10 patients (0.8%) developed constrictive pericarditis. simple descriptive statistics were used to describe cohort characteristics and identify variables associated with constrictive pericarditis after lung transplantation. the indication for transplantation at index operation was idiopathic pulmonary fibrosis in 8 of 10 patients (1.2% of the 760 restrictive lung disease patients transplanted in the same time period). all 10 patients presented with worsening dyspnea and pleural effusions. right heart catheterization confirmed constrictive physiology in all cases. eight patients underwent pericardiectomy with improvement in cardiovascular hemodynamics and resolution of symptoms with no 30-day mortality. diagnosis of constrictive pericarditis should be considered in patients with new-onset heart failure symptoms or recurrent pleural effusions within 2 years of lung transplantation. idiopathic pulmonary fibrosis may be associated with increased risk for constrictive pericarditis. pericardiectomy is a safe and effective treatment for posttransplant constrictive pericarditis.',\n", + " 'renal disease is common in sickle cell anemia. in this exploratory work, we used data from a longitudinal study of the natural history of sickle cell disease to examine the hypothesis that polymorphisms (snps) in selected candidate genes are associated with glomerular filtration rate (gfr). dna samples and clinical and laboratory data were available for 1,140 patients with sickle cell anemia. gfr was estimated using the cockcroft-gault and schwartz formulas for adults and children, respectively. we examined approximately 175 haplotype tagging (ht) snps in about 70 genes of the tgfbeta/bmp pathway for their association with gfr using linear regression. four snps in bmpr1b, a bone morphogenetic protein (bmp) receptor gene, yielded statistically significant associations (p values ranging from 0.015 to 0.046). three haplotypes in this gene were also associated with gfr. the tgf-beta/bmp pathway has been associated with the development of diabetic nephropathy, which has some features in common with sickle cell nephropathy. our results suggest that, as with other subphenotypes of sickle cell disease, renal function may be genetically modulated.',\n", + " \"ebstein's anomaly is an uncommon congenital heart defect with an extremely variable natural history due to a wide spectrum of pathological features. we report on the anesthetic management of a 24-year-old primigravida woman with ebstein's anomaly with recurrent supraventricular tachycardia for emergency cesarean section.\",\n", + " 'in this issue of blood, shanafelt and colleagues provide the first evidence that vitamin d deficiency is a risk factor for disease progression in chronic lymphocytic leukemia (cll). their findings imply that dietary vitamin d supplementation could potentially modify the natural history of this incurable disease.',\n", + " 'a series of nine consecutive patients with unguarded tricuspid valve orifice as a result of partial or complete agenesis of the valvar tissue and patent right ventricular outflow tract is reported. clinical manifestations were cyanosis, severe right ventricular failure and incidental echocardiographic detection in a young patient with dilated cardiomyopathy. this series contains the oldest reported patient with this malady, who was misdiagnosed as portal hypertension for 10 years. this study, with possibly the largest number of patients reported so far, sheds some light on the natural history of a rare entity.',\n", + " \"zika virus (zikv), a typical example of a re-emerging pathogen, recently caused large outbreaks in pacific islands and the americas, associated with congenital diseases and neurological complications. deciphering the natural history, ecology and pathophysiology of this mosquito-borne pathogen requires effective reverse genetics tools. in the current study, using the bacterium-free 'infectious subgenomic amplicons' (isa) method, we generated and made available to the scientific community via the non-profit european virus archive collection, two simple and performing reverse genetics systems for zikv. one is based on an asian zikv strain belonging to the outbreak lineage (french polynesia 2013). the second was designed from the sequence of a low-passaged zikv african strain (dakar 1984). using the isa procedure, we derived wild-type and a variety of specifically engineered zikvs in days (intra- and inter-lineage chimeras). since they are based on low-passaged zikv strains, these engineered viruses provide ideal tools to study the effect of genetic changes observed in different evolutionary time-scales of zikv as well as pathophysiology of zikv infections.\",\n", + " 'mowat-wilson syndrome (mws) is a rare intellectual disability/multiple congenital anomalies syndrome caused by heterozygous mutation of the zeb2 gene. it is generally underestimated because its rarity and phenotypic variability sometimes make it difficult to recognize. here, we aimed to better delineate the phenotype, natural history, and genotype-phenotype correlations of mws. in a collaborative study, we analyzed clinical data for 87 patients with molecularly confirmed diagnosis. we described the prevalence of all clinical aspects, including attainment of neurodevelopmental milestones, and compared the data with the various types of underlying zeb2 pathogenic variations. all anthropometric, somatic, and behavioral features reported here outline a variable but highly consistent phenotype. by presenting the most comprehensive evaluation of mws to date, we define its clinical evolution occurring with age and derive suggestions for patient management. furthermore, we observe that its severity correlates with the kind of zeb2 variation involved, ranging from zeb2 locus deletions, associated with severe phenotypes, to rare nonmissense intragenic mutations predicted to preserve some zeb2 protein functionality, accompanying milder clinical presentations. knowledge of the phenotypic spectrum of mws and its correlation with the genotype will improve its detection rate and the prediction of its features, thus improving patient care.',\n", + " 'ethylmalonic encephalopathy (ee) is a rare metabolic disorder with an autosomal recessive mode of inheritance that is clinically characterized by neuromotor delay, hyperlactic acidemia, recurrent petechiae, orthostatic acrocyanosis, and chronic diarrhea. increased urinary levels of ethylmalonic acid and methylsuccinic acid are the main biochemical features of the disorder. we report on two patients affected by ee who showed different clinical and neuroradiological patterns. patient 1 presented with a chronic clinical course characterized by very slow neuromotor deterioration, ataxia, and dysarthria. in contrast, patient 2 had an acute neonatal onset with severe neuromotor retardation, severe generalized hypotonia, and intractable seizures. neuroradiological follow-up of patient 1 detected a diffuse hyperintensity on the t2 images at the basal ganglia which remained stable during a period of four years. patient 2, in contrast, showed a rapid process of cerebral, and in part, cerebellar atrophy. on the basis of our observations, we reviewed the data published in the literature and tried to delineate the natural history of ee, which appears to be characterized by a wide spectrum of severity in the clinical course. no reports on neuroradiological follow-up of ee patients are available in the literature with which to compare our data. finally, both patients showed a muscle cox deficiency. the pathogenetic implications of such a biochemical finding will be also discussed.',\n", + " 'cysticercosis is a common disease in developing countries. labial lesions produced by this parasitic infestation are rare. the most frequently involved oral locations are the tongue, labial or buccal mucosa, and mouth floor. we present here a case report of a 33-year-old-female patient from maharashtra, who reported to our department with a swelling in the left lower lip, which was diagnosed as cysticercosis on histpathological examination.',\n", + " 'leptomeningeal carcinomatosis (lm) is an infrequent yet morbid and often fatal complication of non-small cell lung cancer (nsclc). management of lm is multimodal, often involving systemic chemotherapy, radiotherapy, and a variety of symptom management maneuvers to address elevated intracranial pressure, pain, and mood changes that can accompany the disease. it is increasingly recognized that tumors with actionable mutations in nsclc, including epidermal growth factor receptor (egfr) mutations and anaplastic lymphoma kinase (alk) translocations, respond well to systemic therapy with tyrosine kinase inhibitors yet often progress in the central nervous system. more information is needed regarding the natural history and optimal management of lm in specific molecular subtypes of nsclc. this case report summarizes the management of a patient with alk-positive nsclc who developed lm while on targeted treatment with crizotinib within the context of current nccn clinical practice guidelines in oncology and recently published studies.',\n", + " 'overproduction of a vascular endothelial growth factor secreted by neoplastic cells in some plasma cell neoplasms is postulated to be responsible for the syndrome of polyneuropathy, organomegaly, endocrinopathy, monoclonal protein, and skin changes and the rarer syndrome of adenopathy and extensive skin patch overlying a plasmacytoma. the authors present a case of a 57-year-old man who presented with an erythematous left flank skin patch and subsequent discovery of an underlying 10th rib plasmacytoma with lambda light chain restriction. the tumor was strongly positive for cd31, a marker known to be involved in angiogenesis and cell adhesion. immunohistochemical studies were initially confounding and later shown to be due to the effects of decalcification procedures. the authors discuss the natural history of this unusual entity and the diagnostic challenges in evaluating this lesion. the authors finally postulate whether strong cd31 expression could be related to paraneoplastic phenomena associated with some plasma cell lesions.',\n", + " 'the diagnosis of acromegaly is suspected based on the typical clinical presentation and is subsequently confirmed biochemically by elevated gh and igf-i concentrations. we report three female patients with pituitary tumors who presented without any signs or symptoms of acromegaly but with elevated igf-i levels. plasma gh was measured every 10 min for 24 h, and an oral glucose tolerance test was performed. all patients had abnormally elevated mean and trough plasma gh levels as well as post-glucose nadir gh concentrations. all patients had magnetic resonance imaging scans revealing pituitary tumors and underwent transsphenoidal surgery. histologically, they had gh-producing pituitary tumors. plasma igf-i levels returned to normal in two patients after surgery. some pituitary adenomas are true gh-secreting tumors despite not being accompanied by obvious clinical stigmata of acromegaly. natural history of this disease is unknown because of the small number of reported patients and inconsistent results of biochemical testing. based on the results of this and previous reports, we propose that all patients with known pituitary tumors, especially younger women with normal or mildly elevated prolactin level, be evaluated for gh excess.',\n", + " 'mycobacterium tuberculosis contributed to the discovery of delayed-type hypersensitivity and cell-mediated immunity. however, the biochemical basis for the immunogenicity of the mycobacterial cell wall has until recently remained unknown. nucleotide-binding oligomerization domain-containing protein 2 (nod2) responds to bacterial peptidolycan-derived muramyl dipeptide (mdp). whereas most bacteria produce n-acetyl mdp, mycobacteria produce an unusual modified form of mdp, called n-glycolyl mdp. disruption of n-glycolyl mdp synthesis in mycobacteria greatly diminishes the contribution of nod2 to mycobacterial sensing. additionally, n-glycolyl mdp is more potent and efficacious than n-acetyl mdp at inducing innate responses and t cell-mediated immunity. the sensitivity of nod2 to the mycobacterial peptidoglycan may link the natural history of both innate and adaptive immunity to mycobacterial infection.',\n", + " 'temporal arteritis, also known more accurately as giant cell arteritis (gca), is a multisystem vasculitis of elderly people that involves large and medium-sized blood vessels with a particular predilection to the craniofacial branches of the carotid arteries, especially the temporal artery. symptoms include visual loss, headaches, fever, audiovestibular symptoms, and jaw claudication. otolaryngologists are consulted to care for these patients to confirm the diagnosis, to rule out other causes of face pain and headaches, to care for patients with audiovestibular manifestations of gca, and to perform temporal artery biopsies. consequently, it is important for consultants to understand the signs and symptoms and natural history of gca and the indications, technique, and complications of temporal artery biopsy. gca can appear with protean head and neck manifestations. otolaryngologists should be aware of these and understand the issues concerning maximizing the yield from temporal artery biopsies.',\n", + " \"cell-free dna for perinatal screening is a growing industry. non-invasive prenatal testing (nipt) is based on the premise that foetal dna is able to cross the placental barrier and enter the mother's circulation, where it can be examined for chromosomal abnormalities, such as trisomy 13, 18 or 21. such tests are expected to be widely used by pregnant women, with the annual market expected to surpass $1 billion. recently, a number of case reports have emerged in the haematology-oncology literature. the routine use of nipt has led to the discovery of maternal neoplasms. most writers have concluded that this is yet another benefit of the test; however, a closer examination of the cases reveals that this incidental detection may not improve patient outcomes. in some cases, early detection provides lead time bias, but does not change the ultimate clinical outcome, and in other cases, detection constitutes earlier knowledge of a cancer whose natural history cannot be altered. here, we explore in detail cases where cancer was incidentally discovered among women undergoing routine non-invasive pregnancy testing, and investigate whether or not these women were benefitted by the discovery.\",\n", + " 'in the past year, there has been at least one important clinical paper that sheds light on the character and natural history of painful chronic pancreatitis, which has important clinical implications. in addition, several novel mutations have been described in the cationic trypsinogen gene in patients with hereditary pancreatitis. the mechanism by which these mutations cause pancreatic disease remains speculative. the diagnosis of early chronic pancreatitis is controversial. a novel noninvasive pancreatic function test (measurement of postprandial apob-48) was reported but is unlikely to be a sensitive test of pancreatic function. pancreatic fibrosis is frequently seen in alcoholics without chronic pancreatitis, and this makes it difficult to interpret the findings on endoscopic ultrasonogram. recent studies highlight the difficulty in abolishing pancreatic steatorrhea. recently fibrosing colonopathy in adult patients has been reported. extracorporeal shockwave lithotripsy combined with endoscopic therapy failed to benefit patients with calcific chronic pancreatitis.',\n", + " \"trigeminal schwannomas represent between 0.07% and 0.36% of all intracranial tumors and 0.8% to 8% of intracranial schwannomas. selection of the appropriate management strategy requires an understanding of the tumor's natural history and treatment outcomes. this report describes the case of a 36-year-old male who presented with a three-month history of progressive headaches, dizziness, loss of balance, decreased sleep, and cognitive decline. magnetic resonance imaging revealed a large enhancing lesion centered around the left meckel's cave and extending into both the middle and the posterior fossa with obstructive hydrocephalus secondary to compression of the fourth ventricle. resection of the posterior fossa component of the tumor was performed in order to relieve the mass effect upon the brainstem without attempting a radical removal of the middle fossa component and a potential risk of further cognitive impairment. the pathological exam confirmed the diagnosis of a trigeminal schwannoma. the residual tumor showed progressive spontaneous volumetric shrinkage after a subtotal surgical resection. this case shows the value of a planned conservative surgery in complex schwannomas and highlights the challenges in interpreting the treatment responses in these benign tumors, whether approached surgically or with stereotactic radiation techniques.\",\n", + " 'during the past 20 years, targeted therapy based on the understanding of tumor biology has been complementing or even replacing cytotoxic agents that have dominated pharmacotherapy of cancer since the conception of medical oncology. unfortunately, the fact that targeted therapies with potential to induce cure or at least substantially prolong survival are still not available for many common solid tumors results in skepticism or even nihilism. on the one hand, biomarker research is not keeping pace with the introduction of new agents, while on the other hand, effective drugs are still not available for many potential molecular targets associated with malignant transformation and tumor progression. however, targeted therapies have already transformed the natural history and clinical outcomes not only in patients with rare malignancies like gastrointestinal stromal tumor but also with many common tumors, e.g. breast cancer, malignant melanoma, non-small cell lung cancer or renal cell carcinoma. for further advances, a multidisciplinary effort is indispensible that should, above all, involve the collaboration of medical oncology and laboratory medicine.',\n", + " 'tuberculosis (tb) programs must invest in a variety of tb specific activities in order to reach ambitious global targets. uncertainty exists surrounding the potential impact of each of these activities. the objective of our study was to model different interventions and quantify their impact on epidemiologic outcomes and costs from the health system perspective. decision analysis was used to define the tb patient trajectory within the health system of three different countries. we considered up to seven different interventions that could affect either the natural history of tb, or patient trajectories within the health system. the expected impact of interventions were derived from published studies where possible. epidemiologic outcomes and associated health system costs were projected for each scenario. with no specific intervention, tb related death rates are high and less than 10% of the population starts on correct treatment. interventions that either prevent cases or affect all patients with tb disease early in their trajectory are expected to have the biggest impact, regardless of underlying epidemiologic characteristics of the setting. in settings with a private sector, improving diagnosis and appropriate treatment across all sectors is expected to have a major impact on outcomes. in all settings, the greatest benefit will come from early diagnosis of all forms of tb. once this has been achieved more specific interventions, such as those targeting hiv, drug resistance or the private sector can be integrated to increase impact.',\n", + " 'the arrival of biologics, in particular anti-tumor necrosis facteur (tnf), at the end of the nineties, revolutionnized treatment of inflammatory bowel diseases. concomitantly, immunosuppressants (thiopurines, methotrexate) are used more widely and earlier in the disease course. infliximab and adalimumab are very effective in more than two-thirds of patients, including those with fistula. this efficacy is long lasting in one-third of patients. main side-effects of anti-tnf are opportunistic infections (intracellular bacteria) which should be prevented and diagnosed early. anti-tnf are safe in the long-term, however, there is a particular concern regarding the risk of hepatosplenic t cell lymphomas in young men receiving bitherapy with thiopurine and anti-tnf. the old strategy of adapting the therapeutic response to severity of symptoms and disease activity has no impact on natural history of the disease and should be abandoned. most authors now favour an aggressive therapeutic approach in selected patients, before they develop irreversible anatomic lesions. this new strategy may change natural history and will become safer with a better knowledge of side-effects of immunosuppressants and biologics and how to prevent them. moreover development of new therapeutic agents may permit to avoid surgery in patients who do not respond to therapy.',\n", + " 'trevor disease (dysplasia epiphysealis hemimelica [deh]) is a rare, intra-articular anomaly of cartilaginous overgrowth of the epiphysis. the usual presentation is on 1 side of the body and on 1 side of the epiphysis. the natural history of this disease is not clear because the lesions often are treated during childhood. additionally, hip involvement is relatively uncommon; to our knowledge, total hip arthroplasty in a patient with deh has not been reported previously. our patient presented with previously untreated deh of the hip joint, which had developed into a very unusual shape. he was treated with a total hip arthroplasty and had satisfactory functioning 2.5 years postsurgery. untreated deh of the hip can lead to a very misshapen hip with a deformed femoral head and loss of the shape of the acetabulum, as well as stiffness due to an unusual shape and osteoarthritic changes. a total hip arthroplasty can give satisfactory functional results.',\n", + " 'nephrology has conducted few high-quality clinical trials, and the trials that have been conducted have not resulted in the approval of new treatments for primary or inflammatory glomerular diseases. there are overarching process issues that affect the conduct of all clinical trials, but there are also some specialty-specific issues. within nephrology, primary glomerular diseases are rare, making adequate recruitment for meaningful trials difficult. nephrologists need better ways, beyond histopathology, to phenotype patients with glomerular diseases and stratify the risk for progression to esrd. rigorous trial design is needed for the testing of new therapies, where most patients with glomerular diseases are offered the opportunity to enroll in a clinical trial if standard therapies have failed or are lacking. training programs to develop a core group of kidney specialists with expertise in the design and implementation of clinical trials are also needed. registries of patients with glomerular disease and observational studies can aid in the ability to determine realistic estimates of disease prevalence and inform trial design through a better understanding of the natural history of disease. some proposed changes to the common rule, the federal regulations governing the ethical conduct of research involving humans, and the emerging use of electronic health records may facilitate the efficiency of initiating multicenter clinical trials. collaborations among academia, government scientific and regulatory agencies, industry, foundations, and patient advocacy groups can accelerate therapeutic development for these complex diseases.',\n", + " \"there is considerable phenotypic variation in wilson's disease (wd). some patients present with hepatic disease during the first decade of life and some with neurological degeneration in adolescence or adult life, with or without overt liver disease. although the absence of neurologic disease in patients with liver disease in childhood or adolescence can be explained by the limited time exposure of the central nervous system to copper toxicity, it is surprising that late-onset neurologic wd can occur without any evidence of liver involvement. this huge variability in the clinical presentation of wd in general reflects our limited knowledge on the natural history of wd. genetic association studies require the phenotype to be defined as accurately as possible.\",\n", + " 'most genetically engineered mouse (gem) models for colon cancer are based on tissuewide or germline gene modification, resulting in tumors predominantly of the small intestine. several of these models involve modification of the adenomatous polyposis coli (apc) gene and are excellent models for familial cancer predisposition syndromes. we have developed a stochastic somatic mutation model for sporadic colon cancer that presents with isolated primary tumors in the distal colon and recapitulates the entire adenoma-carcinoma-metastasis axis seen in human colon cancer. using this model, we have analyzed tumors that are either solely mutant in the apc gene or in combination with another colon cancer-associated mutant gene, the kras g12d allele. because of the restricted location in the distal colon, the natural history of the tumors can be analyzed by serial colonoscopy. as the mammalian target of rapamycin (mtor) pathway is a critical component of the complex signaling network in colon cancer, we used this model to assess the efficacy of mtor blockade through rapamycin treatment of mice with established tumors. after treatment, apc mutant tumors were more than 80% smaller than control tumors. however, tumors that possessed both apc and kras mutations did not respond to rapamycin treatment. these studies suggest that mtor inhibitors should be further explored as potential colorectal cancer therapies in patients whose tumors do not have activating mutations in kras.',\n", + " \"langerhans cell histiocytosis (lch) is a disorder of immature lch cells, eosinophils, macrophages, lymphocytes, and multinucleated giant cells. eosinophilic granuloma (eg) is a focal form of lch that presents mostly in the skull, femur, vertebrae, pelvis, mandible, and ribs. intracranial presentation of eg is very rare in the literature. a 17-year-old boy visited our clinic with headache, dizziness, and tinnitus that were present for 2 months. brain mri depicted a lesion at the right cerebellopontine angle. the lesion was hypointense on t1-weighted and hyperintense on t2-weighted brain mr images. the lesion enhanced homogenously after i.v. contrast material administration. pre-operative diagnoses were vestibular schwannoma and meningioma. surgery was planned. retrosigmoid approach was preferred in the surgery. the lesion was excised partially. pathological analysis depicted cell infiltration composed of eosinophils besides histiocytes, plasma cells, and lymphocytes in different amounts. cd1a was positive yet s100 was negative. final diagnosis was eosinophilic granuloma. post-operative course was uneventful. the patient was referred to pediatric oncology unit, and steroid therapy was initiated. post-operative follow-up brain mris showed that the lesion had regressed further than immediate post-operative images by only steroid use. in long-term follow-up, new lesions appeared on the patient's skin in multiple locations and in the sclera of his left eye. at the last follow-up (3 years post-operatively) skin and scleral lesions were noticed to have regressed spontaneously and the intracranial structures were tumor free. to the best of our knowledge, eg at the cerebellopontine angle has not been presented in the literature. what makes our case further unique is its negativity for s-100 antigen. eosinophilic granuloma should be kept in differential diagnosis of mass lesions presented at the cerebellopontine angle, especially in children and young adults with high eosinophils and lymphocytes in their peripheral blood. sole steroid trials could be conveyed in suspicious cases before any further intervention. if the lesions do not regress or enlarge with time, surgery should be considered. however, long-term follow-up of these patients is necessary since natural history of the disease has not been defined, yet.\",\n", + " \"to estimate the number and percentage of cases with zika diagnosis at a hospital in portoviejo, manabí, ecuador. this was a hospital-based, retrospective, observational, descriptive, cross-sectional study conducted at the dr. verdi cevallos balda hospital from january - august 2016. a secondary analysis of a database was performed to estimate the number and percentage of patients positive for zika virus, by sex, age group, ethnicity, and type of medical care. prevalence and odds ratios with 95% confidence intervals were calculated using the mantel and haenszel method. laboratory diagnostics included assays for the detection of zika, chikungunya, dengue, and others. in all, 467 suspected cases of zika were identified based on clinical criteria. of these, 148 cases (31.7%) were confirmed by detection of zikv rna. the peak of the outbreak was documented in may - july 2016 during the rainy season, following the earthquake of april 2016. the adjusted odds ratios indicated that zika virus was less likely in men and in subjects < 20 years of age. most of the infected pregnant women (61%) were in the second trimester of pregnancy. no cases of microcephaly were reported. because zika was more likely to occur among women and those ≥ 20 years of age, surveillance of these groups is imperative to avoid transmission to newborns. future studies that address the research gap and inform the country's zika control efforts are recommended.\",\n", + " 'brown syndrome is characterized by restricted elevation in adduction. congenital brown syndrome usually is diagnosed during early childhood. it is believed to be caused by an abnormality of the superior oblique tendon as it passes through the trochlea. the natural history of brown syndrome is poorly characterized. many patients with congenital brown syndrome undergo strabismus surgery during childhood in an attempt to correct the problem surgically. this report describes spontaneous regression of congenital brown syndrome in an adult.',\n", + " 'fontan-associated liver disease is a hepatic disorder arising from hemodynamic changes and systemic venous congestion following fontan surgery. the histological changes produced in the liver are similar but not equivalent to those seen in other forms of cardiac liver disease. while the natural history of this form of liver disease is not well established, over time many fontan patients develop portal hypertension-related complications such as ascites, variceal hemorrhage or encephalopathy. fontan survivors also show an increased risk of hepatocellular carcinoma. early diagnosis of advanced liver disease is mandatory for the prevention and treatment of complications such as hepatocellular carcinoma, esophageal varices and malnutrition. this review updates current knowledge of the pathophysiology and management of fontan-associated liver disease including new diagnostic methods and treatments.',\n", + " 'atypical hemolytic uremic syndrome (ahus) is usually characterized by uncontrolled complement activation. the recent discovery of loss-of-function mutations in dgke in patients with ahus and normal complement levels challenged this observation. dgke, encoding diacylglycerol kinase-ϵ, has not been implicated in the complement cascade but hypothetically leads to a prothrombotic state. the discovery of this novel mechanism has potential implications for the treatment of infants with ahus, who are increasingly treated with complement blocking agents. in this study, we used homozygosity mapping and whole-exome sequencing to identify a novel truncating mutation in dgke (p.k101x) in a consanguineous family with patients affected by thrombotic microangiopathy characterized by significant serum complement activation and consumption of the complement fraction c3. aggressive plasma infusion therapy controlled systemic symptoms and prevented renal failure, suggesting that this treatment can significantly affect the natural history of this aggressive disease. our study expands the clinical phenotypes associated with mutations in dgke and challenges the benefits of complement blockade treatment in such patients. mechanistic studies of dgke and ahus are, therefore, essential to the design of appropriate therapeutic strategies in patients with dgke mutations. ',\n", + " \"the association between medical, social, and nutritional factors and iron deficiency anemia was examined in adult women who had tested positive for human immunodeficiency virus (hiv) and were living in the greater vancouver area. this was a cross-sectional observational study of 102 hiv-positive women, aged 19 or older, who were patients of one of three chosen community health clinics in vancouver, british columbia. information on usual dietary intake and other nutrition-related factors was collected with a short diet survey, while medical information and laboratory data were obtained from each participant's medical chart. of the predictors studied, a cd4 cell count below 200 cells/µl, a regular menstrual pattern, and african ethnicity were associated with an increased risk of iron deficiency anemia. dietary intake was not independently associated with iron status. iron deficiency anemia in hiv-positive women has multifactorial and complicated causation, but is strongly associated with poorer immune status and greater menstrual losses. health disparities in aboriginal and african women may lead to a higher risk for iron deficiency anemia. routine screening and ongoing nutrition education are necessary for the prevention and management of iron deficiency anemia. further research into factors associated with iron deficiency anemia is essential to improve prevention and management efforts.\",\n", + " 'background: german authorities reimburse migraine prevention with erenumab only in patients who previously did not have therapeutic success with at least five oral prophylactics or have contraindications to such. in this real-world analysis, we assessed treatment response to erenumab in patients with chronic migraine (cm) who failed five oral prophylactics and, in addition, onabotulinumtoxina (bonta). methods: we analyzed retrospective data of 139 cm patients with at least one injection of erenumab from two german headache centers. patients previously did not respond sufficiently or had contraindications to ϲ-blockers, flunarizine, topiramate, amitriptyline, valproate, and bonta. primary endpoint of this analysis was the mean change in monthly headache days from the 4-weeks baseline period over the course of a 12-weeks erenumab therapy. secondary endpoints were changes in monthly migraine days, days with severe headache, days with acute headache medication, and triptan intake in the treatment period. results: erenumab (starting dose 70 mg) led to a reduction of -3.7 (95% ci 2.4-5.1) monthly headache days after the first treatment and -4.7 (95% ci 2.9-6.5) after three treatment cycles (p < 0.001 for both). all secondary endpoint parameters were reduced over time. half of patients (51.11%) had a >30% reduction of monthly headache days in weeks 9-12. only 4.3% of the patients terminated erenumab treatment due to side effects. conclusion: in this treatment-refractory cm population, erenumab showed efficacy in a real-world setting similar to data from clinical trials. tolerability was good, and no safety issues emerged. erenumabis is a treatment option for cm patients who failed all first-line preventives in addition to bonta.',\n", + " 'glecaprevir/pibrentasvir (g/p) is a combination of direct-acting antiviral agents that is an approved treatment for chronic infections by all six hepatitis c virus (hcv) genotypes. however, there are limited data on the effect of g/p in korean patients in actual real-world settings. we evaluated the real-life effectiveness and safety of g/p at a single institution in korea. this retrospective, observational, cohort study used sustained virologic response at 12 weeks after treatment completion (svr12) as the primary effectiveness endpoint. safety and tolerability were also determined. we examined 267 individuals who received g/p for chronic hcv infections. there were 148 females (55.4%), and the overall median age was 63.0 years (range, 25 to 87 years). eighty-three patients (31.1%) had hcv genotype-1 and 182 (68.2%) had hcv-2. a total of 212 patients (79.4%) were hcv treatment-naÿve, 200 (74.9%) received the 8-week treatment, 13 (4.9%) had received prior treatment for hepatocellular carcinoma, 37 (13.7%) had chronic kidney disease stage 3 or higher, and 10 (3.7%) were receiving dialysis. intention to treat (itt) analysis indicated that 256 (95.9%) achieved svr12. a modified itt analysis indicated that svr12 was 97.7% (256/262). six patients failed therapy because of posttreatment relapse. svr12 was significantly lower in those who received prior sofosbuvir treatment (p=0.002) and those with detectable hcv rna at week 4 (p=0.027). seventy patients (26.2%) experienced one or more adverse events, and most of them were mild. these real-life data indicated that g/p treatment was highly effective and well tolerated, regardless of viral genotype or patient comorbidities.',\n", + " 'coarctation of the aorta (coa) is associated with left ventricular (lv) dysfunction in neonates and adults. cardiac structure and function in fetal coa and cardiac adaptation to early neonatal life have not been described. we aimed to investigate the presence of cardiovascular structural remodeling and dysfunction in fetuses with coa and their early postnatal cardiac adaptation. this was a prospective observational case-control study, conducted between 2011 and 2018 in a single tertiary referral center, of fetuses with coa and gestational age-matched normal controls. all fetuses/neonates underwent comprehensive echocardiographic evaluation in the third trimester of pregnancy and after birth. additionally, myocardial microstructure was assessed in one fetal and one neonatal coa-affected heart specimen, using synchrotron radiation-based x-ray phase-contrast microcomputed tomography and histology, respectively. we included 30 fetuses with coa and 60 gestational age-matched controls. of these, 20 coa neonates and 44 controls were also evaluated postnatally. fetuses with coa showed significant left-to-right volume redistribution, with right ventricular (rv) size and output dominance and significant geometry alterations with an abnormally elongated lv, compared with controls (lv midventricular sphericity index (median (interquartile range; iqr), 2.4 (2.0-2.7) vs 1.8 (1.7-2.0); p⊉<⊉0.001). biventricular function was preserved and no ventricular hypertrophy was observed. synchrotron tomography and histological assessment revealed normal myocyte organization in the fetal and neonatal specimens, respectively. postnatally, the lv in coa cases showed prompt remodeling, becoming more globular (lv midventricular sphericity index (mean⊉±⊉sd), 1.5⊉±⊉0.3 in coa vs 1.8⊉±⊉0.2 in controls; p⊉<⊉0.001) with preserved systolic and normalized output, but altered diastolic, parameters compared with controls (lv inflow peak velocity in early diastole (mean⊉±⊉sd), 97.8⊉±⊉14.5 vs 56.5⊉±⊉12.9⊉cm/s; lv inflow peak velocity in atrial contraction (median (iqr), 70.5 (60.1-84.9) vs 47.0 (43.0-55.0) cm/s; lv peak myocardial velocity in atrial contraction (mean⊉±⊉sd), 5.1⊉±⊉2.6 vs 6.3⊉±⊉2.2⊉cm/s; p⊉<⊉0.05). the neonatal rv showed increased longitudinal function in the presence of a patent arterial duct. our results suggest unique fetal cardiac remodeling in coa, in which the lv stays smaller from the decreased growth stimulus of reduced volume load. postnatally, the lv is acutely volume-loaded, resulting in an overall geometry change with higher filling velocities and preserved systolic function. these findings improve our understanding of the evolution of coa from fetal to neonatal life. copyright © 2020 isuog. published by john wiley & sons ltd.',\n", + " 'nowadays, guidelines for the management of hbv infection in italy, recommend using vaccines but the screening test among non-vaccinated people is useful to detect people that have a clear presence of the virus without symptoms of the disease. thanks to the screening test, people infected with hbv are administered traditional therapy in order to stop the progression to cirrhosis, liver failure and hepatocellular carcinoma (hcc). these diseases cause the decrease of qol and cause a high consumption of resources for the health system. the aim of this study is to evaluate the cost-effectiveness of a strategy (test strategy) involving the administration of the screening test to patients at risk and the treatment of the infected according to the protocol therapy. this programme is compared with a strategy (no test strategy) which does not include a screening and treats patients affected by cirrhosis or hcc. we created a markov model following the natural history of the disease and considering the antigen hbeag to evaluate the cost effectiveness of the test strategy. the analysis was carried out considering a third-party payer perspective. the time horizon considered was 40 cycles of one year. patients who resulted positive to the test were administered either interferon treatment; or lamivudine or adefovir or entecavir or tenofovir, consistently with the italian guidelines. treatments were administered to patients included in the no-test arm after cirrhosis symptoms or hcc. the results of the base case analysis show that patients following the test strategy compared with patients of the no-test approach cost ⍬17,179/qaly. the monte carlo simulation based on a probabilistic sensitivity analysis points out that in 95% of the scenarios assumed, the cost per qaly would be under a hypothetical threshold of ⍬40,000 which is the amount that international guidelines for decision makers are likely to consider sustainable for a health system. in conclusion, anti-hbv test to all high-risk categories should be highly recommended.',\n", + " 'clinicians often utilize off-label dose escalation of ustekinumab (ust) in crohn\\'s disease (cd) patients with disease refractory to standard dosing. previous studies report mixed results with dose escalation of ust. a retrospective observational study of 143 adult patients with cd receiving ust over a 33-month time period was conducted. patients receiving ust at standard dosage for a minimum of 16⊉weeks were included in the analysis. primary outcomes collected were clinical response [physician global assessment score (pga) by⊉>1] and remission (pga⊉=⊉0). changes in clinical parameters were calculated for dose-escalated patients beginning with the time of dose switch (~42⊉weeks) and compared with a group of patients who were classified as \"failing\" standard dosing at 42⊉weeks who were not dose escalated. dose escalation improved pga by 0.47⊉±⊉0.19 compared with patients remaining on every 8 weeks dosing (q8 week), who worsened by 0.23⊉±⊉0.23 (p⊉<⊉0.05). dose escalation decreased crp 0.33⊉±⊉0.19⊉mg/l and increased serum albumin 0.23⊉±⊉0.06⊉g/dl (p⊉<⊉0.05). surprisingly, disease duration and prior cd surgeries inversely correlated with the need for dose escalation. our results support ust q4 week dose escalation for selected cd patients who fail to achieve remission on standard q8 week dosing. dose escalation improves clinical outcomes, prevents worsening disease severity, and positively impacts crp and albumin levels. together these data indicate that clinicians should attempt q4 week ust dosing in refractory cd patients before switching to an alternative class of biologic therapy.',\n", + " 'to determine the natural history of imaging findings seen on magnetic resonance imaging (mri) of hepatocellular carcinoma (hcc) treated with stereotactic body radiation therapy (sbrt). although arterial hyperenhancement is a key feature of untreated hcc, our clinical experience suggested that tumors that never progressed could still show hyperenhancement. therefore, we undertook a systematic study to test the hypothesis that persistent arterial phase hyperenhancement (aphe) after sbrt is an expected finding that does not suggest failure of treatment. one hundred forty-six patients undergoing sbrt for hcc between january 1, 2007, and december 31, 2015, were screened retrospectively using an institutional review board-approved prospectively maintained registry. inclusion criteria were (1) hcc treated with sbrt, (2) multiphasic mri ≤3 months before sbrt, (3) up to 1 year of follow-up mri post-sbrt, and (4) cirrhosis. the exclusion criterion was ≤3 months of locoregional therapy to the liver segment containing the sbrt-treated hcc. pre- and post-sbrt mri from up to 3 years were analyzed in consensus by independent pairs of subspecialty-trained radiologists to determine the temporal evolution of major features for hcc and imaging findings in off-target parenchyma. sixty-two patients with 67 hccs (organ procurement and transplantation network imaging criteria [optn] 5a [n = 26], optn 5b [n = 28], optn 5x [n = 7]; liver imaging reporting data system [li-rad]-m [n = 4] and lirads-4 [n = 2]) were studied. tumor size either decreased (66% [44 of 67]) or remained unchanged (34% [23 of 67]) within the first 12 months. post-sbrt aphe was common (58% [39 of 67]). when graded using modified response evaluation criteria in solid tumors at 3 to 6 months, 25% (17 of 67) met criteria for complete response and 75% (50 of 67) met criteria for stable disease. sbrt is an effective locoregional treatment option for hcc. persistent aphe is common and does not necessarily indicate viable neoplasm; thus, standard response assessment such as modified response evaluation criteria should be used with caution, particularly in the early phases after sbrt therapy.',\n", + " 'background: exposures to bromethalin rodenticides have increased since restrictions were placed on long acting anticoagulant rodenticide (laar) registrations in 2008. bromethalin works, in part, by uncoupling mitochondrial oxidative phosphorylation. toxicity in humans is not well characterized and no antidote is available. methods: this retrospective observational study analyzed data from the national poison data system (npds). the data set was derived from single substance bromethalin ingestions followed to a known medical outcome that were reported to us poison centers from 01/01/2008 to 12/31/2017. results: there were 2674 bromethalin exposures in the npds database that met inclusion criteria. of these exposures 2227 (83.28%) were pediatric, aged 16 days-12 years. within this population, no effects were seen in 2143 (96.38%) of the exposures, 74 (3.32%) had minor effects, and 10 (0.45%) had moderate effects. no major clinical effects or deaths occurred in pediatric patients, although one patient with a major effect was of unknown age. exposures in patients >12 years encompassed 391 patients aged 13-94 years. no effect was seen amongst 257 (65.73%) of the patients, 100 (25.58%) had minor effects, 23 (5.88%) had moderate effects, nine (2.30%) had major effects, and two (0.51%) patients died. intentional ingestions among these patients accounted for one (0.25%) death and four (1.02%) major effects. case details of the intentional ingestion death suggest the possibility of a miscoded long acting coagulant rodenticide. conclusions: no major effects or deaths were seen in pediatric exposures. a majority of the possible bromethalin exposures involving adults reported to poison centers resulted in minor or no effects, though seizures, death and one questionable case of coagulopathy were documented. this dataset suffers from its retrospective nature, reliance on caller information, selection bias, information bias, and miscoding. it is possible that one or both deaths attributed to bromethalin exposure were not actually due to bromethalin.',\n", + " \"a limited number of publications correlate bidimensional shear-wave elastography (2-d swe) and stages of liver fibrosis in children. to correlate liver elastography values using 2-d swe and liver biopsy classified by knodell-ishak score to evaluate fibrosis in pediatric patients with liver disease, and to propose values of 2-d swe (kpa) correlating with knodell-ishak score, which have not been defined in the literature. we conducted a prospective cross-sectional observational study on the performance of diagnostic tests. between june 2016 and june 2018, elastography was performed in 213 children and young adults who had undergone liver biopsy. b mode, doppler and 2-d swe were performed using an aixplorer (supersonic imagine, aix-en-provence, france). histology samples were classified using the knodell-ishak score. we evaluated performance by assessing sensitivity, specificity, positive predictive value and negative predictive value. to determine cut-off points for the continuous variables, we used receiver operating characteristic (roc) curves. all the cutoff values we established apply only to the supersonic aixplorer system. measurement with 2-d swe was successful, with a good correlation with fibrosis stage. the area under the curve (auc) to differentiate between early (stages 1-2) and moderate (stages 3-4) fibrosis was 0.91 (95% confidence interval [ci]: 0.87-0.96), with a sensitivity of 92% and specificity of 86%, with a cutoff value 12 kpa (2 m/s). the auc of severe fibrosis (early stages of cirrhosis; stage 5) was 0.95 (95% ci: 0.92-0.97), with a sensitivity of 94% and specificity of 90%, with a cutoff value 18.5 kpa (2.48 m/s). in two patients with hematopoietic stem cell transplantation and suspicion of graft versus host disease we found high 2-d swe values in correlation with the fibrosis stages (stage 0 with a median of 13 kpa [2.08 m/s] with hemosiderosis grade 2 in one child and stage 2 with a median of 46 kpa [3.91 m/s] and hemosiderosis grade 4 in the other). our study shows the usefulness and accuracy of 2-d swe for detecting liver fibrosis in pediatric patients. we propose reference values for knodell-ishak stages 1 and 5. we found hemosiderosis as a possible confounding factor that hasn't been described with 2-d swe.\",\n", + " 'to assess the long-term safety of discontinuation of secondary anti-pneumocystis prophylaxis in hiv-infected adults treated with antiretroviral combination therapy and who have a sustained increase in cd4 cell counts. prospective observational multicentre study. the incidence of p. jirovecii pneumonia after discontinuation of secondary prophylaxis was studied in 78 hiv-infected patients on antiretroviral combination therapy after they experienced a sustained increase in cd4 cell counts to at least 200 x 10(6) cells/l and 14% of total lymphocytes measured twice at least 12 weeks apart. secondary prophylaxis was discontinued at a median cd4 cell count of 380 x 10(6) cells/l. the median follow-up period after discontinuation of secondary prophylaxis was 40.2 months, yielding a total of 235 person-years of follow-up. no cases of recurrent p. jirovecii pneumonia occurred during this period. the incidence was thus 0 per 100 person-years with a 95% upper of confidence limit of 1.3 cases per 100 patient-years. discontinuation of secondary prophylaxis against p. jirovecii pneumonia is safe even in the long term in patients who have a sustained immunologic response on antiretroviral combination therapy.',\n", + " \"we report an observational study to evaluate the efficacy and tolerability of duloxetine for interstitial cystitis. a total of 48 women were prospectively treated for 2 months following an uptitration protocol to the target dose of 2 x 40 mg duloxetine per day. patients received the target dose for 5 weeks. the efficacy of duloxetine treatment was assessed at week 8. the primary end point was a change in the overall well-being evaluated by a patient reported global response assessment. secondary end points were changes in pain and urgency (visual analog scales), frequency and functional bladder capacity (48-hour voiding log), and changes in overall symptom severity (o'leary-sant index). there were 5 patients (10.4%) who were identified as responders and 17 patients (35.4%) who dropped out of the study exclusively due to side effects, with nausea present in all dropouts. no severe adverse events were reported. all 5 responders reported onset of symptom improvement but not until they had reached the target dose. regarding secondary outcome parameters, duloxetine treatment did not result in statistically significant improvement of symptoms. maximum urinary flow rate and residual volume were influenced more prominently in patients at the target dose, however, the changes did not appear to be clinically meaningful. treatment of interstitial cystitis with duloxetine did not result in significant improvement of symptoms. the drug administration was safe but the tolerability of the drug was poor mainly due to nausea occurring with the starting dose of 20 mg per day. based on the preliminary data of this observational trial we currently cannot recommend duloxetine as a therapeutic approach for interstitial cystitis.\",\n", + " 'to assess long-term safety and efficacy of stiripentol as an antiepileptic medication for people with dravet syndrome. a prospective, observational open-label study (2003-2015) of the efficacy and long-term safety of stiripentol in patients with dravet syndrome and ongoing seizures. frequency of generalized tonic-clonic seizures, focal seizures, status epilepticus, and adverse events were recorded. forty-one patients started stiripentol, with median age at enrolment 5 years 7 months (range 11mo-22y) and median duration of treatment 37 months (range 2-141mo). twenty out of 41 patients had greater than or equal to 50% long-term reduction in frequency of generalized tonic-clonic seizures. frequency of focal seizures was decreased by greater than or equal to 50% in 11 out of 23 patients over the long-term. frequency of status epilepticus was decreased by 50% or more in 11 out of 26 patients. the most common adverse events were anorexia, weight loss, sedation, and behavioural changes. one patient had worsening of absence and myoclonic seizures. another developed recurrent pancreatitis on concurrent valproate. stiripentol improves long-term seizure frequency in approximately 50% of patients with dravet syndrome, when used as part of unrestricted polytherapy. long-term use appears safe. in more than 40% of patients, episodes of status epilepticus markedly decrease after stiripentol initiation. what this paper adds frequency of status epilepticus is reduced in 40% of patients with dravet syndrome after stiripentol initiation. stiripentol is effective for generalized tonic-clonic and focal seizures. stiripentol can be safely used with a range of antiepileptic drugs.',\n", + " 'alpha 1 antitrypsin deficiency (at) is an autosomal recessive disease associated with chronic liver disease in adults and children and emphysema in adults. the disease is one of the most common inherited disorders of the caucasian population of north europe and north america and is the most common genetic reason for pediatric orthotopic liver transplantation (oltx), although it is a rare indication in adults. the natural history of the disease is unpredictable and the pathogenesis of the liver injury unclear. thirty-five patients with histologically apparent alpha 1 at accumulation in the liver (22 adults, 13 children) have been transplanted in this center. clinical features were correlated with the pretransplant phenotype, serum alpha 1 antitrypsin levels and potential precipitating factors. all children were pizz homozygotes, most of whom had presented with neonatal hepatitis. the majority of adult patients were heterozygotes presenting with portal hypertension and liver cirrhosis. current one-year posttransplant survival figures are 73% for adults and 87.5% for children. replacement of the cirrhotic liver results in acquisition of the donor phenotype, a rise in serum levels of alpha 1 antitrypsin, and apparent prevention of associated disease.',\n", + " 'prior longitudinal observational studies have examined the practice patterns and outcomes of anaemia management, including the use of erythropoiesis-stimulating agents (esas). several dimensions of effectiveness remain unaddressed; especially considering the revised esa label (target hb levels between 10 and 12 g/dl), the recently published treat study, and the european approval of the first esa biosimilar (hx575). anecdotal evidence suggests that patient outcomes are influenced by physician-related variables and whether anaemia management is congruent with practice guidelines, but this has not been studied systematically. monitor-ckd5 is an international, prospective, observational, pharmacoepidemiological study evaluating the multi-level factors and outcomes of treatment with hx575 for renal anaemia in haemodialysis patients. driven by a novel, integrated, multi-focal framework for post-approval observational studies, it examines determinants of response at both the patient and the physician level; integrates an advocated statistical methodology here to fore used mainly in the social and behavioural sciences; assesses factors potentially predictive of a poor treatment response; and evaluates the extent to which treatment is congruent with evidence-based guidelines, good practice evidence, and the revised esa label. this pan-european study will recruit at least 1,000 patients from a minimum of 75 centres, and follow them for up to 24 months following initiation of anaemia management with biosimilar epoetin alfa. monitor-ckd5 will not only study the core issues addressed by prior observational studies but also aims to take knowledge discovery a step further by assessing outcomes across varying cohorts of patients, and examining the impact of evidence-based practice on clinical outcomes, differentiating, in the process, between physician-level and patient-level determinants. ',\n", + " 'idiosyncratic drug-induced liver injury (dili) caused by xenobiotics (drugs, herbals and dietary supplements) is an uncommon cause of liver disease presenting with a wide range of phenotypes and disease severity, acute hepatitis mimicking viral hepatitis to autoimmune hepatitis, steatosis, fibrosis or rare chronic vascular syndromes. disease severity ranges from asymptomatic liver test abnormalities to acute liver failure. dili has been traditionally classified in predictable or intrinsic (dose-related) or unpredictable (not dose-related) mechanisms. few prospective studies are assessing the real prevalence and incidence of hepatotoxicity in the general population. dili registries represent useful networks used for the study of liver toxicity, aimed at improving the understanding of causes, phenotypes, natural history, and standardized definitions of hepatotoxicity. although most of the registries do not carry out population-based studies, they may provide important data related to the prevalence of dili, and also may be useful to compare features from different countries. with the support of the spanish registry of hepatotoxicity, our latin american registry (latindili) was created in 2011, and more than 350 dili patients have been recruited to date. this position paper describes the more frequent drugs and herbs-induced dili in latin america, mainly focusing on several features of responsible medicaments. also, we highlighted the most critical points on the management of hepatotoxicity in general and those based on findings from our latin american experience in particular.',\n", + " 'if blood products are not available, current military guidelines recommend a hetastarch bolus (hex, hextend 6% hetastarch in lactated electrolyte buffer, www. hospira.com) for initial treatment of hypovolemic shock in the field. we previously reported that a hex bolus plus standard of care (soc = crystalloid plus blood products) was safe during initial resuscitation in 1714 trauma patients. this study tests the hypothesis that hex+soc is more effective than soc alone for volume expansion in trauma patients requiring urgent operation. from july 2009 to august 2010, the records from all adults who required emergency surgery within 4 hours of admission were screened for a retrospective cohort observational study. burns, and those with primary neurosurgical or orthopedic indications, were excluded. the study population was comprised of 281 patients with blunt (n = 72) or penetrating (n = 209) trauma; 141 received soc and 140 received soc+hex in the emergency room only (er, n = 81) or the er and operating room (or, n = 59). each case was reviewed with waiver of consent. after penetrating injury, with soc, the injury severity score was 17 and mortality was 12%; the corresponding values in the hex(er) and hex(or) groups were 19?21 and 8%, but these apparent differences did not reach significance. however, in patients receiving hex, initial heart rate was higher, base deficit was lower, and hematocrit was lower (consistent with relative hypovolemia), even though blood product requirements were reduced, and urine output was greater (all p < 0.05). these effects were absent in patients with blunt trauma. platelet consumption was higher with hex after either penetrating (p = 0.004) or blunt trauma (p = 0.045), but coagulation tests were unchanged. hex is safe for initial resuscitation in young patients who required urgent operation after penetrating trauma, but there was no apparent effect after blunt trauma. a bolus of hex reduced transfusion requirements without inducing coagulopathy or causing renal dysfunction, but a randomized controlled trial is necessary to eliminate the possibility of selection bias.',\n", + " \"peripheral t-cell lymphomas (ptcl) are a heterogeneous group of non-hodgkin's lymphomas with poor clinical outcomes. pralatrexate showed efficacy and safety in recurrent or refractory ptcls. the purpose or this study was to investigate the efficacy and safety of pralatrexate in relapsed or refractory ptcls in real-world practice. this was an observational, multicenter, retrospective analysis. between december 2012 and december 2016, a total of 38 patients with relapsed or refractory ptcls were treated with pralatrexate at 10 tertiary hospitals in korea. patients received an intravenous infusion of pralatrexate at a dose of 30⊉mg/m2/week for 6 weeks on a 7-week schedule. modified dosing and/or scheduling was allowed according to institutional protocols. median patient age was 58 years (range, 29-80 years) and the most common subtype was peripheral t-cell lymphoma, not otherwise specified (n⊉=⊉23, 60.5%). the median dosage of pralatrexate per administration was 25.6⊉mg/m2/wk (range, 15.0-33.0⊉mg/m2/wk). in intention-to-treat analysis, 3 patients (7.9%) showed a complete response and 5 patients (13.2%) showed a partial response, resulting in an overall response rate (orr) of 21.1%. the median duration of response was 7.6 months (range, 1.6-24.3 months). the median progression-free survival (pfs) was 1.8 months (95% confidence interval [ci], 1.7-1.8 months) and the median overall survival was 7.7 months (95% ci, 4.4-9.0 months). the most common grade 3/4 adverse events were thrombocytopenia (n⊉=⊉13, 34.2%), neutropenia (n⊉=⊉7, 23.7%), and anemia (n⊉=⊉7, 18.4%). our study showed relatively lower orr and shorter pfs in patients with recurrent or refractory ptcls treated with pralatrexate in real-world practice. the toxicity profile was acceptable and manageable. we also observed significantly lower dose intensity of pralatrexate in real-world practice.\",\n", + " 'to determine predictors of mortality and morbidity in extremely low birth weight neonates (elbw) from a developing country. prospective observational study. level iii neonatal unit in northern india. neonates <1000 g born and admitted to intensive care during study period were enrolled. they were analyzed based on survival and development of major morbidity. multivariable logistic regression model was used to determine independent risk factors. mortality and major morbidity (one or more of the following: bronchopulmonary dysplasia (bpd), retinopathy of prematurity (rop) requiring laser, grade iii or iv intraventricular hemorrhage (ivh), periventricular leukomalacia (pvl) and necrotizing enterocolitis (nec) stage iii) during hospital stay. of 255 elbw neonates born, 149 received optimal care, of which 78 (52%) survived and 57 (39%) developed morbidities. mean birth weight and gestational age were 29.1±2.6 weeks and 843±108 g. major causes of mortality were sepsis (46%), birth asphyxia (20%) and pulmonary hemorrhage (19%). birth weight <800 g [or (95% ci)-3.51 (1.39-8.89), p=0.008], mechanical ventilation [4.10 (1.64-10.28), p=0.003] and hypotensive shock [10.75 (4.00-28.89), p<0.001] predicted mortality while birth weight <800 g [3.75 (1.47-9.50), p=0.006], lack of antenatal steroids [2.62 (1.00-6.69), p=0.048), asphyxia [4.11 (1.45-11.69), p=0.008], ventilation [4.38 (1.29-14.79), p=0.017] and duration of oxygen therapy [0.004 (1.001-1.006), p=0.002] were the predictors of major morbidities. low birth weight, mechanical ventilation and hypotensive shock predicted mortality in elbw neonates while low birth weight, lack of antenatal steroids, birth asphyxia, ventilation and duration of oxygen therapy were predictors for major morbidity.',\n", + " 'the national comprehensive cancer network (nccn) guidelines suggest the use of inhibitors of mammalian target of rapamycin (mtor), such as temsirolimus and everolimus, as first- and second-line therapy, respectively, for advanced or metastatic renal cell carcinoma (mrcc). however, adherence to this recommendation in clinical practice and the use of these 2 agents in mrcc is unknown. we determined the prescribing patterns of temsirolimus and everolimus in a retrospective longitudinal cohort study of patients with mrcc receiving clinical care within the us oncology network. outpatient health care use in patients with mrcc was derived for the categories of laboratory visits, acute care visits, minor procedures, radiation therapy, drug/medication use, and other services. among 462 patients with mrcc, 144 (31%) were treated with everolimus and 318 (69%) were treated with temsirolimus. the use of temsirolimus vs. everolimus as first-, second-, and third-line therapy was 50.7% vs. 16.7%, 30.1% vs. 42.1%, and 19.3% vs. 83.2%, respectively. despite similarities in disease stage and demographic features, compared with temsirolimus, everolimus use was independently associated with lower use of outpatient health care resources, regardless of the line of therapy. notwithstanding the potential limitation that this was an observational retrospective study, our results indicate that everolimus results in substantial savings in the use of resources relative to temsirolimus. in a large geographically dispersed network of community-based oncology practices, both of these agents are used frequently outside of nccn guidelines. a direct comparison of the efficacy and costs of everolimus vs. temsirolimus for mrcc is warranted.',\n", + " 'to analyse and compare procalcitonin (pct) and c-reactive protein (crp) as tools for detecting bacterial meningitis (bm) in the elderly (>74 years of age). a prospective, observational, descriptive, analytical study of 220 consecutive patients aged ≥1year and diagnosed with acute meningitis in an emergency department between september 2009 and july 2014. a total of 220 patients (136 [62%] male) were studied. the mean age was 30±26years, with bm being diagnosed in 17/83 patients from 1 to 14years of age, 32/111 from 15 to 74years of age, and 17/26 patients ≥75years of age. pct had the highest area under the receiver operating characteristic curve (auc) (0.972; 95%ci, 0.946-0,998; p<.001) to predict bacterial meningitis. with a cut-off of ≥0.52ng/ml, pct achieved 93% sensitivity and 86% specificity, and for patients over 75years of age 96% sensitivity and 75% specificity, with the same auc (0.972). the auc for crp was 0.888, and a ≥54,4mg/l cut-off achieved 91% sensitivity and 78% specificity, and for patients over 75years of age an auc of only 0.514 achieved with 97% sensitivity and 43% specificity. for all patients with acute meningitis in the emergency department, pct has a high diagnostic power, outperforming crp and leukocytes for detection of bacterial etiology, but cpr is of not useful in the elderly.',\n", + " \"an estimated 2 million inhabitants are infected with chagas disease in mexico, with highest prevalence coinciding with highest demographic density in the southern half of the country. after vector-borne transmission, trypanosoma cruzi is principally transmitted to humans via blood transfusion. despite initiation of serological screening of blood donations or donors for t. cruzi since 1990 in most latin american countries, mexico only finally included mandatory serological screening nationwide in official norms in 2012. most recent regulatory changes and segmented blood services in mexico may affect compliance of mandatory screening guidelines. the objective of this study was to calculate the incremental cost-effectiveness ratio for total compliance of current guidelines from both mexican primary healthcare and regular salaried worker health service institutions: the secretary of health and the mexican institute for social security. we developed a bi-modular model to analyze compliance using a decision tree for the most common screening algorithms for each health institution, and a markov transition model for the natural history of illness and care. the incremental cost effectiveness ratio based on life-years gained is us$ 383 for the secretary of health, while the cost for an additional life-year gained is us$ 463 for the social security institute. the results of the present study suggest that due to incomplete compliance of mexico's national legislation during 2013 and 2014, the moh has failed to confirm 15,162 t. cruzi infections, has not prevented 2,347 avoidable infections, and has lost 333,483 life-years. although there is a vast difference in t. cruzi prevalence between bolivia and mexico, bolivia established mandatory blood screening for t.cruzi in 1996 and until 2002 detected and discarded 11,489 t. cruzi -infected blood units and prevented 2,879 potential infections with their transfusion blood screening program. in the first two years of mexico's mandated program, the two primary institutions failed to prevent due to incomplete compliance more potential infections than those gained from the first five years of bolivia's program. full regulatory compliance should be clearly understood as mandatory for the sake of blood security, and its monitoring and analysis in mexico should be part of the health authority's responsibility.\",\n", + " 'the impact of intravenous bisphosphonate treatment to treat painful vertebral fractures in boys with dmd has not been documented. in this retrospective observational study of seven boys, 2 years of intravenous bisphosphonate therapy was associated with back pain improvement and stabilization or increases in the height ratios of fractured vertebrae. boys with duchenne muscular dystrophy (dmd) are at risk for vertebral fractures. we studied the impact of intravenous bisphosphonate therapy for the treatment of painful vertebral fractures in dmd. this was a retrospective observational study in seven boys with dmd (median 11.6 years, range 8.5 to 14.3) treated with intravenous pamidronate (9 mg/kg/year) or zoledronic acid (0.1 mg/kg/year) for painful vertebral fractures. at baseline, 27 vertebral fractures were evident in the seven boys. after 2 years of bisphosphonate therapy, 17 of the fractures had an increase in the most severely affected vertebral height ratio, 10 vertebrae stabilized, and none showed a decrease in height ratio. back pain resolved completely (n = 3) or improved (n = 4). the median change in lumbar spine volumetric bone mineral density z-score was 0.5 standard deviations (interquartile range, -0.3 to 1.7). two boys had three incident vertebral fractures in previously normal vertebral bodies that developed over the observation period. there was a decline in the trabecular bone formation rate on trans-iliac bone biopsy but no evidence of osteomalacia. first-dose side effects included fever and malaise (n = 4), hypocalcemia (n = 2), and vomiting (n = 1); there were no side effects with subsequent infusions. intravenous bisphosphonate therapy was associated with improvements in back pain and stabilization to improvement in vertebral height ratios of previously fractured vertebral bodies. at the same time, such therapy does not appear to completely prevent the development of new vertebral fractures in this context.',\n", + " 'a one-year prospective, observational study was conducted in the west of france, to evaluate the epidemiology of candidemia. during the year 2004, each patient with at least one blood culture yielding candida sp. was included. for each episode of candidemia, mycological, demographical, clinical, and therapeutic data, as well as outcome, were collected. one hundred and ninety-three strains of candida sp. were isolated in 186 patients, candida albicans accounting for 54.9%, candida glabrata for 18.7%, candida parapsilosis for 12.9%, candida tropicalis for 4.7% and candida krusei for 4.1% of these isolates. a percentage of 84% of the candida isolates were fully susceptible to fluconazole in vitro. dose-dependent susceptibility or resistance to fluconazole was detected in more than one third of the candida glabrata strains, of which 36% were also resistant to voriconazole. two-thirds of the patients were males, and the mean age was 61.5 years. a percentage of 37% of patients were hospitalized in intensive care units. the main predisposing factors for candidemia were broad-spectrum antibiotics (75.8%), central venous catheter (72.6%), cancer or hematologic malignancy (47.3%), recent surgery (42.5%), total parenteral nutrition (37.6%). one hundred and fifty-four patients were treated with antifungal therapy, two-thirds of whom received fluconazole as first-line agent. mortality was 49% overall, and was significantly higher in case of septic shock, advanced age, and absence of catheter removal.',\n", + " 'to describe the results of the off-label use of eltrombopag in patients with solid tumors and thrombocytopenia that limits chemotherapy. retrospective observational study including all patients with solid tumors who were treated with eltrombopag for thrombocytopenia during the chemotherapy treatment between january 2012 and december 2014. six patients, with solid tumors and thrombocytopenia that limits chemotherapy treatment, received eltrombopag during the study and it was observed a decrease in the delay of chemotherapy cycles (4.83 ± 4.79 delayed cycles before starting eltrombopag vs 2.50 ± 4.32 delayed cycles during the treatment with eltrombopag, p=0.492) and an increase in the percentage of administrated dosage (89.29 ± 13.36% vs 91.43 ± 10.69%, p=0.682). also, there was an increase in platelet nadir (55.29 ± 16.45x10⌹/l vs 76.14 ± 36.38x10⌹/l, p=0.248) without platelet transfusion support in any patient during treatment with eltrombopag. eltrombopag has resulted to be an alternative in the treatment of patients with thrombocytopenia that limits chemotherapy, clinical trials with more number or patients are needed to confirm these results.',\n", + " 'historically, surgical correction has been the treatment of choice for benign biliary strictures (bbs). self-expandable metallic stents (mss) have been useful for inoperable malignant biliary strictures; however, their use for bbs is controversial and their natural history unknown. to test our hypothesis that mss provide only short-term benefit, we examined the long-term outcome of mss for the treatment of bbs. our goal was to develop a rational approach for treating bbs. between july 1990 and december 1995, 15 patients had mss placed for bbs and have been followed up for a mean of 86.3 months (range, 55-120 months). the mean age of the patients was 66.6 years and 12 were women. stents were placed for surgical injury in 5 patients and underlying disease in 10 patients (lithiasis, 7; pancreatitis, 2; and primary sclerosing cholangitis, 1). one or more mss (gianturco-rosch \"z\" for 4 patients and wallstents for 11 patients) were placed by percutaneous, endoscopic, or combined approaches. we considered patients to have a good clinical outcome if the stent remained patent, they required 2 or fewer invasive interventions, and they had no biliary dilation on subsequent imaging. metallic stents were successfully placed in all 15 patients, and the mean patency rate was 30.6 months (range, 7-120 months). five patients (33%) had a good clinical result with stent patency from 55 to 120 months. ten patients (67%) required more than 2 radiologic and/or endoscopic procedures for recurrent cholangitis and/or obstruction (range, 7-120 months). five of the 10 patients developed complete stent obstruction at 8, 9, 10, 15, and 120 months and underwent surgical removal of the stent and bilioenteric anastomosis. four of these 5 patients had strictures from surgical injuries. the patient who had surgical removal 10 years after ms placement developed cholangiocarcinoma. surgical repair remains the treatment of choice for bbs. metallic stents should only be considered for poor surgical candidates, intrahepatic biliary strictures, or failed attempts at surgical repair. most patients with mss will develop recurrent cholangitis or stent obstruction and require intervention. chronic inflammation and obstruction may predispose the patient to cholangiocarcinoma.',\n", + " 'intracranial germ cell tumours (gcts) are a rare and diverse group of tumours. histology determines the type of treatment, natural history and prognosis. germinoma gcts account for the majority and are very radiosensitive. conversely, non-germinoma gcts (nggcts) are heterogeneous, relatively radioresistant and have a high risk of relapse despite multimodality therapy. treatment of recurrence in these patients remains a therapeutic challenge. in this report we review the current literature for treatment of recurrent nggcts and present a case of recurrent nggct who relapsed despite autologous stem cell transplant (asct). the patient was successfully cured using multimodality therapy, consisting of repeat asct, intensity modulated radiation therapy and stereotactic radiosurgery.',\n", + " 'although flow cytometry (fcm) is used to evaluate cell surface markers of various leucocyte populations quantitatively, little is known about the usefulness of fcm in lymphoproliferative disorders of the ocular adnexa. the aim of this study was to disclose results of fcm, which were compared among igg4-related ophthalmic disease (igg4-rod), idiopathic orbital inflammation (ioi), and extranodal marginal zone b-cell lymphoma (emzl). this is a retrospective observational study. sixty-nine tumors comprising of 16 igg4-rod, 24 ioi, and 29 emzl were enrolled in the study. all tumors, surgically excised, were diagnosed based on histopathology, immunoglobulin (ig) heavy chain gene rearrangement, and fcm. in fcm, the percentage of t-cell markers (cd2, cd3, cd4, cd5, cd7, cd8), b-cell markers (cd10, cd19, cd20, cd23), nk cell marker (cd56) and cell surface kappa/lambda was searched based on medical records. ig light chain restriction was evaluated from results in kappa/lambda deviation by fcm. the percentage of cd2, cd3, cd4, cd7, and cd10 was significantly higher in igg4-rod/ioi than emzl (p<0.05 in every factor). in contrast, cd19 and cd20 percentages were significantly greater in emzl than igg4-rod/ioi (p<0.01). there was no significant difference in any marker between igg4-rod and ioi. kappa-positive cells were significantly greater in emzl than igg4-rod/ioi (p<0.05). in kappa/lambda deviation, false-positive was noted in 3 (7.5%) benign igg4-rod/ioi and false-negative was observed in 10 (34.5%) emzl cases. sensitivity and specificity of ig light chain restriction were 65.5 and 92.5%, respectively. analyses of cell surface markers using fcm were useful in differentiating emzl from igg4-rod/ioi. sensitivity of ig light chain restriction was relatively low in diagnosis of emzl using fcm.',\n", + " 'to investigate the possibility of nephrinuria as a screening tool for the risk of pre-eclampsia (pe). prospective observational study. a single university hospital. changes in urinary nephrin:creatinine ratio (ncr, ng/mg) and protein:creatinine ratio (pcr, mg/mg) in pregnancy were determined. significant proteinuria in pregnancy (spip) was defined as pcr>0.27. pe was diagnosed in women with both spip and hypertension. 89 pregnant women in whom neither hypertension nor spip was present at enrolment, providing 31, 125 and 93 random urine samples during first, second and third trimesters, respectively. pe developed in 14 of the 89 women. ncr increased with increasing pcr in 14 women with pe (correlation coefficient, 0.862; p<0.0001). in contrast, ncr did not change significantly despite significant increases in pcr in 75 women with normotensive pregnancies defined as neither spip nor hypertension, indicating that there was little increase in nephrinuria over the physiological range of proteinuria in pregnancy. relative risk of later development of pe among asymptomatic second and third trimester women with ncr (ng/mg) >122 (95th centile value for 75 women with normotensive pregnancies) was 5.93 (95% ci 2.59 to 13.6; 60% (6/10) vs 10% (8/79)) and 13.5 (95% ci 3.31 to 55.0; 75% (6/8) vs 5.5% (2/36)), respectively, compared with women with ncr≤122 at that time. nephrinuria was unlikely to increase in normal pregnancy. a certain ncr cut-off may efficiently differentiate women at higher risk of pe.',\n", + " 'tetralogy of fallot (tof) is the most common form of cyanotic congenital heart disease. today, we are faced with an increasing number of patients with residual pulmonary regurgitation (pr) late after tof repair. the right ventricular (rv) volumes and function are among the most important factors influencing clinical decision-making. cardiac magnetic resonance (cmr) is the gold standard method for the quantitative assessment of the rv function; it is, however, expensive for routine clinical follow-up and sometimes is contraindicated. we sought to evaluate the rv systolic function via cmr and compare it with doppler-derived strain(s) and strain rate (sr) imaging in patients with repaired tof. in an observational cross-sectional study, 70 patients (22 women, mean age=22±4.9 years) late after tof repair with severe pr were evaluated. peak systolic strain and sr in the basal, mid, and apical segments of rv free wall (rvfw) were measured and compared with the rv function measured in the short-axis cine mr. associations between rvef and s/sr, investigated by ordinal logistic regression models. significant association was observed between rv function and mean s of all the three segments of the rvfw segments [or (ci95%): 1.17 (1.05-1.31)]. association between rv function and mean sr of all the three segments of the rvfw segments was borderline significant [or (ci95%): 1.7 (0.97-2.93)]. there was a significant correlation between the doppler-derived mean strain of rvfw and the rv function measured by cmr in adults late after tof repair. these quantitative methods improved the assessment of the rv function and served as an additional method to follow up patients with contraindications to cmr.',\n", + " 'to estimate the incidence of syphilis from 2010 to 2014 and to assess whether contact tracing has been performed. observational cross-sectional study. data on reported cases were collected from the national register of the chief medical officer in greenland. unreported cases were found by searching the electronic medical record system for patients who had received an electronic prescription of benzathine penicillin, doxycycline or tetracycline. medical records were reviewed to verify the diagnosis of syphilis and to evaluate if contact tracing had been performed. ninety-four cases of syphilis (51 males and 43 females) with a median age of 27 years (20-40) were included. the incidence of syphilis in greenland has increased from zero cases in 2010 to 95.7 per 100,000 inhabitants in 2014 affecting mainly young people. contact tracing was performed in 80.9% (76/94) of the cases. syphilis has re-occurred in greenland and a new epidemic may be underway. sustained awareness of treatment, contact tracing, monitoring and preventive initiatives are desirable.',\n", + " 'neuromyelitis optica spectrum disorders (nmosd) are immune-mediated inflammatory disorders of the central nervous system involving astrocytes, b lymphocytes, anti-aquaporin 4, and such inflammatory mediators as interleukin-6. several immunosuppressants are used in their treatment. tocilizumab, an interleukin-6 receptor antagonist, may be a treatment option. we performed an observational, retrospective study analysing parameters of effectiveness (annualised relapse rate, disability, and radiological progression) and safety of tocilizumab in patients with nmosd in whom previous immunosuppressant treatment had failed. we aimed to evaluate the effectiveness and safety of tocilizumab in clinical practice in patients with nmosd not responding to other immunosuppressants. five patients with nmosd were analysed. sixty percent of patients were women; mean age at diagnosis was 50±5.3 years and mean progression time was 4.5±3.6 years. previously administered immunosuppressants were rituximab (in all 5), cyclophosphamide (2), and azathioprine (1). mean time of exposure to tocilizumab was 2.3±1 years. mean annualised relapse rate was 1.8±1.3 in the year prior to the introduction of tocilizumab and 0.2±0.4 the year after (p <.05), representing a reduction of 88.9%. in our experience, tocilizumab is safe and effective in patients with nmosd showing no response to other immunosuppressants.',\n", + " 'previous literature has not compared prescribing practices of iv immunoglobulin in medical icu survivors and nonsurvivors. the objective of this study was to study iv immunoglobulin use in patients admitted to a medical icu evaluating differences between hospital survivors and nonsurvivors in regards to level of evidence supporting use, prescribing patterns, and cost. retrospective, observational study. single, academic medical center medical icu. adults who received greater than or equal to 1 dose of iv immunoglobulin during their medical icu admission from 2011 to 2018. prescribing patterns, level of evidence supporting use, and cost. a total of 389 patients received greater than or equal to 1 dose of iv immunoglobulin for 46 discrete indications and 36.5% of indications had low-quality data supporting use of iv immunoglobulin. the primary indication for iv immunoglobulin was hypogammaglobulinemia (35.5%) followed by antibody-mediated lung transplant rejection (15.4%). nonsurvivors received lower median dosing (g/kg) and number of doses compared with survivors (0.4⊉g/kg [0.4-1⊉g/kg] vs 0.5⊉g/kg [0.4-1⊉g/kg] [p = 0.0003] and 1.0 [1-2] vs 2 [1-3] doses [p = 0.0001], respectively). dosing was based on ideal body weight in 258 patients (66%). high-quality data supported iv immunoglobulin use in 15 patients (4%). the median cost per dose of iv immunoglobulin in nonsurvivors was $4,893 ($4,078-$8,155) versus $5,709 ($4,078-$10,602) in survivors (p = 0.04). iv immunoglobulin is prescribed for many indications in the medical icu with low-quality evidence supporting its use and dosing regimens are variable. hospital survivors received a higher dose and greater number of doses of iv immunoglobulin compared with nonsurvivors. national guidelines are needed to help inform iv immunoglobulin utilization and reduce healthcare costs.',\n", + " 'antibiotic safety is a major determinant in osteomyelitis therapy. limited data is available describing the long-term safety and efficacy of daptomycin. the safety population was drawn from core 2005 and 2006, a retrospective, observational, multicenter study. clinically evaluable patients received >3 days of daptomycin appropriately adjusted for renal function. three hundred twenty-seven patients were evaluated for safety; 188 (57%) >or=6 mg/kg, 139 (43%) <6 mg/kg. thirty-one (10%) patients experienced adverse events possibly related to daptomycin and the incidence was similar regardless of dose. no difference was observed in the rate of creatine phosphokinase elevations by dose. a trend toward higher improved rates was noted in patients receiving a final dose of >or=6mg/kg (96% vs. 90%, p=0.08). daptomycin appeared well-tolerated at doses of 6 mg per kg or greater which were associated with greater clinical improvement. these results require verification via a prospective clinical trial.',\n", + " 'patients with renal graft dysfunction constitute an increasingly prevalent group of end-stage kidney disease (eskd) patients that require dialysis therapy. these patients have special characteristics that set them apart from the eskd general population. the aim of this study was to analyse the clinical condition and evolution of patients entering dialysis with a failed kidney graft at the time of restarting dialysis and over a year of therapy according to the k/doqi guidelines, and to compare them with incidental patients with end-stage kidney disease. we also investigated whether the modality of kidney replacement therapy may determine the clinical improvement of transplant patients. this is a retrospective observational study of 106 patients with eskd followed up in the ramon y cajal hospital. they were classified in two groups. group one was made up of 50 failed native kidney patients who started dialysis between 2000 and 2009. group two was comprised of 56 transplant patients with graft dysfunction who returned to dialysis between 1997 and 2009. we studied parameters of kidney function, anaemia, calcium-phosphorus metabolism, cardiovascular risk factors and nutritional status at the time both groups started on dialysis and one year later. both groups had a similar clinical status at the time they started on dialysis in most of the parameters analysed with the exception of anaemia. this was more severe in transplant patients, despite the fact that transplant patients received a higher dose of erythropoietin than non-transplant patients. one year later the main difference between both groups was the residual kidney function rate, higher in non-transplant patients. there were no significant differences in the parameters analysed in patients with a failed graft according to the modality of kidney replacement therapy. failed transplant patients start dialysis with more severe anaemia than patients entering dialysis for the first time. twelve months later both groups present a similar clinical condition with the exception of residual kidney function, higher in failed native kidney patients. the method of dialysis treatment after kidney transplant failure did not have a bearing on the clinical improvement of our patients.',\n", + " 'although ataxia is by definition the prominent symptom of ataxia disorders, there are various neurological signs that may accompany ataxia in affected patients. reliable and quantitative assessment of these signs is important because they contribute to disability, but may also interfere with ataxia. therefore we devised the inventory of non-ataxia signs (inas), a list of neurological signs that allows determining the presence and severity of non-ataxia signs in a standardized way. inas underwent a rigorous validation procedure that involved a trial of 140 patients with spinocerebellar ataxia (sca) for testing of inter-rater reliability and another trial of 28 sca patients to assess short-term intra-rater reliability. in addition, data of the ongoing eurosca natural history study were used to determine the reproducibility, responsiveness and validity of inas. inter-rater reliability and short-term test-retest reliability was high, both for the total count and for most of the items. however, measures of responsiveness, such as the smallest detectable change and the clinically important change were not satisfactory. in addition, inas did not differentiate between subjects that were subjectively stable and those that worsened in the 2-year observation period. in summary, inas and inas count showed good reproducibility, but unsatisfactory responsiveness. the present analysis and published data from the eurosca natural history study suggest that inas is a valid measure of extracerebellar involvement in progressive ataxia disorders. as such, it is useful as a supplement to the measures of ataxia, but not as a primary outcome measure in future interventional trials.',\n", + " 'multiple sclerosis (ms) is a heterogeneous disorder with a progressive course that is difficult to predict on a case-by-case basis. natural history studies of ms have demonstrated that age influences clinical progression independent of disease duration. to determine whether age would be associated with greater cns injury as detected by magnetization transfer mri. forty ms patients were recruited from out-patient clinics into two groups stratified by age but with similar clinical disease duration as well as thirteen controls age-matched to the older ms group. images were segmented by automated programs and blinded readers into normal appearing white matter (nawm), normal appearing gray matter (nagm), and white matter lesions (wmls) and gray matter lesions (gmls) in the ms groups. wml and gml were delineated on t2-weighted 3d fluid-attenuated inversion recovery (flair) and t1 weighted mri volumes. mean magnetization transfer ratio (mtr), region volume, as well as mtr histogram skew and kurtosis were calculated for each region. all mtr measures in nagm and mtr histogram metrics in nawm differed between ms subjects and controls, as expected and previously reported by several studies, but not between ms groups. however, mtr measures in the wml did significantly differ between the ms groups, in spite of no significant differences in lesion counts and volumes. despite matching for clinical disease duration and recording no significant wml volume difference, we demonstrated strong mtr differences in wmls between younger and older ms patients. these data suggest that aging-related processes modify the tissue response to inflammatory injury and its clinical outcome correlates in ms.',\n", + " 'glioblastoma multiforme (gbm) is a devastating disease without cure. it is also the most common primary brain tumor in adults. although aggressive surgical resection is standard of care, these operations are limited by tumor infiltration of critical cortical and subcortical regions. a better understanding of how the brain can recover and reorganize function in response to gbm would provide valuable clinical data. this ability, termed neuroplasticity, is not well understood in the adult human brain. a better understanding of neuroplasticity in gbm could allow for improved extent of resection, even in areas classically thought to have critical, static function. the best evidence to date has demonstrated neuroplasticity only in slower growing tumors or through indirect measures such as functional mri or transcranial magnetic stimulation. in this novel study, we utilize a unique experimental paradigm to show direct evidence of plasticity via serial direct electrocortical stimulation (des) within primary motor (m1) and somatosensory (s1) cortices in gbm patients. six patients with glioblastoma multiforme in or near the primary motor or somatosensory cortex were included in this retrospective observational study. these patients had two awake craniotomies with des to map cortical motor and sensory sites in m1 and s1. five of six patients exhibited at least one site of neuroplasticity within m1 or s1. out of the 51 total sites stimulated, 32 (62.7%) demonstrated plasticity. of these sites, 14 (43.7%) were in m1 and 18 (56.3%) were in s1. these data suggest that even in patients with gbm in or near primary brain regions, significant functional reorganization is possible. this is a new finding which may lead to a better understanding of the fundamental factors promoting or inhibiting plasticity. further exploration may aid in treatment of patients with brain tumors and other neurologic disorders.',\n", + " 'methotrexate (mtx) toxicity can hamper the administration of all planned doses in acute graft-versus-host disease (gvhd) prophylaxis following allogeneic hematopoietic stem cell transplantation. reduction or omission of mtx doses results in an increased risk of acute gvhd. in this prospective observational study, we compared the incidence of gvhd and the transplant outcomes between patients who received the full treatment course of mtx (group 1), patients in whom mtx doses were omitted if mtx toxicity developed (group 2), and patients receiving corticosteroid instead of mtx if mtx toxicity developed (group 3). the cumulative incidence of grades ii-iv acute gvhd at 100 days post-transplantation was 22.2 % in group 1, 43.6 % in group 2, and 25.0 % in group 3 (p = 0.132). the risk of grades ii-iv acute gvhd in group 2 was higher than that in group 1 (hazard ratio (hr) 3.262, p = 0.016), but the risk in group 3 was similar to that in group 1 (hr 0.960, p = 0.890). group 3 also showed a trend towards a lower risk of chronic gvhd compared to the other groups. the cumulative risk of chronic gvhd at 2 years was 73.9, 71.6, and 33.3 % in groups 1, 2, and 3, respectively (p = 0.084). however, a likely higher relapse incidence and infection-related mortality in group 3 produced a trend towards the lowest relapse-free survival (2-year rfs, 46.3, 49.3, and 25.0 % in groups 1, 2, and 3, respectively; p = 0.329) and overall survival (2-year os, 45, 52.3, and 25 %, respectively; p = 0.322) in group 3. although the substitution of mtx with corticosteroid ameliorates the increased risk of gvhd in patients in which it is imperative to omit its dose, its negative impact on relapse and infection risk does not result in favorable transplant outcomes.',\n", + " 'tumor necrosis factor alpha (tnf-ϱ) blockers are recognized as a risk factor for reactivation of granulomatous infections. leishmaniasis has been associated with the use of these drugs, although few cases have been reported. we performed a retrospective observational study including patients with confirmed leishmaniasis acquired in the mediterranean basin that were under tnf-ϱ blockers therapy at the moment of the diagnosis. patients diagnosed in our hospital from 2008 to 2018 were included. moreover, a systematic review of the literature was performed and cases fulfilling the inclusion criteria were also included. forty-nine patients were analyzed including nine cases from our series. twenty-seven (55.1%) cases were male and median age was 55 years. twenty-five (51%) patients were under infliximab treatment, 20 (40.8%) were receiving adalimumab, 2 (4.1%) etanercept, one (2%) golimumab and one (2%) a non-specified tnf-ϱ blocker. regarding clinical presentation, 28 (57.1%) presented as cutaneous leishmaniasis (cl), 16 (32.6%) as visceral leishmaniasis (vl) and 5 (10.2%) as mucocutaneous leishmaniasis (mcl). all vl and mcl patients were treated with systemic therapies. among cl patients, 13 (46.4%) were treated with a systemic drug (11 received l-amb, one intramuscular antimonials and one miltefosine) while 14 (50%) patients were given local treatment (13 received intralesional pentavalent antimonials, and one excisional surgery). tnf-ϱ blockers were interrupted in 32 patients (65.3%). after treatment 5 patients (10.2%) relapsed. four patients with a cl (3 initially treated with local therapy maintaining tnf-ϱ blockers and one treated with miltefosine) and one patient with vl treated with l-amb maintaining tnf-ϱ blockers. this data supports the assumption that the blockage of tnf-ϱ modifies clinical expression of leishmaniasis in endemic population modulating the expression of the disease leading to atypical presentations. according to the cases reported, the best treatment strategy would be a systemic drug and the discontinuation of the tnf-ϱ blockers therapy until clinical resolution.',\n", + " 'to evaluate the clinical performance of noninvasive prenatal screening (nips) for fetal sex chromosome aneuploidies (scas), pregnant women were recruited in this retrospective observational study. the nips test was undertaken using high-throughput gene sequencing. in total,50,301 pregnant women were analysed for demographic characteristics and medical history. of them, 308 women (0.61%) had high risk for fetal scas, including 138 for 45,x, 111 for 47,xxy, 42 for 47,xxx, and 17 for 47,xyy. after the pre-test counselling, 182 participants chose to undergo invasive prenatal diagnosis, confirming 59 positive cases. the combined positive predictive value of nips was 32.42% (59/182), 18.39% (16/87), 44.4% (12/27), 39.29% (22/56), and 75% (9/12) for detecting scas, 45,x, 47,xxx, 47,xxy, and 47,xyy, respectively. nips can be a useful method to detect the fetal scas using high-throughput gene sequencing, though accuracy can still be improved, especially for 45,x. although the value of nips compare favorably with those seen in traditional screening approaches for scas, it is important to highlight the limitations of nips while educating clinicians and patients.',\n", + " 'to compare quality of life of patients treated with cetuximab with or without radiation therapy (±rt) vs. cisplatin±rt for locoregionally advanced squamous cell carcinoma of the head and neck (scchn) in the real-world setting. in this retrospective observational study, electronic medical records and patient care monitor (pcm) survey data from the vector oncology data warehouse were utilized from adult patients in the united states who received initial treatment with cetuximab±rt or cisplatin±rt for locoregionally advanced scchn between january 1, 2007 and january 1, 2017. quality of life was assessed using pcm index scores and individual pcm items. cetuximab±rt and cisplatin±rt cohorts were balanced using propensity score weighting. linear mixed models were used to assess the impact of baseline demographic and clinical characteristics on pcm endpoints. of 531 patients with locoregionally advanced scchn, 187 received cetuximab±rt, and 344 received cisplatin±rt. before propensity score weighting, the cetuximab±rt cohort was older (mean [sd] age of 63.9 [9.6] years vs. 57.4 [8.6] years), and more likely to be white (82.4% vs. 72.4%) compared to the cisplatin±rt cohort. after propensity score weighting, the two cohort subsamples (cetuximab±rt, n⊉=⊉60; cisplatin±rt, n⊉=⊉177) with pcm data showed no significant differences in general physical symptoms, treatment side effects, impaired ambulation, or impaired performance index scores. patients in the cetuximab±rt cohort had higher acute distress index (p⊉=⊉0.023), despair index (p⊉=⊉0.011), and rash (p⊉=⊉0.003) scores but lower numbness/tingling scores (p⊉=⊉0.022) than patients in the cisplatin±rt cohort. significant group differences were observed in this comparative analysis, as the cetuximab±rt cohort had significantly higher acute distress index, despair index, and rash scores compared with the cisplatin±rt cohort but lower numbness/tingling scores. these patterns of symptoms appear consistent with previously reported symptoms associated with the treatment of scchn.',\n", + " \"individuals using home mechanical ventilation (hmv) frequently choose to live at home for quality of life, despite financial burden. previous studies of healthcare utilisation and costs do not consider public and private expenditures, including caregiver time. to determine public and private healthcare utilisation and costs for hmv users living at home in two canadian provinces, and examine factors associated with higher costs. longitudinal, prospective observational cost analysis study (april 2012 to august 2015) collecting data on public and private (out-of-pocket, third-party insurance, caregiving) costs every 2⊉weeks for 6⊉months using the ambulatory and home care record. functional independence measure (fim) was used at baseline and study completion. regression models examined variables associated with total monthly costs selected a priori using andersen and newman's framework for healthcare utilisation, relevant literature, and clinical expertise. data are reported in 2015 canadian dollars ($c1=us$0.78=⍤0.51=⍬0.71). we enrolled 134 hmv users; 95 with family caregivers. overall median (iqr) monthly healthcare cost was $5275 ($2291-$10 181) with $2410 (58%) publicly funded; $1609 (39%) family caregiving; and $141 (3%) out-of-pocket (<1%⊉third-party insurance). median healthcare costs were $8733 ($5868-$15 274) for those invasively ventilated and $3925 ($1212-$7390) for non-invasive ventilation. variables associated with highest monthly costs were amyotrophic lateral sclerosis (1.88, 95%⊉ci 1.09 to 3.26, p<0.03) and lower fim quintiles (higher dependency) (up to 6.98, 95%⊉ci 3.88 to 12.55, p<0.0001) adjusting for age, sex, tracheostomy and ventilation duration. for hmv users, most healthcare costs were publicly supported or associated with family caregiving. highest costs were incurred by the most dependent users. understanding healthcare costs for hmv users will inform policy decisions to optimise resource allocation, helping individuals live at home while minimising caregiver burden.\",\n", + " 'argatroban and bivalirudin are direct thrombin inhibitors (dtis) used for the treatment of heparin-induced thrombocytopenia (hit). the purpose of this study was to determine whether either agent offered an advantage in efficacy and ability to remain within the targeted therapeutic anticoagulation range. this was a single-center, retrospective, observational cohort study at a large academic medical center. the primary efficacy outcome was time to therapeutic anticoagulation, defined as total number of hours to achieve 2 consecutive activated partial thromboplastin time (aptt) values in goal range. a total of 91 patients were included in the analysis. average time to initial therapeutic anticoagulation was 4.71 hours and 9.8 hours for the argatroban and bivalirudin groups, respectively (p < .01). argatroban may be advantageous compared to bivalirudin in achieving initial therapeutic anticoagulation goals among patients with suspected or confirmed hit.',\n", + " 'smear-negative pulmonary tuberculosis (tb) accounts for a considerable proportion of tb transmission, which especially endangers health care workers (hcw). novel mycobacterium-tuberculosis-specific interferon-gamma release assays (igras) may offer the chance to define the burden of tb in hcw more accurately than the mantoux tuberculin skin test (tst), but the data that is available regarding their performance in tracing smear-negative tb in the low-incidence, in-hospital setting, is limited. we conducted a large-scale, in-hospital contact investigation among hcw of a german university hospital after exposure to a single case of extensive smear-negative, culture-positive tb with pulmonary involvement. the objective of the present study was to evaluate an igra in comparison to the tst and to identify risk factors for test positivity. contacts were prospectively enrolled, evaluated using a standardized questionnaire, the igra quantiferon(r)-tb gold in tube (qft-git) and the tst, and followed-up for two years. active tb was ruled out by chest x-ray in qft-git-positive subjects. independent predictors of test positivity were established through the use of logistic regression analysis. out of the 143 subjects analyzed, 82 (57.3%) had close contact, but only four (2.8%) experienced cumulative exposure to the index case >40 hours. qft-git results were positive in 13 subjects (9.1%), while tst results were positive in 40 subjects (28.0%) at an induration >5 mm. overall agreement was poor between both tests (kappa = 0.15). age was the only predictor of qft-git-positivity (odds ratio 2.7, 95% confidence interval 1.32-5.46), while tst-positivity was significantly related to bacillus calmette-guérin vaccination and foreign origin. logistic regression analysis showed no relation between test results and exposure. no secondary cases of active tb were detected over an observational period of two years. our findings suggest a low contagiosity of the particular index case. the frequency of positive qft-git results may in fact reflect the pre-existing prevalence of latent tb infection among the study population. tb transmission seems unlikely and contact tracing not generally warranted after cumulative exposure <40 hours. however, the substantially lower frequency of positive qft-git results compared to the tst may contribute to enhanced tb control in health care.',\n", + " 'treatment of chronic hepatitis b (chb) with polymerase inhibitors is key to prevent disease flares and progression toward advanced liver disease. efficacy and tolerability of newer agents has been reported anecdotally in transplant recipients. in this prospective, observational study, we assessed outcomes of therapy with tenofovir (tdf), entecavir (etv), and telbivudine (ldt) in 13 heart transplant recipients (htr) with chb. most patients were hepatitis b e antigen negative, had low baseline hepatitis b virus (hbv) dna, and normal aminotransferases. liver biopsy showed a median fibrosis score of 1.5 (range 0-4). glomerular filtration rate (gfr) was <50 ml/min in 7 patients (54%). two patients were started on de novo etv before transplant. eleven previously treated patients were switched to tdf (n = 9) or ldt (n = 2). median treatment duration was 33 months (range 1-71). hbv dna remained suppressed in 6 patients and became undetectable in 5. aminotransferases went down to the normal range in all patients, with a single flare in 1 patient. one patient lost hepatitis b surface antigen. no cases occurred of hepatic decompensation, hepatocellular carcinoma, or liver-related death. the gfr remained largely stable, and no cases of tdf-related hyper-phosphaturia were observed. this study indicates that newer antivirals are effective and safe in htr with chb.',\n", + " 'a postauthorization safety study was performed between 2009 and 2012 to describe the use of clottafact¾ in acquired fibrinogen deficiency in real-life medical practice in france. one hundred and fifty patients were planned for 28 days of prospective follow-up after infusion. the analysis of this observational study was descriptive and performed according to the type of treatment (curative or preventive) and the origin of the bleed. one hundred and fifty-six patients (16-87 years) were included in 13 centres and treated in five different medical bleeding situations: postpartum (59), other gynaecological/obstetrical (6), trauma (34), liver (13), cardiovascular (23) and other various bleeding situations (21). the mean follow-up time was 18·9 ± 12·3 days. two patients presented adverse drug reactions: one a pulmonary embolism and the other a four-site venous thromboembolic episode. all were serious with a dubious causal relationship with the study treatment. efficacy data were collected as a secondary objective. in 150 patients receiving curative treatment, 117 of 159 infusions (73·6%) were considered as successful by the investigators, 35 as moderate (22%) and seven as no response (4·4%). the clottafact¾ safety profile observed during the study matched the known profile of fibrinogen during use.',\n", + " 'the aim of this study was to evaluate the effectiveness and toxicity profile of the vinflunine chemotherapy regimen and to examine the cost-effectiveness relation in a real-world sample of patients with transitional cell carcinoma of the bladder. this is a multicenter, observational, retrospective cohort study. to assess the effectiveness and safety of vinflunine treatment, progression-free survival, overall survival, and adverse events were registered. an economic evaluation was performed and cost-effectiveness ratios were calculated. a total of 37 patients were included in the study, with a mean age of 67 (sd=9) years. the median progression-free survival was 2.61 months (95% confidence interval 1.79-4.23) and the median overall survival was 5.72 months (95% confidence interval 3.34-10.35). an objective response was achieved in eight (22%) patients. statistically significant differences were found between patients treated with vinflunine as a second-line therapy and those treated with vinflunine as a third-line therapy (p=0.036). the most commonly reported analytical adverse event was anemia (n=34; 92%), and the most severe was neutropenia (n=19; 51%), with nine patients developing grade 4 neutropenia (9/19; 47%). the total cost of vinflunine treatment was &ov0556;553⊉873, with a median of &ov0556;8524 (interquartile range, &ov0556;9220) per patient. the median-based cost-effectiveness ratio was &ov0556;44⊉789 (&ov0556;31⊉706-58⊉022) per progression-free year gained and &ov0556;22⊉750 (&ov0556;14⊉526-34⊉085) per life-year gained. the data from this study fill an important need for information on the relative value of this treatment in terms of cost-effectiveness and might help achieve an optimal quality healthcare system.',\n", + " \"to investigate the safety of live attenuated varicella zoster vaccination when administered to immunosuppressed individuals. prospective observational cohort study. the study used anonymised data from the clinical practice research datalink (cprd), comprising a representative sample of routinely collected primary care data in england between 2013 and 2017 and and linked hospital episode statistics data. 168⊉767 individuals age-eligible for varicella zoster vaccination registered at a general practice in england contributing data to cprd. electronic health records indicating immunosuppression, zoster vaccination, diagnoses of specific varicella-zoster virus (vzv)-related disease and non-specific rash/encephalitis compatible with vzv-related disease. between 1 september 2013 and 31 august 2017, a period of immunosuppression was identified for 9093/168 767 (5.4%; 95%⊉ci: 5.3%-5.5%) individuals age-eligible for zoster vaccination. the overall rate of vaccination while immunosuppressed was 1742/5251 (33.2 per 100 adjusted person years at risk; 95%⊉ci: 31.9%-34.5%). follow-up of the 1742 individuals who were inadvertently vaccinated while immunosuppressed identified only two cases of vzv-related disease within 8 weeks of vaccination (0.1%; 95%⊉ci: 0.01%-0.4%), both primary care diagnoses of 'shingles', neither with a related hospital admission. despite evidence of inadvertent vaccination of immunosuppressed individuals with live zoster vaccination, there is a lack of evidence of severe consequences including hospitalisation. this should reassure primary care staff and encourage vaccination of mildly immunosuppressed individuals who do not meet current thresholds for contraindication. these findings support a review of the extent to which live zoster vaccination is contraindicated among the immunosuppressed.\",\n", + " 'this study aimed to assess the association between the degree of headache relief obtained in the pediatric emergency department (ped) with abortive treatment and unscheduled return visits to the ped for a recurrent or persistent headache within 72 hours. this was a retrospective observational study with 369 patients, all younger than 18 years, who presented to the ped with a primary complaint of either a headache or migraine. patient and visit details were collected from the medical chart, along with presenting and discharge pain score. percent pain reduction at discharge was determined through the following calculation: (presenting pain score - discharge pain score)/presenting pain score. associations were assessed using multivariable logistic regression. no significant association was found between the percent pain reduction and return to the ped (p = 0.49). mean presenting pain score at the index visit was statistically higher for those who ended up returning to the ped versus those who did not (8.1 vs 7.4; p = 0.02). a trend toward increase in return visits was seen among patients who had a headache duration greater than 3 days (odds ratio, 1.99) and patients who experienced less than 50% pain reduction in the ped (odds ratio, 1.77). complete resolution in the ped may not be necessary, given the lack of association between the degree of pain relief and revisit rates. perhaps, the goal should be to achieve at least 50% pain reduction before discharge.',\n", + " 'background glioblastoma multiforme is one of the most aggressive types of tumors that affect the central nervous system. it has an extremely high morbidity and mortality rate despite immediate treatment and advances in chemotherapy, radiotherapy, and surgery. in the natural history of the disease, extracranial metastases of glioblastoma multiforme are a rare complication that can be localized in the lungs, bone, liver, and lymph nodes. case report a 66-year-old male presented with pulmonary metastasis after the surgical resection of a primary glioblastoma multiforme tumor. seventeen days after surgery while in the intensive care unit, the patient had leukocytosis with a predominance of neutrophils. an exploratory bronchoscopy evidenced a white lesion that prevented the visualization of the bronchus. consequently, a sample was taken for pathological study that demonstrated pulmonary metastasis due to glioblastoma multiforme. conclusions surgical resection of the tumor can precipitate the appearance of extracranial metastases, especially pulmonary metastases.',\n", + " 'there is growing interest in viscoelastic hemostatic assays rotational thromboelastometry (rotem) and thromboelastography (teg) for trauma. despite shared features, it is unknown whether their results are interchangeable and whether one is clinically superior in predicting mortality, blood transfusion, and diagnosing early trauma coagulopathy. we conducted a prospective observational study comparing equivalent rotem and teg parameters. severely injured patients expected to receive massive transfusion were included. assays were performed simultaneously on admission and repeated over subsequent 12 hours. international normalized ratio ≥1.2 or fibrinogen <1 g/l defined coagulopathy. teg used kaolin as coagulation initiator and rotem used tissue factor (conventional). spearman nonparametric analysis and bland-altman difference mean plot revealed parameter association. logistic regression and receiver operating characteristic curves measured predictive values. 33 patients (74 rotem, 74 teg) were included; 79% were male, mean injury severity score was 23.5 ± 14, admission international normalized ratio was 1.33 ± 0.4, and 63.4% received blood transfusions. overall, parameter agreement fell outside acceptable limits, with weak or no association. clinically, rotem maximum clot firmness and teg maximum amplitude showed reasonable predictive accuracy for mortality, strong accuracy for any or massive blood transfusion, reasonable for plasma transfusion and similar poor predictive accuracy for diagnosing coagulopathy. rotem and teg results are not interchangeable, arguably due to different coagulation triggers. assays had similar clinical performance.',\n", + " 'to assess the effectiveness of transpupillary thermotherapy (ttt) for the treatment of classic and occult choroidal neovascularisation (cnv). in a retrospective, case selected, open label trial 44 eyes of 42 patients with cnv secondary to age related macular degeneration (armd) were studied. 44 eyes with angiographically defined cnv were treated with diode laser (810 nm) ttt. laser beam sizes ranged between 0.8 and 3.0 mm and power settings between 250-750 mw. treatment was given in one area for 1 minute, the end point being no visible change, or a slight greying of the retina. outcome was assessed with snellen visual acuity and clinical examination; in 24/44 patients angiographic follow up was available. 12 predominantly classic cnv and 32 predominantly occult membranes were followed up for a mean of 6.1 months (range 2-19). mean change in vision for classic membranes was -0.75 (sd 1.75) snellen lines and occult membranes was -0.66 snellen lines (2.1) (p>0.05). predominantly classic membranes were closed in 75% (95% ci: 62.5-87.5) of eyes, remained persistent in 25% (95% ci: 12.5-37.5); no recurrences occurred. predominantly occult membranes were closed in 78% (95% ci: 70.1-85.3) of eyes, remained persistent in 12.5% (95% ci: 6.6-18.5), and were recurrent in 5.1% (95% ci: 4.2-14.3). transpupillary thermotherapy is a potential treatment for cnv. it is able to close choroidal neovascularisation while maintaining visual function in patients with classic and occult disease. further trials of ttt are needed to compare this intervention with the natural history and other treatment modalities.',\n", + " 'rituximab has been reported to be effective in various small case series of patients with severe and/or refractory pemphigus. however, no systematic evaluation is available to corroborate this observation. the aim of this study was to systematically determine efficacy and safety of rituximab in treatment-resistant pemphigus. multicenter retrospective, observational study of 36 patients with severe pemphigus vulgaris (n = 33) and pemphigus foliaceus (n = 3) treated with rituximab before august 31(st) , 2008 and enrolled in a national observational registery between december 2008 and june 2009. within a mean period of observation of 11 (1-37) months, 21 (58 %) pemphigus patients showed complete, 13 (36 %) partial, and 2 (6 %) no response to rituximab treatment. this correlates with a mean improvement of the visual analog scale for well-being of 34 (20-60) at baseline to 75 (40-95) at the last control visit. in 4 (11 %) patients, severe adverse events were recorded including 1 (3 %) serious infection. data collected in this systematic registry indicate that rituximab is an effective and relatively safe adjuvant treatment option for refractory pemphigus. to further extend our knowledge on efficacy and safety of this drug, controlled prospective trials are required.',\n", + " 'the syndrome of inappropriate antidiuretic hormone secretion (siadh) is the most common cause of hyponatraemia in hospital inpatients. we present data on treatment setting, patient characteristics, and outcomes for patients treated with tolvaptan for siadh across a range of real-world settings in germany and spain. this was a non-interventional, observational, retrospective chart review study. management was at the discretion of the treating physician, with tolvaptan prescribed according to local clinical practice. hospital notes and/or medical charts were reviewed from treatment initiation for 6 weeks. follow-up data were collected when patients were discharged early. patients were eligible for inclusion if they were⊉≥⊉18 years of age and had been treated with⊉≥⊉2 doses of tolvaptan for one episode of hyponatraemia secondary to siadh in 2014. the full analysis set comprised 100 patients from 8 centres. the mean age of patients was 73.9 years. the primary endpoint of the mean increase in serum sodium level from baseline to hospital discharge, or to final available measurement, was 10.3 mmol/l (sd 6.4; 95% ci 9.0, 11.6), from 123.0 mmol/l (sd 6.0) to 133.3 mmol/l (sd 4.9). seventy-seven patients (77.0%) achieved sodium normalisation within 6 weeks of tolvaptan initiation. mean daily dose of tolvaptan was 12.7 mg (sd 9.2), and mean treatment duration 28.0 days (sd 16.5). tolvaptan at off-label doses (<⊉15 mg/day) was prescribed to 72 patients at some point. a favourable safety and tolerability profile was reported. tolvaptan was well tolerated and effectively corrected sodium levels in hospitalised adults with hyponatraemia secondary to siadh in real-world settings. clinicaltrials. nct02545101.',\n", + " \"perform the first in vivo examination of fine needle aspiration biopsy (fnab) scleral tracts to determine the incidence of iatrogenic extension of tumor cells. a prospective, consecutive, observational case series. this study was performed in a clinical/surgical setting at retina consultants of houston and houston methodist hospital, houston, texas, and included 10 patients who were scheduled for enucleation as primary treatment for uveal melanoma. treatment included fnab, enucleation, and histopathologic analysis. the primary outcomes were tumor location and dimension as identified by b-scans and histopathologic analysis. tumor type was classified by gene expression profile and american joint committee on cancer staging. twenty-five- or 27-gauge needles were used for fnab under direct visualization. cell blocks of acquired specimens were examined using hematoxylin-eosin stain and double immunostain using hmb45 with red chromogen and ki67 with brown 3,3'-diaminobenzidine chromogen. mean follow-up after enucleation was 20.4 months (range 9.9-31.7). all biopsy specimens had adequate yields for genomic analysis. no enucleation specimen contained tumor cells within sclera, pars plana, or pars plicata. one specimen contained a small collection of tumor cells within the anterior vitreous in the quadrant of the biopsy site. no patient developed an orbital recurrence. four patients developed nonorbital metastatic uveal melanoma during the study period. three of them died, and 1 is alive with hepatic metastasis. no iatrogenic extension of tumor was reported. fnab is a safe procedure that produces a high cellular yield for cytologic and genomic analyses with minimal risk of extraocular dissemination.\",\n", + " 'optimal management of asymptomatic skull base meningiomas is controversial. we evaluated the safety and efficiency of gamma knife radiosurgery (gkrs) for the management of asymptomatic skull base meningiomas. this retrospective study involved patients managed with gkrs for asymptomatic, skull base meningiomas from 1997 to 2019. patient clinico-radiologic data, tumor characteristics, and procedural details were analyzed. favorable outcome was defined as lack of procedure-related mortality or permanent neurologic morbidity and radiologic evidence of tumor control. tumor progression and regression were defined as an increase or decrease of > 20% in volume from baseline to the last neuroimaging study respectively. tumor volumes within ± 20% of baseline volume were considered stable. thirty-seven patients (30 women), median age 68 years old (range 42-83 months) were managed with a single-session gkrs for 40 asymptomatic, skull base meningiomas. at a median clinical follow-up of 58.5 months (range 14-150 months), no mortality associated with the procedure or the treated tumor was noted. permanent neurologic morbidity was 2.75%. there was a statistically significant decrease in mean tumor volume (p < 0.001) from 4.04 cc (sd 3.09 cc) prior to radiosurgery to 2.73 cc (sd 2.24 cc) at last follow-up. higher margin dose was associated with tumor regression at last follow-up (hr = 1.351; 95%ci [1.094-1.669]; p = 0.05). as compared to natural history studies, gkrs affords long-standing tumor control and neurologic preservation in the vast majority of patients treated for asymptomatic, skull base meningiomas. further study is necessary to identify the optimal management of asymptomatic skull base meningiomas.',\n", + " 'the frequency, nature, and history of subjective taste disturbance before and after vestibular schwannoma (vs) surgery was investigated. personal interviews were conducted in 108 patients with unilateral vs. abnormalities in taste perception, either a significant reduction or a change in character, were experienced by 31 patients (28.7%) before surgery and by 37 (34.3%) after tumor removal. preoperative taste disturbance worsened after surgery in five (16.1%) of the 31 patients, remained unchanged in eight (25.8%), improved in two (6.5%), and became normal in 16 (51.6%). taste disturbance occurred postoperatively in 22 (28.6%) of 77 patients who had experienced no preoperative taste disturbance. the mean onset of the abnormality after resection was 1.1 +/- 1.7 months. postoperative taste disturbance resolved in 24 of the 37 patients (64.9%) within 1 year after onset. subjective taste disturbance was common before and after vs removal, and the natural history of this condition was very variable in the pre- and postoperative periods. all patients who undergo surgery for vs should receive appropriate counseling about the likelihood and course of postoperative complications, including dysfunction of the sensory component of the facial nerve.',\n", + " 'symptomatic pediatric patients with obstructive hypertrophic cardiomyopathy (hcm) have a higher death rate (6% annually) compared with adults. transaortic left ventricular septal myectomy provides excellent outcomes for adults with obstructive hcm. we sought to assess the effect of septal myectomy on late survival and outcome in pediatric patients with obstructive hcm. from 1975 to 2003, 56 pediatric patients underwent septal myectomy for obstructive hcm. mean age at diagnosis was 6.3 +/- 5.4 years. ages at operation ranged from 2 months to 20 years (mean 11 +/- 5.6 years). concomitant procedures included mitral valve repair (n = 7), closure of atrial septal defect (n = 3), and other (n = 5). after myectomy, mean left ventricular outflow tract (lvot) gradient decreased from 103 +/- 34 to 16 +/- 12 mm hg and mean degree of mitral regurgitation decreased from 2.0 +/- 1.0 to 1.0 +/- 0.3 (both p < 0.0001). there were no early deaths. four patients underwent elective cardioverter defibrillator implantation and 1 patient received a permanent pacemaker. follow-up ranged up to 29 years (mean, 8.6 +/- 6.2). cardiac reoperations were required in 8 patients: heart transplantation (n = 2), repeat myectomy (n = 2), mitral valve repair-replacement (n = 2), konno-rastan procedure (n = 1), and aortic valve replacement (n = 1). age 14 years or less at operation was the only predictor of late reoperation (p = 0.017). two patients died late; one suddenly without residual lvot obstruction and one from chronic rejection after heart transplantation. ninety-six percent of surviving patients were in new york heart association functional class i or ii. survival estimates at 5 and 10 years were 97% and 93%, respectively. septal myectomy is safe and effective in symptomatic pediatric patients with obstructive hcm. late survivorship compares very favorably with the natural history of this disease.',\n", + " 'camurati-engelmann disease (ced) is characterized by hyperostois of multiple long bones. although several treatments for ced complicated with osteoporosis have been described, it remains controversial whether such therapy is suitable for osteoporotic ced patients. we retrospectively enrolled a 66-year-old female patient with osteoporosis in ced who underwent denosumab therapy for 14 months. denosumab was commenced after 3 years of alendronate treatment. fourteen months later, lumbar and total hip bone mineral density showed gains of 5.9% and 6.4%, respectively. bone turnover markers were also improved during follow-up. no fractures or other complications were recorded during the observational period. this is the first study describing denosumab treatment for an osteoporotic ced patient. our findings indicate that denosumab is an effective therapy option for osteoporosis in ced.',\n", + " \"pc plays an important role in early diagnosis of health disorders, particularly migraine, due to the financial impact of this disease for the society and its impact on patients' quality of life. the aim of the study was to validate the self-administered ms-q questionnaire for detection of hidden migraine in the field of primary care (pc), and to explore its use in this setting. cross-sectional, observational, and multicentre study in subjects above 18 years of age patients attending pc centers (regardless of the reason for consultation). a ms-q score > or = 4 was considered possible migraine. level of agreement with ihs criteria clinical diagnosis (kappa coefficient), and instrument's validity properties: sensitivity, specificity, positive (ppv) and negative (npv) predictive values were determined. the ability of the instrument to identify possible new cases of migraine was calculated, as well as the ratio of hidden disease compared to the ratio obtained by ihs criteria. a total of 9,670 patients were included [48.9 +/- 17.2 years (mean +/- sd); 61.9% women], from 410 pc centers representative of the whole national territory. the clinical prevalence of migraine according to the ihs criteria was 24.7%, and 20.4% according to ms-q: kappa index of agreement 0.82 (p < 0.05). ms-q sensitivity was 0.82 (95% ci, 0.81-0.84), specificity 0.97 (95% ci, 0.98-0.99), ppv 0.95 (95% ci, 0.94 - 0.96), and npv 0.94 (95% ci, 0.93-0.95). no statistically significant differences were found in the percentages of patients with de novo and hidden migraine identified by ms-q and by ihs criteria: 5.7% vs. 6.1% and 26.6% vs. 24.1%, respectively. the results of the present study confirm the usefulness of the ms-q questionnaire for the early detection and assessment of migraine in pc settings, and its ability to detect hidden migraine.\",\n", + " 'given the directive of the american academy of pediatrics to test children for tuberculosis (tb) only if they are at high risk for the disease, we sought to determine how well a risk assessment questionnaire can predict a positive tuberculin skin test (tst) result among children seen in a medical office setting. in a prospective observational study, we identified 31 926 children who received well-child care in 18 pediatric offices of the kaiser permanente northern california region from august 1996 through november 1998 and who were due to receive a routine tst (mantoux method) as part of universal screening. parents were asked to complete a questionnaire about risk factors for tb infection that included demographic information. the tst result at 48 to 72 hours was compared with questionnaire responses to identify responses that were most highly associated with a positive tst result at both the 10-mm and 15-mm cutoffs. a concurrent study was conducted to determine whether parents can recognize induration. this population was diverse in age (range: 0-18 years), race/ethnicity (white: 37%; hispanic: 26.4%; asian: 15.0%; black: 11.8%; other: 8.4%; not stated by parent: 1.6%), and household annual income (range: $10 524-$175 282). overall incidence of positive tst results was 1.0% at the 10-mm cutoff and 0.5% at the 15-mm cutoff. positive predictive value of selected individual risk factors at the 10-mm cutoff were: child born outside the united states, 10.4%; history of receiving bacille calmette-guérin vaccine, 5.5%; and child having lived outside the united states, 5.3%. using multivariate analysis, we selected a subset of risk factors that were independently and significantly associated with a positive tst result >/=10 mm: history of receiving bacille calmette-guérin vaccine (odds ratio [or]: 2.31; 95% confidence interval [ci]: 1.70-3.13); household member with history of positive tst result or tb disease (or: 1.53; 95% ci: 1.14-2.04); child born outside the united states (or: 8.63; 95% ci: 6.16-12.09); child having lived outside the united states (or: 2.06; 95% ci: 1.49-2.85); and race/ethnicity reported by parent as asian (or: 2.28; 95% ci: 1.59-3.27) or hispanic (or: 1.57; 95% ci: 1.09-2.26). several factors were not statistically significant predictors of a positive tst result: age, sex, household annual income, household member infected with human immunodeficiency virus or who had stayed in a homeless shelter, and being an adopted or foster child. overall sensitivity of the 9 main items on the questionnaire was 80.9%; when a subset of 4 of these questions plus the race/ethnicity questions were used, sensitivity of responses was 83.5%. parents failed to recognize positive tst results at a rate of 9.9% (for the 10-mm cutoff) and 5.9% (at the 15-mm cutoff). a 5-question risk assessment questionnaire completed by parents can be used to accurately identify risk factors associated with tb infection in children. in our population, some risk factors suggested by the american academy of pediatrics could not be validated. parents cannot be relied on to read tst results accurately. screening for tb can be enabled by using a standardized, validated questionnaire to identify children who should be given tuberculin skin testing.',\n", + " 'recurrent hepatitis c is a common problem after liver transplantation that can progress to liver cirrhosis of the graft. preliminary reports of combination treatment with interferon (ifn) and ribavirin have been promising, but long-term follow-up data are not yet available. we report our experience with 1 year of combination therapy with ifn (3 million units thrice weekly) and low-dose ribavirin (600 mg/d), followed by long-term ribavirin monotherapy in 18 patients with moderate to severe recurrent hepatitis c and a median follow-up of 32 months after the completion of combined therapy. all patients were followed up clinically and histologically at regular intervals. overall, in an intention-to-treat analysis, 15 patients had normal alanine aminotransferase levels (biochemical end-treatment response [etr], 83%), and 8 patients were also hepatitis c virus rna negative in serum (virological etr, 44%) at the end of combined treatment. at last follow-up after the completion of combined therapy (median, 32 months; range, 18 to 73 months), 13 patients were biochemical responders (biochemical long term-sustained response [lt-sr], 72%), and 5 patients also maintained viral clearance (virological lt-sr, 27%). comparison of liver biopsy specimens before and after 12 months of combined therapy showed improvement in grading scores of at least two points in the majority of the patients (73%). notably, a trend toward fibrotic progression was only noted in nonresponders. regarding side effects, despite the low dose of ribavirn, almost half the patients developed hemolytic anemia requiring dose reductions. in addition, long-term ribavirin monotherapy was not associated with iron accumulation. we conclude that combined therapy with low-dose ribavirin followed by long-term ribavirin monotherapy can be recommended because it favorably modifies the natural history of recurrent hepatitis c in most patients and possibly halts histological disease progression without causing iron accumulation.',\n", + " 'intravenous antibiotic therapy (ivat) for cf acute pulmonary exacerbations (ape) can be delivered in hospital or in the community. this study aimed to compare physical activity in cf patients receiving hospital and community-delivered ivat, as well as other health outcomes. this was a non-randomised parallel group prospective observational study. hospitalised and community-treated cf adults receiving ivat for ape were asked to wear actigraph¾ activity monitors, complete the habitual activity estimation scale (haes), food diary, modified shuttle test (mst) and cfq-r at the start and end of therapy. nutritional and clinical outcomes were also compared between the cohorts. the primary outcomes was physical activity measured by the actigraph¾ activity monitors at the beginning and end of treatment in both cohorts. physical activity (measured and self-reported) was no different between the cohorts, with both hospitalised and community-treated subjects being generally sedentary. body weight increased significantly in the hospitalised cohort, whereas no difference was seen in the community-treated cohort. fev1 % predicted and fvc % predicted increased in community-treated subjects, whereas only fvc % predicted increased in hospitalised subjects. cfq-r respiratory domain increased to a greater extent in community-treated subjects. cf adults receiving ivat for ape, both in hospital and in the community, are generally sedentary and we found no difference in physical activity between the two groups. these findings suggests the need to further promote physical activity in suitable patients during ape where considered appropriate.',\n", + " 'demodex mites are found on the skin of many healthy individuals. demodex mites in high densities are considered to play a pathogenic role. to investigate the association between demodex infestation and the three most common facial dermatoses: acne vulgaris, rosacea and seborrheic dermatitis. this prospective, observational case-control study included 127 patients (43 with acne vulgaris, 43 with rosacea and 41 with seborrheic dermatitis) and 77 healthy controls. the presence of demodicosis was evaluated by standardized skin surface biopsy in both the patient and control groups. in terms of gender and age, no significant difference was found between the patients and controls (p>0.05). demodex infestation rates were significantly higher in patients than in controls (p=0.001). demodex infestation rates were significantly higher in the rosacea group than acne vulgaris and seborrheic dermatitis groups and controls (p=0.001; p=0.024; p=0.001, respectively). demodex infestation was found to be significantly higher in the acne vulgaris and seborrheic dermatitis groups than in controls (p=0.001 and p=0.001, respectively). no difference was observed between the acne vulgaris and seborrheic dermatitis groups in terms of demodicosis (p=0.294). small sample size is a limitation of the study. the lack of an objective scoring system in the diagnosis of demodex infestation is another limitation. the findings of the present study emphasize that acne vulgaris, rosacea and seborrheic dermatitis are significantly associated with demodex infestation. standardized skin surface biopsy is a practical tool in the determination of demodex infestation.',\n", + " 'microbiological diagnosis of central nervous system (cns) infections is challenging due to limited access to cns samples, overlap between meningitis and encephalitis, and the multiplicity of pathogens potentially involved. we aimed to estimate the impact of a commercial multiplex pcr assay (filmarray¾ meningitis/encephalitis) on the management of patients with suspicion of meningitis or encephalitis, in terms of time to diagnosis, antimicrobial agents use, duration of hospitalization, and costs. this prospective observational study was conducted at saint joseph hospital (paris, france) from december 2016 to december 2017. all csf samples sent to the microbiology laboratory for suspicion of meningitis and/or encephalitis, with csf cells count >⊉5 cells/ϼl, were tested by meningitis/encephalitis multiplex pcr assay. one hundred thirty patients were included. the multiplex pcr assay was positive in 33 patients (25%). main pathogens found were enterovirus (n⊉=⊉12), varicella-zoster virus (n⊉=⊉7), herpes simplex virus-2 (n⊉=⊉6), and listeria monocytogenes (n⊉=⊉3) as main pathogens. the multiplex pcr assay reduced time to microbiological diagnosis by 3.3⊉±⊉1.6 days and allowed an earlier discontinuation of empirical anti-infective drugs in 42 patients (32%) and an earlier hospital discharge in 23 patients (18%), with an estimated saving of 82 hospital days overall, and a management cost reduction of 26,242 ⍬ (201 ⍬/patient). the systematic use of the filmarray¾ meningitis/encephalitis multiplex pcr assay may allow earlier diagnosis, earlier discontinuation of empirical treatment, reduced duration of stay, and costs reduction.',\n", + " \"because of the scarcity of atypical spinal meningioma, there is a lack of research on this type of tumor or its associated metastases. the aim of this study was to investigate the biological behavior of atypical spinal meningioma and identify its prognostic factors by reviewing surgical and clinical outcomes of patients with these tumors. a retrospective chart review was performed. we retrospectively reviewed the data from all patients who underwent spinal cord tumor excision between 1994 and 2017. seventeen patients were pathologically proven to have atypical spinal meningioma. we examined patients' neurologic status by determining their nurick scores before and after surgery. moreover, imaging studies, laboratory data, and the employed surgical method were analyzed retrospectively, as was the ki-67 index and prognosis following postoperative radiation therapy. the ranges, locations, and pathologic diagnoses of the tumors were extracted from the radiological and pathological records of each patient. the extent of surgery and progression of disease were confirmed using postoperative enhanced magnetic resonance imaging. patients were divided into two atypical spinal meningioma groups: primary and metastatic. the demographics, age, sex, presenting symptom duration, tumor location, simpson resection grade, ki-67, radiotherapy, recurrence, overall survival, and progression-free survival of patients in both groups were compared. seventeen patients were included in the analysis, of whom 12 (70%), 4 (24%), and 1 (6%) had tumors in the thoracic, cervical, and sacral regions, respectively. complete and subtotal resections were achieved in 15 (88%) and 2 (12%) patients, respectively. overall and progression-free survival rates in patients who underwent complete resection were longer than those in patients who underwent subtotal resection (p<.001). four patients (24%) had metastatic meningiomas in the brain, among whom three were administered adjuvant radiotherapy after surgery. two patients with intramedullary atypical spinal meningioma had metastatic tumors and experienced poorer prognoses. the 5-year overall and progression-free survival rates were 84.4% and 85.2%, respectively. the simpson resection grade, ki-67 index, and preoperative neurologic status were found to be important prognostic factors on univariate cox regression analysis (p<.05). complete resection should be considered as a primary treatment modality for individuals with atypical spinal meningioma. if subtotal resection is performed, adjuvant therapy can be administered.\",\n", + " 'cyclophosphamide (cyc) has long been considered a gold standard in inducing renal remission and preventing renal flares for patients with systemic lupus erythematosus (sle). however, the rational use of cyc has not reached a consensus, such as the timing and length of treatment, the route of administration, and the ideal dosage. the objective of this study was to assess the efficacy and safety of short-interval lower-dose (sild) intravenous (iv) cyc in the treatment of sle. a total of 225 patients with lupus nephritis were randomly assigned to a 1-year trial, either the sild group (12 fortnightly pulses at a fixed dose of 400 mg followed by 6 monthly pulses) or high-dose (hd) group (6 monthly pulses followed by two quarterly pulses at a dose of 0.5~1.0 g/m(2)). at 6 months of treatment, 28 % (30/107) of patients in the sild group reached a complete remission (cr), and 51.4 % (55/107) were in partial remission (pr), as compared with 32.7 % (35/107) and 45.8 % (49/107) in the hd group, respectively. serum albumin, 24-h urinary protein, and the scores of disease activity were significantly improved in both groups at 6 months and maintained at the end of clinical trial. however, the sild group showed much less menstrual disturbances (11.5 %), gastrointestinal adverse effects (5.3 %), and leukopenia (9.7 %) than the hd group (28.6, 26.8, and 19.8 %, respectively) at the end of clinical trial. the efficacy of the short-interval lower-dose (sild) iv cyc regimen in the treatment of lupus nephritis is equivalent to that of the high-dose (hd) regimen, whereas the incidence of adverse events is much lower in the sild group.',\n", + " 'the results linking body iron stores to the risk of gestational diabetes mellitus (gdm) are conflicting. we aimed to measure the serum ferritin level of women in early pregnancy and evaluate the risk of gdm in a chinese urban population. in total, 851 pregnant women between 10 and 20 weeks of gestation took part in the prospective, observational study conducted. the women were divided into four groups by quartiles of serum ferritin levels (q1-4). their blood samples were collected and assayed for several biochemical variables at the beginning of the study, and the women were followed up with a 75-g oral glucose tolerance test at 24-28 weeks of gestation. the participants had an average serum ferritin concentration of 65.67⊉ϼg/l. gdm prevalence within each serum ferritin quartile was 9.4%, 14.6%, 18.8% and 19.3%, respectively, (p⊉=⊉0.016). the odds ratio for gdm in the ferritin q2-4 was 1.64 (ci: 0.90-2.99), 2.23 (ci: 1.26-3.96) and 2.31 (ci: 1.30-4.10), compared with q1, respectively. this association persisted after adjusting for potential confounders factors. in addition, in q4, pregnant women with a pre-pregnancy body mass index ≥24⊉kg/m2, maternal age ≤35 years old or haemoglobin≥ 110⊉g/l did have an increased risk of developing gdm. elevated serum ferritin concentrations in early gestation are associated with an increased risk of gdm, especially in pregnant women who have a high baseline iron storage status with no anaemia or who are overweight/obese. individual iron supplementation should be considered to minimize the risk of gdm.',\n", + " 'most patients suffering from advanced lung cancer die within a few months. to exploit new therapy regimens we need better methods for the assessment of a therapy response. in a pilot study we prospectively enrolled 36 patients with advanced nsclc and sclc (34 stage iv, 2 stage iiib) of whom 34 received standard platinum-based chemo/radiotherapy and two were treated with a tyrosine kinase inhibitor. we measured the levels of extracellular methylated shox2 dna (mshox2) in plasma before and during therapy until re-staging. the mshox2 analysis was blinded with respect to the clinical data making it an observational study. according to the re-staging of 31 first-line patients, 19 patients were classified as non-responders while 12 patients were in the responder group. we observed a tight correlation between radiological data and the change of plasma mshox2 level as the equivalent for a therapy response. a roc analysis showed a high discriminatory power for both patient groups already one week after therapy start (auc 0.844). additionally, a kaplan-meier and cox proportional hazards analyses revealed a strong relationship between survival and plasma mshox2 value p ≤ 0.001 (hazard ratio 11.08) providing some evidence for mshox2 also being a predictive marker. the longitudinal measurement of extracellular plasma mshox2 dna yields information about the response to cytotoxic treatment and allows an early assessment of treatment response for lung cancer patients. if confirmed in a larger study this would be a valuable tool for selecting and guiding a cytotoxic treatment.',\n", + " 'background: spinal muscular atrophy type 1 (sma1) is a devastating genetic disease for which gene-replacement therapy may bring substantial survival and quality of life benefits. objective: this study investigated the cost-effectiveness of onasemnogene abeparvovec (avxs-101) gene-replacement therapy for sma1. study design: a markov model was used to estimate the incremental cost-effectiveness ratio (icer), expressed as cost/quality-adjusted life year ($/qaly), of avxs-101 versus nusinersen over a lifetime. survival, healthcare costs and qalys were estimated using natural history data for sma patients who achieved motor milestones (sitting/walking). health utility weights were obtained from the cherish trial. setting: usa; commercial payer perspective participants: sma1 infants interventions: avxs-101 was compared to nusinersen. main outcome measure: the primary outcome was the icer. results: expected survival (undiscounted) over a lifetime predicted by the model was 37.20 life years for avxs-101 and 9.68 for nusinersen (discounted qalys, 15.65 and 5.29, respectively). using a potential avxs-101 price range ($2.5-5.0m/treatment), the average lifetime cost/patient was $4.2-6.6m for avxs-101 and $6.3m for nusinersen. the icer range was (-$203,072) to $31,379 per qaly gained for avxs-101 versus nusinersen, indicating that avxs-101 was cost-effective with prices of ≤$5m. conclusion: single-dose avxs-101 was cost-effective compared to chronic nusinersen for sma1 patients.',\n", + " \"previous reports have suggested a poor renal prognosis in patients with hiv and hcv co-infection with a preponderance of immune complex mediated glomerular disease on biopsy. although the benefits of haart on hivan are known, its impact on co-infected patients is unclear. we describe the renal biopsy findings and renal outcome in 29 co-infected patients in the haart era and compare them to findings in 14 historical controls reported from our institution in the pre-haart era. our present cohort was predominantly male and black with the majority reporting a history of intravenous (i.v.) drug use. renal biopsy findings included 16 patients with immune complex mediated glomerular disease and 14 patients with fsgs, of which only 3 had collapsing features and/or tubular microcysts typical of hivan. five patients had other biopsy diagnoses not directly related to viral infection. median renal survival in our cohort was 15.6 months - significantly better than the 1.7 months seen our pre-haart cohort. the modern cohort's improved renal outcome occurred despite older patients, longer hiv infection and similar levels of renal insufficiency. our data indicate a changing epidemiology and natural history of renal disease in the haart era with less immune complex mediated glomerular disease and more non-collapsing fsgs of the usual type. the marked improvement is likely to be multifactorial, including use of antiretroviral and anti-hcv therapies, raas antagonists, earlier nephrology referral and generally improved medical care.\",\n", + " 'cell free deoxyribonucleic acid (cfdna) has been proposed as a biomarker of secondary complications following trauma. raised thrombomodulin and syndecan-1 levels have been used to indicate endotheliopathy, and are associated with inflammation, coagulopathy, and mortality. the current study aimed to analyse the association between cfdna and biomarkers of endotheliopathy in a cohort of trauma patients, and whether raised levels of cfdna were associated with poorer clinical outcomes. serum thrombomodulin and syndecan-1 were used as biomarkers of endotheliopathy and compared to plasma cfdna in trauma patients from two prospective longitudinal observational studies. cohort a (n = 105) had a predicted injury severity score (iss) >8, and had blood sampled within 1h of injury and at 4-12h. cohort b (n = 17) had evidence of haemorrhagic shock, and had blood sampled at a median time of 3.5h after injury. relationships between biomarkers were tested using multivariable linear regression models that included the covariates of gender, age, iss, glasgow coma scale, lactate, systolic blood pressure, and heart rate. a model was fitted to investigate whether changes in cfdna were associated with similar changes in endothelial biomarkers. the mean age was 41 (sd 19), and the median iss was 25 (iqr 12-34). there was a significant association between cfdna levels and both syndecan-1 and thrombomodulin levels (both p<0.001). this was independent of all covariates except for iss, which significantly correlated with cfdna levels. 50 ng/ml change in syndecan-1 and 1 ng/ml change in thrombomodulin corresponded to 15% and 20% increases in cfdna levels respectively (both p<0.001). patients who died had significantly higher prehospital and in-hospital cfdna levels (both p<0.05). raised cfdna levels are associated with markers of endotheliopathy following trauma, and are associated with mortality. this relationship is present within the first hour of injury, and a change in one biomarker level is reflected by similar changes in the others. these findings are in keeping with the hypothesis that circulating dna and endothelial injury share a common pathway following trauma.',\n", + " 'the immunoglobulin g2 subclasses contain predominantly antipolysaccharide antibodies. it was therefore believed intuitively that low immunoglobulin g2 levels could predispose individuals to infections with encapsulated bacteria. although many reports initially supported this notion, more recent studies challenged it. regardless of the biological significance, the natural history of low immunoglobulin g2 levels has not been carefully studied. we studied the outcome of low serum immunoglobulin g2 subclass levels in children. thirteen patients who were referred because of recurrent infections were found to have low immunoglobulin g2 levels. laboratory evaluation at presentation and follow-up visits included total serum immunoglobulins, immunoglobulin subclasses, and specific antibodies to protein antigens and to pneumococcal vaccine. low immunoglobulin g2 levels resolved completely within 0.6 years to 6 years (median: 1.5 years) in all patients. all 13 patients responded adequately to vaccination with protein antigens such as tetanus toxoid and polio as well as to immunization with pneumococcal vaccine. four of 13 patients had a previous history of transient hypogammaglobulinemia, raising the possibility that the other cases may simply represent the tail end of this condition. we have demonstrated that low immunoglobulin g2 detected in early infancy and childhood is likely to resolve completely within several months and up to 6 years from the time of presentation.',\n", + " 'genotype-phenotype correlations are poorly characterised in arrhythmogenic right ventricular cardiomyopathy (arvc). we investigated whether carriers of rare variants in desmosomal genes (dc) and titin gene (ttn) display different phenotypes and clinical outcomes compared with non-carriers (nt-nd). thirty-nine arvc families (173 subjects, 67 affected) with extensive follow-up (mean 9 years), prospectively enrolled in the international familial cardiomyopathy registry since 1991, were screened for rare variants in ttn and desmosomal genes (dsp, pkp2, dsg2, dsc2). multiple clinical and outcome variables were compared between three genetic groups (ttn, dc, nt-nd) to define genotype-phenotype associations. of the 39 arvc families, 13% (5/39) carried ttn rare variants (11 affected subjects), 13% (5/39) dc (8 affected), while 74% (29/39) were nt-nd (48 affected). when compared with nt-nd, dc had a higher prevalence of inverted t waves in v2-3 (75% vs 31%, p=0.004), while ttn had more supraventricular arrhythmias (46% vs 13%, p=0.013) and conduction disease (64% vs 6% p<0.001). when compared with the nt-nd group, the dc group experienced a worse prognosis (67% vs 11%, p=0.03) and exhibited a lower survival free from death or heart transplant (59% vs 95% at 30 years, and 31% vs 89% at 50 years, hr 9.66, p=0.006), while the ttn group showed an intermediate survival curve (hr 4.26, p=0.037). ttn carriers display distinct phenotypic characteristics including a greater risk for supraventricular arrhythmias and conduction disease. conversely, dc are characterised by negative t waves in anterior leads, severe prognosis, high mortality and morbidity.',\n", + " \"transapical transcatheter aortic valve implantation (ta-tavi) is increasingly used to treat aortic valve stenosis in high-risk patients. mixed venous oxygen saturation (svo(2)) is still the 'gold standard' for the determination of the systemic oxygen delivery to consumption ratio in cardiac surgery patients. recent data suggest that regional cerebral oxygen saturation (rsco(2)) determined by near-infrared spectroscopy is closely related to svo(2). the present study compares rsco(2) and svo(2) in patients undergoing ta-tavi. n = 20 cardiac surgery patients scheduled for ta-tavi were enrolled in this prospective observational study. svo(2) and rsco(2) were determined at predefined time points during the procedure. correlation and bland-altman analysis of the complete data set showed a correlation coefficient of r(2 )= 0.7 between rsco(2) and svo(2) (p < 0.0001), a mean difference (bias) of 5.8 with limits of agreement (1.96 sd) of -6.8 to 18.3% and a percentage error of 17.5%. at all predefined time points correlation was moderate (r(2 )= 0.50) to close (r = 0.84), and the percentage error was <24%. rsco(2) determined by near-infrared spectroscopy is correlated to svo(2) during varying haemodynamic conditions in patients undergoing ta-tavi. this suggests that rsco(2) is reflective not only of the cerebral, but also of the systemic oxygen balance.\",\n", + " 'to evaluate the role of optical coherence tomography (oct) in determining choroidal neovascularization (cnv) activity before and after photodynamic therapy (pdt) in patients with age-related macular degeneration (armd). prospective observational case series. institutional study. patient population: fifty-three patients (62 eyes) with armd. prospective observational case study. presence or absence of leakage on fluorescein angiography, presence of intraretinal or sub-retinal fluid on oct, and macular and choroidal neovascular complex thickness on oct. the macular thickness decreased significantly after pdt (p = .001). however, no significant changes in cnv thickness were measured after pdt (p = .567). once the diagnosis of armd was established before treatment, oct had a sensitivity of 96.77% for detecting cnv activity. after treatment, oct had a good sensitivity (95.65%) and a moderate specificity (59.01%) in determining cnv activity, which resulted in a diagnostic efficiency (proportion of correct results) of 82.95%. oct appears to be useful for indicating cnv activity. therefore, it may serve as a complementary technique for deciding the need for pdt and re-treatment in patients with armd.',\n", + " 'health-related quality of life (hrqol) in advanced non-small-cell lung cancer (nsclc) might be affected by the presence of brain metastasis (bm). we report findings from a prospective observational study that examined hrqol in patients newly diagnosed with advanced nsclc, with or without baseline bm, through 1 year of follow-up. patients starting first-line treatment of stage iiib/iv nsclc were prospectively enrolled and consented at 34 us-based community oncology practices. data on patient-reported outcomes (pros) were collected once per cycle during treatment, and at each visit after discontinuation. pros included the european organization for research and treatment of cancer core quality of life questionnaire (qlq-c30) and lung cancer module (qlq-lc13), the lung cancer module of the m.d. anderson symptom inventory (mdasi-lc), and the rotterdam activity level scale (rals). linear mixed models were used to examine the effect of baseline bm, including differences in change over time. one hundred forty-five patients provided follow-up pro data, comprising 1100 individual surveys and 32 pro end points. the patient group was 58.6% (n = 85) male, and 86.2% (n = 125) caucasian. patients with baseline bm were younger (61.3 vs. 65.8 years; p = .040) with more concurrent radiotherapy (59.4% [n = 19] vs. 15.9% [n = 18]; p < .0001). results showed minimal differences in baseline hrqol. of the 20 measures that showed significant group differences in hrqol over time, 18 showed greater deterioration for patients with baseline bm. these 18 measures included all qlq-c30 composite measures except global health status, all mdasi-lc measures, and the rals (all p < .05). for these measures, the average 1-year deterioration in patients with baseline bm was 19.4%. newly diagnosed advanced nsclc patients with baseline bm experienced a significantly faster and clinically meaningful deterioration in pro-based hrqol compared with those without baseline bm.',\n", + " 'targeting a single pathway in pancreatic adenocarcinoma (pc) is unlikely to affect its natural history. we tested the hypothesis that simulataneous targeting of the epidermal growth factor receptor (egfr) and insulin-like growth factor receptor-1 (igf-1r) pathways would significantly improve progression-free survival (pfs) by abrogating reciprocal signaling that promote drug resistance this was a phase ib/ii study testing cixutumumab, combined with erlotinib and gemcitabine (g) in patients with untreated metastatic pc. the control arm was erlotinib plus g. the primary end point was pfs. eligibility included performance status 0/1 and normal fasting blood glucose. polymorphisms in genes involved in g metabolism and in the egfr pathway were also studied the phase i results (n⊉=⊉10) established the safety of cixutumumab 6 mg/kg/week intravenously, erlotinib 100 mg/day orally, and g 1000 mg/m(2) intravenously on days 1, 8, and 15 of a 28-day cycle. in the rp2 portion (116 eligible patients; median age, 63), the median pfs and overall survival (os) were 3.6 and 7.0 months, respectively, on the cixutumumab arm, and 3.6 and 6.7 months, respecively, on the control arm. major grades 3 and 4 toxicities with cixutumumab and control were elevation of transaminases, 12% and 6%, respectively; fatigue, 16% and 12%, respectively; gastrointestinal, 35% and 28%, respectively; neutropenia, 21% and 10%, respectively; and thrombocytopenia, 16% and 7%, respecively. grade 3/4 hyperglycemia was seen in 16% of patients on cixutumumab. grade 3 or 4 skin toxicity was similar in both arms of the study (< 5%). no significant differences in pfs by genotype were seen for any of the polymorphisms. adding the igf-1r inhibitor cixutumumab to erlotinib and g did not lead to longer pfs or os in metastatic pc.',\n", + " 'to evaluate precolostral hypogammaglobulinemia in neonatal llamas and alpacas, to determine when postcolostral peak serum igg concentrations develop, to determine whether differences in postcolostral serum igg concentrations between llamas and alpacas exist, and to determine postcolostral half-life of serum igg in llamas and alpacas. prospective observational study. 29 llama and 10 alpaca crias. blood samples were collected prior to suckling and on days 1, 2, and 3 after parturition and analyzed for serum igg concentration by use of a commercial radial immunodiffusion assay. additional samples were collected on days 8, 13, and 18 from 8 crias to determine mean half-life of igg. llamas and alpacas are born severely hypogammaglobulinemic. mean serum igg concentrations for day-1, -2, and -3 samples for llamas were 1,578 mg/dl, 1,579 mg/dl, and 1,401 mg/dl, respectively, and for alpacas were 2,024 mg/dl, 1,806 mg/dl, and 1,669 mg/dl, respectively. peak serum immunoglobulin concentration developed between days 1 and 2. mean half-life of igg for all crias was 15.7 days. although increased mortality has been linked to failure of passive transfer, it is clearly possible to raise crias that have low serum immunoglobulin concentrations. llamas and alpacas do not differ significantly with respect to immunoglobulin absorption or igg concentration in neonates. the optimal sampling time for passive transfer status is between 1 and 2 days.',\n", + " 'to identify the dominant factors affecting reproductive outcomes of fertility-desiring young women with intrauterine adhesions (iua) after hysteroscopic adhesiolysis. this prospective observational study included 104 cases of women with iua. logistic regression analysis was applied to analyze the value of the location and extent of adhesions, the number of previous uterine cavity surgery, menstrual patterns, and second look hysteroscopy time. in the total 104 patients with iua, 91 patients (87.5%) had a history of at least one previous uterine cavity surgery. hypomenorrhoea and amenorrhoea were two most common presenting menstrual abnormalities occurring in 59 (56.7%) and 28 (26.9%) cases, respectively. the clinical pregnancy rate was 60.6% (63/104) and the live birth rate was 39.4% (41/104). pregnancy rate was higher in patients having mild iua (81.5%) as compared to moderate (61.3%) or severe type (20.0%) (p⊉<⊉0.001). the bivariate and binary logistic regression analysis revealed that the location and extent of adhesions were the independent parameters related to the reproductive outcome after hysteroscopic adhesiolysis for fertility-desiring women with iua (p⊉=⊉0.011 and p⊉=⊉0.003, respectively), but not the number of previous uterine cavity surgery, menstrual patterns, and second look hysteroscopy time (p⊉=⊉0.232, p⊉=⊉0.239 and p⊉=⊉0.120, respectively). the extent and location of iua are the dominant factors affecting reproductive outcomes, which are possibly regarded as a potential predictor evaluating prognosis of iua after hysteroscopic adhesiolysis.',\n", + " 'the prevalence of anaemia is increasing globally. it has a close association with perioperative blood transfusion which, in turn, results in an increased risk of postoperative complications. undesirable effects are not only limited to short-term, but also have long-term implications. despite this, many patients undergo cardiac surgery with undiagnosed and untreated anaemia. we designed a retrospective, observational study to estimate the prevalence of anaemia in patients having cardiac surgery in auckland district health board, blood transfusion rates and associated clinical outcome. two hundred of seven hundred and twelve (28.1%) patients were anaemic. red blood cell (rbc) transfusion rates were significantly higher in the anaemic group compared to the non-anaemic group (160 (80%) vs. 192 (38%), p-value <0.0001, rr (ci 95%) 2.133 (1.870-2.433)). transfusion rates for fresh frozen plasma (ffp), cryoprecipitate and platelets were also higher in the anaemic group. anaemia was significantly associated with the development of new infection (14 (7%) vs. 15 (2.9%), p-value 0.0193, rr (ci 95%) 2.389 (1.175-4.859)), prolonged ventilation time (47.01 hours vs. 23.59 hours, p-value 0.0076) and prolonged intensive care unit (icu) stay (80.23 hours vs. 50.27, p-value 0.0011). preoperative anaemia is highly prevalent and showed a clear link with significantly higher transfusion rates and postoperative morbidity. it is vital that a preoperative management plan for the correction of anaemia should be sought to improve patient safety and outcome.',\n", + " 'treatment of tuberculosis (tb) can result in drug-induced liver injury (dili) since hepatotoxic metabolites are formed during the biotransformation of isoniazid (inh). dili can be related to the genetic profile of the patient. single nucleotide polymorphisms in the cyp2e1 gene and gstm1 and gstt1 deletion polymorphisms have been associated with adverse events caused by inh. to characterize the genetic polymorphisms of cyp2e1, gstt1 and gstm1 in tb carriers. this is an observational prospective cohort study of 45 patients undergoing treatment of tb. pcr-rflp and multiplex-pcr were used. the distribution of genotypic frequency in the promoter region (cyp2e1 gene) was: 98% wild genotype and 2% heterozygous. intronic region: 78% wild genotype; 20% heterozygous and 2% homozygous variant. gst enzyme genes: 24% null gstm1 and 22% null gstt1. patients with any variant allele of the cyp2e1 gene were grouped in the statistical analyses. patients with the cyp2e1 variant genotype or null gstt1 showed higher risk of presenting dili (p=0.09; or: 4.57; 95% ci: 0.75-27.6). individuals with both genotypes had no increased risk compared to individuals with one genotype.',\n", + " \"persistent inflammation is an insidious and less studied feature of fmf. we investigated clinical determinants of persistent inflammation and its associations with individual damage items. this is a cross-sectional analysis of 917 fmf patients, who fulfilled the tel hashomer criteria and had at least 6⊉months' follow-up. patients were stratified based on whether they had persistent inflammation. we used logistic regression analysis to investigate independent predictors of persistent inflammation and the associated individual damage items. one hundred and forty-two (15%) patients had persistent inflammation. active fmf (54%) was the most prominent reason for the persistent inflammation. spondylarthritis (16%), other inflammatory arthritis (8%) and ibd (2%) were other frequent reasons. male gender, history of exertional leg pain, inflammatory comorbidities, m694v homozygosity, colchicine resistance, lower education levels and musculoskeletal attack dominance were found to be the independent predictors of persistent inflammation. earlier disease onset led to a tendency towards persistent inflammation. patients with persistent inflammation were more likely to suffer damage. there is an increased risk of developing proteinuria, amyloidosis and renal insufficiency. we identified, for the first time, the predictors of persistent inflammation in adult fmf patients and related individual damage items of the autoinflammatory disease damage index. persistent inflammation is insidious and one of the chief causes of damage; therefore, especially patients with these predictors should be followed up more closely. if detected, underlying inflammatory comorbidities should be assessed meticulously as early detection and proper treatment strategies may favourably impact the natural history of the disease.\",\n", + " 'the relationship between degree of hemodilution during cardiopulmonary bypass (cpb) and perioperative stroke has not been fully elucidated. the objective of this observational study was to evaluate the relationship between nadir hematocrit during cpb and perioperative stroke while adjusting for variables known to have an association with stroke and anemia. perioperative data were prospectively collected on 10,949 consecutive patients who underwent cardiac surgery with cpb from 1999 to 2004 at a quaternary care hospital. stroke was defined as a persistent neurologic deficit, consistent with a central nervous system lesion, occurring within 30 days of operation. stroke was classified as perioperative if patients awoke from anesthesia with neurologic symptoms and postoperative if patients awoke without symptoms. multivariable logistic regression analysis was used to control for confounding variables to obtain the independent relationship between nadir hematocrit during cpb and perioperative stroke. the prevalence of perioperative stroke was 1.0% (n = 110). an additional 50 patients had postoperative stroke. nadir hematocrit during cpb was an independent predictor of perioperative stroke. after controlling for confounding variables, each percent decrease in hematocrit was associated with a 10% increase in the odds of suffering perioperative stroke (95% confidence interval, 4% to 18%; p = 0.002). the model was accurate (c-index = 0.85) and reliable (hosmer-lemeshow test p = 0.4). there is an independent, direct association between degree of hemodilution during cpb and risk of perioperative stroke. prospective randomized clinical trials comparing different degrees of hemodilution during cpb are required to determine whether this is a cause-effect relationship or a simple association.',\n", + " \"children with hutchinson-gilford progeria syndrome (hgps), a rare premature aging disease, exhibit extraskeletal calcifications detected by radiographic analysis and on physical examination. the aim of this study was to describe the natural history and pathophysiology of these abnormal calcifications in hgps, and to determine whether medications and/or supplements tested in clinical trials alter their development. children from two successive clinical trials administering 1) lonafarnib (n⊿=⊿26) and 2) lonafarnib⊿+⊿pravastatin⊿+⊿zoledronic acid (n⊿=⊿37) were studied at baseline (pre-therapy), one year on therapy, and at end-of-therapy (3.3-4.3⊿years after the baseline visit). calcium supplementation (oral calcium carbonate) was administered during the first year of the second trial and was subsequently discontinued. information on calcifications was obtained from physical examinations, radiographs, and serum and urinary biochemical measures. the mineral content of two skin-derived calcifications was determined by x-ray diffraction. extraskeletal calcifications were detected radiographically in 12/39 (31%) patients at baseline. the odds of exhibiting calcifications increased with age (p⊿=⊿0.045). the odds were unaffected by receipt of lonafarnib, pravastatin, and zoledronate therapies. however, administration of calcium carbonate supplementation, in conjunction with all three therapeutic agents, significantly increased the odds of developing calcifications (p⊿=⊿0.009), with the odds plateauing after the supplement's discontinuation. composition analysis of calcinosis cutis showed hydroxyapatite similar to bone. although serum calcium, phosphorus, and parathyroid hormone (pth) were within normal limits at baseline and on-therapy, pth increased significantly after lonafarnib initiation (p⊿<⊿0.001). both the urinary calcium/creatinine ratio and tubular reabsorption of phosphate (trp) were elevated at baseline in 22/39 (56%) and 31/37 (84%) evaluable patients, respectively, with no significant changes while on-therapy. the mean calcium⊿×⊿phosphorus product (ca⊿×⊿pi) was within normal limits, but plasma magnesium decreased over both clinical trials. fibroblast growth factor 23 (fgf23) was lower compared to age-matched controls (p⊿=⊿0.03). extraskeletal calcifications increased with age in children with hgps and were composed of hydroxyapatite. the urinary calcium/creatinine ratio and trp were elevated for age while fgf23 was decreased. magnesium decreased and pth increased after lonafarnib therapy which may alter the ability to mobilize calcium. these findings demonstrate that children with hgps with normal renal function and an unremarkable ca⊿×⊿pi develop extraskeletal calcifications by an unidentified mechanism that may involve decreased plasma magnesium and fgf23. calcium carbonate accelerated their development and is, therefore, not recommended for routine supplementation in these children.\",\n", + " \"amyotrophic lateral sclerosis (als) is a neurodegenerative disorder leading to chronic respiratory failure. few studies have investigated als-related dyspnoea, and none have characterised the emotional distress it inflicts. we hypothesised that als-related dyspnoea has a strong affective component that relates to quality of life. this prospective, observational study was conducted in 41 als patients >18 with chronic respiratory failure and an indication for noninvasive ventilation (niv). dyspnoea was assessed using the multidimensional dyspnea profile (mdp) at baseline and 1 month after niv initiation. correlations between scores evaluating the sensory and affective dimensions of dyspnoea and other patient-reported outcomes and pulmonary function tests were analysed. dyspnoea was described as intense (median [iqr] score on a 0-10 scale: 6.5 [4.0-7.5]). the sensory dimension of dyspnoea was polymorphic, but⊿«air hunger» was the most common (48.8%) and the most intense (6 [4-8]) sensory descriptor. in the affective domain, most patients rated⊿«anxious» (85.4%) and «afraid» (60.9%) above 0. the mdp affective dimension correlated significantly with other patient-reported outcomes, with the strongest correlation being between mdp⊿«anxious» and the anxiety component of the hospital anxiety depression scale (pearson's r⊿=⊿0.70). one month after initiation of niv, dyspnoea during unassisted breathing was described in virtually the same terms, particularly the affective dimension. als-related dyspnoea is intense and fear-provoking, persists during unassisted breathing between niv sessions, and significantly impacts health-related quality of life. this study highlights the need for increased awareness of and research into als-related dyspnoea.\",\n", + " 'to assess the outcome and to identify early prognostic indicators in a global population of patients with hematologic malignancy admitted to the intensive care unit for a life-threatening complication. retrospective observational study. medical intensive care unit at a tertiary university hospital. a total of 124 consecutive critically ill patients with a hematologic malignancy admitted to the intensive care unit during a 3.5-yr period. measurements we collected variables at admission and during admission and identified predictors of in-hospital mortality by stepwise logistic regression analysis. mean acute physiology and chronic health evaluation ii score was 26 +/- 7.7. sixty-one percent had a high-grade malignancy, and 27% had active disease. thirty-five percent were leukopenic (leukocyte count, <1.0 x 10(9)/l) at admission. respiratory failure (48%), sepsis (18.5%), and neurologic impairment (17%) were the major reasons for admission at the intensive care unit. seventy-one percent of the patients required ventilatory support for a median duration of 6 (3-17) days, 46% received vasopressors at admission, and 26.6% needed renal replacement therapy during their intensive care unit stay. a recent bacteremia precipitating intensive care unit admission was found in 21.8% of the patients. crude intensive care unit, in-hospital, and 6-month mortality rates were 42%, 54%, and 66%, respectively. four variables were independently associated with outcome in a multivariate logistic regression analysis: leukopenia (odds ratio, 2.9; 95% confidence interval, 1.1-7.7), vasopressors (odds ratio, 3.74; 95% confidence interval, 1.4-9.8), and urea of >0.75 g/l (>12 mmol/l) (odds ratio, 9.4; 95% confidence interval, 4.2-26) at admission were associated with poor outcome, whereas recent bacteremia (odds ratio, 0.17; 95% confidence interval, 0.05-0.58) was associated with better prognosis. using these variables, we arbitrarily categorized our population into three groups for survival analysis: a low-risk group (low urea with or without either leukopenia or vasopressors, n = 60), an intermediate-risk group (high urea or a combination of leukopenia and vasopressors, n = 34), and a high-risk group (high urea in combination with leukopenia or vasopressors, n = 27). patients with a bacteremia prompting intensive care unit admission were allocated to a one-step-lower risk group. survival probabilities at 30 days and 6 months were 75% and 55% in the first group, 35% and 21% in the second group, and 4% and 0%, respectively, in the third group ( <.001). the general reluctance to admit patients with a hematologic malignancy to the intensive care unit, even with severe critical illness, is unjustified. however, we identified four early predictors of outcome that may be of value in deciding in which patients advanced or prolonged support should not be continued.',\n", + " 'there have been numerous studies on the outcomes of surgery for spinal cord cavernous angiomas. however, the natural history of conservatively treated disease is not well known. the aim of this retrospective study was to investigate the outcomes of conservatively managed patients with spinal cord cavernous angioma to determine the appropriate treatment strategies. twenty-four patients who visited a single institution over an 11-year period and who were treated conservatively were enrolled in this study. their medical records and radiological images were reviewed retrospectively. the neurologic status of the patients was assessed using the japanese orthopedic association scoring system and the clinical presentation of the patients was classified into the following 4 categories: type a, asymptomatic; b, pain only; c, sensory deficits; and d, sensory and motor deficits. the results of types c and d patients were compared with the results of previously reported surgical series from our institution. the mean age of the enrolled patients was 52.0 years (21-73). the mean duration of the clinical follow-up was 60.5 months (11-119) and the follow-up using magnetic resonance imaging was 52.4 months (3-122). cavernous angiomas presented in the cervical spinal cord in 12 patients, thoracic spinal cord in 10 patients and in multiple levels of the spinal cord in 2 patients. there were 5, 5, 7, and 7 patients, respectively, classified with types a, b, c, and d for clinical presentations. the rate of recurrent hemorrhage was 1.7 %/patient-year and all recurrent hemorrhages only developed in type c or d patients. in types c and d patients, improvement in the joa score during the follow-up period was 0.77 ± 1.8 in the conservative group and 1.07 ± 1.8 in the surgical group (p = 0.500). however, improvement in the joa sensory score after surgical treatment was statistically significant (p = 0.007). conservative treatment may be a reasonable treatment strategy for patients with types a and b. if patients present with type c or d, surgical treatment is recommended considering the better improvements in sensory deficits and the high rate of recurrent hemorrhage in such patients.',\n", + " 'there is increasing interest in the role of t follicular helper (tfh) cells in autoimmunity from the perspective of both their role in breach of tolerance and their effects on the natural history of disease progression. indeed, the critical role of tfh cells in autoimmunity is further highlighted based on their location in the germinal center (gc), a pathogenic hot spot for development of autoreactivity. to address the role of tfh cells in primary biliary cirrhosis (pbc), we comprehensively evaluated the immunobiology of cxcr5(+) cd4(+) tfh cells in 69 patients with pbc, including a nested subgroup of 16 autoimmune hepatitis (aih) and 20 healthy controls (hc), followed for 1 year. we report herein several key observations. first, there was an increased frequency of circulating tfh cells in patients with pbc compared to aih (p < 0.05) and hc (p < 0.01). second, the function of circulating tfh cells from pbc patients, including interleukin (il)-21 production (p < 0.05), the ability to promote b-cell maturation, and autoantibody production, were greater than hc. third, the frequency of these cells was significantly decreased in ursodeoxycholic acid (udca) responders compared to udca-treated nonresponders, in both cross-sectional (p = 0.023) and longitudinal studies (p = 0.036), respectively. indeed, similar increases of tfh cells were noted in liver and spleen. these results significantly extend our understanding of lymphoid subpopulations in pbc and their relative role in disease expression. our data also provide a novel biomarker for evaluation of the effectiveness of new therapeutic approaches.',\n", + " 'glucocorticoids (gc) are considered first-line therapy for most patients with hypereosinophilic syndrome (hes). although response rates are generally high, many patients require moderate to high doses for control of eosinophilia and symptoms, and up to 15% of patients do not respond at all. despite this, little is known about the mechanisms of gc resistance in patients with hes. to explore the aetiology of gc resistance in hes. clinical data and samples from 26 patients with hes enrolled on a prospective study of gc responsiveness and 23 patients with hes enrolled on a natural history study of eosinophilia for whom response to gc was known were analysed retrospectively. expression of gc receptor isoforms was assessed by quantitative rt-pcr in purified eosinophils. serum cytokine levels were quantified by suspension array assay in multiplex. despite an impaired eosinophil response to gc after 7 days of treatment, the expected rise in absolute neutrophil count was seen in 7/7 gc-resistant patients, suggesting that gc resistance in hes is not a global phenomenon. eosinophil mrna expression of glucocorticoid receptor (gr) isoforms (ϱ, ϲ, and p) was similar between gc-sensitive (n = 20) and gc-resistant (n = 9) patients with hes. whereas geometric mean serum levels were also comparable between gc-r (n = 11) and gc-s (n = 19) for all cytokines tested, serum il-5 levels were >100 pg/ml only in gc-r patients. these data suggest that the mechanism of gc resistance in hes is not due to a global phenomenon affecting all lineages, but may be due, at least in some patients, to impairment of eosinophil apoptosis by increased levels of il-5.',\n", + " 'endocrine disrupting chemicals (edcs) present in the environment may disrupt thyroid hormones, which in early life are essential for brain development. observational studies regarding this topic are still limited, however as the presence of chemicals in the environment is ubiquitous, further research is warranted. the objective of the current study was to assess the association between exposure markers of various edcs and thyroxine (t4) levels in newborns in a mother-child cohort in the netherlands. exposure to dichlorodiphenyldichloroethylene (dde), three di-2-ethylhexyl phthalate (dehp) metabolites, hexachlorobenzene (hcb), polychlorinated biphenyl (pcb)-153, perfluorooctanesulfonic acid (pfos), and perfluorooctanoic acid (pfoa) was determined in cord plasma or breast milk, and information on t4 levels in heel prick blood spots was obtained through the neonatal screening programme in the netherlands. linear regression models were composed to determine associations between each of the compounds and t4, which were stratified for gender and adjusted for a priori defined covariates. mean t4 level was 86.9 nmol/l (n = 83). girls in the highest quartile of dde and pfoa exposure showed an increased t4 level compared to the lowest quartile with both crude and fully adjusted models (dde > 107.50 ng/l, +24.8 nmol/l, 95% ci 0.79, 48.75; pfoa⊉> 1200 ng/l, +38.6 nmol/l, 95% ci 13.34, 63.83). in boys a lower t4 level was seen in the second quartile of exposure for both pfos and pfoa, however after fully adjusting the models these associations were attenuated. no effects were observed for the other compounds. dde and perfluorinated alkyl acids may be associated with t4 in a sex-specific manner. these results should however be interpreted with caution, due to the relatively small study population. more research is warranted, as studies on the role of environmental contaminants in this area are still limited.',\n", + " \"antigen specificity and igg subclass could be significant in the natural history of chagas' disease. the relationship between the different stages of human chagas' disease and the profiles of total igg and its subclasses were thus analysed here; they were directed against a crude t. cruzi extract and three recombinant antigens: the t. cruzi kinetoplastid membrane protein-11 (rkmp-11), an internal fragment of the t. cruzi hsp-70 protein 192-433, and the entire trypanosoma rangeli hsp-70 protein. seventeen brazilian acute chagasic patients, 50 colombian chronic chagasic patients (21 indeterminate and 29 cardiopathic patients) and 30 healthy individuals were included. total igg and its subtypes directed against the above-mentioned recombinant antigens were determined by elisa tests. the t. cruzi kmp-11 and t. rangeli hsp-70 recombinant proteins were able to distinguish both acute from chronic chagasic patients and infected people from healthy individuals. specific antibodies to t. cruzi crude antigen in acute patients came from igg3 and igg4 subclasses whereas igg1 and igg3 were the prevalent isotypes in indeterminate and chronic chagasic patients. by contrast, the specific prominent antibodies in all disease stages against t. cruzi kmp-11 and t. rangeli hsp-70 recombinant antigens were the igg1 subclass. t. cruzi kmp-11 and the t. rangeli hsp-70 recombinant proteins may be explored together in the immunodiagnosis of chagas' disease. polarising the igg1 subclass of the igg response to t. cruzi kmp-11 and t. rangeli hsp-70 recombinant proteins could have important biological effects, taking into account that this is a complement fixing antibody.\",\n", + " 'lupus enteritis (le) is a rare but well-known gastrointestinal manifestation of systemic lupus erythematosus (sle). this study was conducted to identify prognostic factors associated with poor responses in patients with le. we consecutively registered patients diagnosed with le between january 2009 and october 2019, and retrospectively compared their clinical characteristics based on whether they had good or poor responses to treatment. a total of 13 patients (17 episodes) were included. the median age was 41 years, and 12 patients were female. a comparison of clinical characteristics between groups revealed similar computed tomography (ct) findings. however, serum ch50 levels were significantly lower in the poor response group (median [interquartile ranges (iqr)]; 29.2 [25.3-46.9] u/ml vs 19.3 [7.8-24.0] u/ml, p⊉=⊉.0095). more patients in the poor response group had higher titers of anti-cardiolipin ϲ2-glycoprotein i antibody (anti-cl ϲ2gpi ab) and were started on glucocorticoids (gcs) at moderate doses. in multivariable analysis, serum ch50 level was independently associated with poor response to induction therapy. lower levels of ch50 at the time of initial treatment predicted inadequate treatment response in patients with le.',\n", + " 'anderson-fabry disease (afd), an x-linked disorder of sphingolipid metabolism, is a cause of idiopathic left ventricular hypertrophy but the mechanism of hypertrophy is poorly understood. gadolinium enhanced cardiovascular magnetic resonance can detect focal myocardial fibrosis. we hypothesised that hyperenhancement would be present in afd. eighteen males (mean 43+/-14 years) and eight female heterozygotes (mean 48+/-12 years) with afd underwent cine and late gadolinium cardiovascular magnetic resonance. nine male (50%) had myocardial hyperenhancement ranging from 3.4% to 20.6% (mean 7.7+/-5.7%) of total myocardium; in males, percentage hyperenhancement related to lv mass index (r=0.78, p=0.0002) but not to ejection fraction or left ventricular volumes. lesser hyperenhancement was also found in four (50%) heterozygous females (mean 4.6%). in 12 (92%) patients with abnormal gadolinium uptake, hyperenhancement occurred in the basal infero-lateral wall where, unlike myocardial infarction, it was not sub-endocardial. in two male patients with severe lvh (left ventricular hypertrophy) and systolic impairment there was additional hyperenhancement in other myocardial segments. these observations suggests that myocardial fibrosis occurs in afd and may contribute to the hypertrophy and the natural history of the disease.',\n", + " 'to analyze the host genetics factors influencing the clinical course and the response to antiviral treatment in patients with chronic hepatitis c (chc). we conducted an electronic search on the pubmed and medline (2000-2014) databases and cochrane library (2000-2014). a total of 73 articles were retrieved and their data were extensively evaluated and discussed by the authors and then analyzed in this review article. several studies associated polymorphisms in the interleukin 28b gene on chromosome 19 (19q13.13) with a spontaneous viral clearance in acute hepatitis c and with the response to pegylated interferon (peg-ifn)-based treatment in chronic hepatitis c patients. other investigations demonstrated that inosine triphosphate pyrophosphatase genetic variants protect hepatitis c virus-genotype-1 chc patients from ribavirin-induced anemia, and other studies that a polymorphism in the patatin-like phospholipase domain-containing protein 3 was associated with hepatic steatosis in chc patients. although not conclusive, some investigations suggested that the vitamin d-associated polymorphisms play an important role in the achievement of sustained virologic response in chc patients treated with peg-ifn-based antiviral therapy. several other polymorphisms have been investigated to ascertain their possible impact on the natural history and on the response to treatment in patients with chc, but the data are preliminary and warrant confirmation. several genetic polymorphisms seem to influence the clinical course and the response to antiviral treatment in patients with chc, suggesting individualized follow up and treatment strategies.',\n", + " \"first, to examine the potential value of maternal ophthalmic artery doppler at 35-37⊉weeks' gestation in the prediction of subsequent development of pre-eclampsia (pe), and, second, to examine the variability between repeat measurements in the same eye and variability in measurements between the two eyes. this was a prospective observational study in women attending for a routine hospital visit at 35⊉+⊉0 to 36⊉+⊉6⊉weeks' gestation. the visit included recording of maternal demographic characteristics and medical history and assessment of flow velocity waveforms from the maternal ophthalmic artery. waveforms were obtained in sequence from the right eye, left eye and again from the right and then left eye. we recorded the average of the four measurements, two from each eye, for the following four indices: first peak of systolic velocity; second peak of systolic velocity; pulsatility index; and the ratio of the second to first peak of systolic velocity (psv ratio). the measurements of the four indices were standardized to remove the effects of maternal characteristics and elements from the medical history. the competing-risks model was used to determine the detection rate (dr) of delivery with pe at any time and at <⊉3⊉weeks after assessment, at a 10% false-positive rate (fpr), in screening by maternal factors alone and a combination of maternal factors and the adjusted value of each of the four ophthalmic artery indices. the study population of 2287 pregnancies contained 60 (2.6%) that developed pe, including 19 (0.8%) that delivered with pe at <⊉3⊉weeks after assessment. the dr, at 10% fpr, of delivery with pe at any time after assessment by maternal factors was 25.0% (95%⊉ci, 14.7-37.9%), and this increased by 25 percentage points to 50.0% (95%⊉ci, 36.8-63.2%) with the addition of the adjusted psv ratio (p⊉=⊉0.005); the respective values for delivery with pe at <⊉3⊉weeks after assessment were 31.6% (95%⊉ci, 12.6-56.6%) and 57.9% (95%⊉ci, 33.5-79.8%). the other ophthalmic artery indices did not improve the prediction provided by maternal factors alone. there was good correlation between the first and second measurements of psv ratio from the same eye (right eye r⊉=⊉0.823, left eye r⊉=⊉0.840), but poorer correlation in the first and second measurements between the two eyes (first measurement r⊉=⊉0.690, second measurement r⊉=⊉0.682). in screening by maternal factors and psv ratio for pe with delivery at any stage after assessment, the estimated dr, at 10% fpr, was 50.0% when the average of four measurements was used (two from each eye), 49.1% when the average of one measurement from each eye was used, 47.3% when the average of two measurements from the same eye was used, and 45.8% when only one measurement was used. ophthalmic artery psv ratio at 35-37⊉weeks' gestation can predict subsequent delivery with pe, especially if this occurs within 3⊉weeks after assessment. in the assessment of ophthalmic artery doppler, it is necessary to use the average of one measurement from each eye to minimize variability of measurements. © 2020 international society of ultrasound in obstetrics and gynecology.\",\n", + " 'any form of surgery or tissue damage causes release of tissue factor into the circulation. this may lead to the accelerated consumption of coagulation factors, resulting in severe consumptive coagulopathy. in this study, we compared the molecular markers involved in coagulation activation during cardiopulmonary bypass (cpb) between patients who underwent aortic replacement surgery and those who underwent valve surgery. this prospective observational study was performed in each 14 patients who underwent aortic replacement surgery or valve surgery. we evaluated the differences in the levels of fibrinogen, activated factor vii (fviia), thrombin-antithrombin complex (tat), and soluble fibrin monomer complex (sfmc) during surgery between these two groups. the change in fibrinogen levels showed no difference between the groups. the magnitude of increase in tat was much larger in patients who underwent aortic replacement surgery than in those who underwent valve surgery (173.6 vs. 49.4 ng/ml; p = 0.0001). more importantly, the elevation of fviia was significantly higher in patients who underwent aortic replacement (28.5 vs. 19.0 mu/ml; p = 0.0122). the magnitude of increase in sfmc was also larger in the aortic replacement surgery. the activation of coagulation during cpb was dramatically higher in the aortic replacement surgery compared with the valve surgery, probably owing to the activation of the extrinsic coagulation pathway in the former. this could potentially exacerbate consumptive coagulopathy after cpb termination in patients who underwent aortic replacement, possibly resulting in massive hemorrhage due to impaired hemostasis.',\n", + " \"the data concerning the association between dengue viruses (dv) infection and autoimmune diseases (ads) remain unclear and are scarce. this nationwide population-based cohort study assessed the risk of ads among patients with dv infection. we analyzed taiwanese medical data from the registry of the national notifiable disease reporting system of taiwan's centers for disease control between 1998 and 2015 and identified patients with dv infection. from the entire general population data in the national health insurance research database, we randomly selected a comparison cohort that was individual matching by age, sex, residence, and index date. we analyzed the risk of ads using a cox proportional hazards regression model stratified by sex, age, and residence. we enrolled 29,365 patients with dv infection (50.68% men; mean age, 44.13 years) and 117,460 age-, sex-, and residence-matched controls in the present study. the incidence rates of organ-specific ads were nonsignificantly higher in the dv cohort than in the non-dv control cohort. an approximately 70% lower risk of primary sjogren syndrome (pss) was evident in the dv cohort than in the non-dv control cohort with an adjusted hazard ratio of 0.30 (95% confidence interval 0.13-0.67) after adjusting for comorbidities in matched design. by contrast, the other systemic ads were nonsignificantly lower in the dv cohort than in the non-dv control cohort. this nationwide long-term cohort study demonstrated that patients with dv infection had a lower risk of primary sjogren syndrome than those without dv infection. key points ⊢ this retrospective, longitudinal cohort observational study shows that patients with dv infection had a lower risk of pss than those without dv infection. ⊢ the dv cohort had an approximately 70% lower risk of pss than the control group, with a multivariate-adjusted hr of 0.30. ⊢ on the basis of this result, we contended that dv infection has a protective effect that reduces the risk of pss.\",\n", + " 'previous studies have shown that double ret mutations may be associated with unusual multiple endocrine neoplasia type 2 (men 2) phenotypes. our objective was to report the clinical features of patients harboring a previously unreported double mutation of the ret gene and to characterize this mutation in vitro. sixteen patients from four unrelated families and harboring the c634y/y791f double ret germline mutation were included in the study. large pheochromocytomas measuring 6.0-14 cm and weighing up to 640 g were identified in the four index cases. three of the four tumors were bilateral. high penetrance of pheochromocytoma was also seen in the c634y/y791f-mutation-positive relatives (seven of nine, 77.7%). of these, two cases had bilateral tumors, one presented with multifocal tumors, two cases had large tumors (>5 cm), and one case, which was diagnosed with a large (5.5 x 4.5 x 4.0 cm) pheochromocytoma, reported early onset of symptoms of the disease (14 yr old). the overall penetrance of pheochromocytoma was 84.6% (11 of 13). development of medullary thyroid carcinoma in our patients seemed similar to that observed in patients with codon 634 mutations. haplotype analysis demonstrated that the mutation did not arise from a common ancestor. in vitro studies showed the double c634y/y791f ret receptor was significantly more phosphorylated than either activated wild-type receptor or single c634y and y791f ret mutants. our data suggest that the natural history of the novel c634y/y791f double mutation carries a codon 634-like pattern of medullary thyroid carcinoma development, is associated with increased susceptibility to unusually large bilateral pheochromocytomas, and is likely more biologically active than each individual mutation.',\n", + " 'neutropenia is a life-threatening, dose-limiting toxicity of many chemotherapy regimens. the goals of this study were to assess the incidence and risk of chemotherapy-induced neutropenia, febrile neutropenia (fn) and dose limitations in breast cancer and lymphoma patients undergoing chemotherapy in europe. four hundred forty-four breast cancer and 305 lymphoma patients undergoing chemotherapy at 66 practices in five european countries participated in this prospective, observational study. predictors of impaired chemotherapy delivery were investigated using a logistic regression model. in breast cancer, fn incidence was low (6%); however, grade 4 neutropenia was frequent (34%). lymphoma patients experienced higher incidences of fn (non-hodgkin lymphoma (nhl) 22%; hodgkin lymphoma (hl) 15%) and grade 4 neutropenia (nhl 54%; hl 40%). for both diseases, fn and grade 4 neutropenia were associated with low relative dose intensity (rdi). multivariate regression models indicated that first cycle fn, age > or = 65 years and eastern co-operative oncology group > 1 were associated with low rdi in breast cancer and lymphoma, while colony-stimulating factor (csf) primary prophylaxis appeared to be protective in lymphoma only. primary csf prophylaxis was provided to 9% of breast cancer, 28% of nhl and 19% of hl patients. neutropenia and low rdi remain serious problems in both breast cancer and lymphoma populations undergoing chemotherapy. several risk factors which can trigger reduced chemotherapy delivery were identified. these results can support physicians in identifying patients most at risk of receiving impaired chemotherapy delivery who would benefit from suitable preventive measures.',\n", + " 'this study aims to correlate the clinical signs of keratoconus (kc) which include superficial apical scarring, fleischer rings, and vogt striae with best spectacle-corrected visual acuity (bscva) and corneal tomography findings. patients and methods. a retrospective observational study. 72 consecutive kc patients seen by the senior author over the course of one year were included in this case series. eyes with pellucid marginal degeneration, postrefractive ectasia, history of a corneal graft, prior corneal collagen cross-linking, intracorneal ring segments or hydrops were excluded from analysis. subsequently, the final analysis included only treatment-naÿve kc eyes with varying degrees of disease severity. bscva with manifest refraction was 0.5⊉logmar higher in eyes with apical scarring (p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, k2⊉=⊉64.56⊉±⊉12.89⊉d versus 49.07⊉±⊉6.61⊉d, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, k2⊉=⊉64.56⊉±⊉12.89⊉d versus 49.07⊉±⊉6.61⊉d, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, k2⊉=⊉64.56⊉±⊉12.89⊉d versus 49.07⊉±⊉6.61⊉d, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former, p < 0.001). eyes with apical scarring had worse vision than eyes with fleischer rings alone (0.43⊉logmar higher in the former. the presence of apical scarring and fleischer rings on biomicroscopy can aid the clinician in making the distinction between severe or long-standing disease (respectively). apical scarring is a sign of advanced disease and is associated with worse bscva and tomography findings. fleischer rings are markers of intermediate disease and their presence correlates with disease duration.',\n", + " 'mycosis fungoides (mf), the most common form of cutaneous t-cell lymphoma, remains a challenge for clinicians to stage and manage. classically, mf is determined through histopathologic evidence of a neoplastic infiltrate within the epidermis. in certain patients, however, the infiltrate extends into the hair follicles and sweat glands. the objective of this study is to determine the utility of expanding the analysis of histopathology reports to include the reporting of folliculotropism and syringotropism. this is a prospective, observational study conducted in a single facility from 2012-2018. all patients with mf, excluding those treated at this facility for less than six months with the exception of those with incomplete pruritus documentation, or absence of initial biopsy analysis were studied. modified severity weighted assessment tool (mswat) quantified body surface area and treatments attempted per patient were continuously charted. patients were surveyed for presence and degree of pruritus and pain. evaluation of these parameters were charted at the initial patient visit and correlated with their primary biopsy for presence or absence of folliculotropism and syringotropism. of the 87 patients examined, 70 patients (80%) exhibited syringotropism in their original biopsy and 68 patients (78%) exhibited folliculotropism. presence of both findings concurrently was present in 56 patients (64.4%), while neither finding was present in 5 patients (5.8%). the singular finding of folliculotropism was found in 12 patients (13.8%), while the singular finding of syringotropism was exhibited in 14 patients (16.1%). a significant association between the presence of folliculotropism and pruritus was established (p=0.043, ϱ=0.05). the general trend towards increase in mswat score and pruritus in patients in regard to the mean and median values suggest that increasing the sample population of the study might yield a significant value in the future. these presentations are more prevalent than previously recognized and have findings indicative of more severe disease. we propose that mf histopathology reports document the presence of folliculotropism and syringotropism and that these findings be added to the nccn guidelines as they may aid in predicting severity and progression risk.',\n", + " 'the jarisch-herxheimer reaction (jhr) is a febrile inflammatory reaction that may occur in patients after treatment of syphilis. the overall rate is estimated to be 10-25% with broad variations over time. it appears to be related to factors like stage of the disease or reagin titres. in this study, we aimed to describe the incidence of and risk factors including strain typing for jhr among patients with syphilis. from january through october 2015, 224 consecutive patients (82 of them with hiv) who were diagnosed with early syphilis were enrolled in this prospective observational study in a referral sti clinic in barcelona. an appointment was offered to them after 10-14 days of treatment to inquire about the reaction with the use of a standardized form. treponema pallidum molecular typing was made to detect a possible strain related to reaction. overall, 28% of patients developed jhr. this varied from 56% in secondary, 37% in primary to 7% in early latent syphilis. the most frequent types of reaction were fever (57.5%) and worsening of the lesions (31%). the median time to development of jhr was 6 h [iqr 4-10 h] and lasted a median of 9 h [iqr 4-24 h]. the jhr was less probable in early latent compared to primary/secondary syphilis (p = 0.04) and in patients treated with doxycycline compared to those treated with penicillin (p = 0.01). no differences were seen regarding reagin titres or hiv status, and no association with a specific strain was found. in this study, jhr occurred in a similar frequency as in other contemporary studies. symptomatic syphilis and treatment with penicillin were associated with an increased risk of jhr, whereas the previous episode of syphilis was associated with a low risk of it. we could not find associations with specific strains of t. pallidum.',\n", + " 'mutations in the hnf 1a gene are the most common cause of maturity-onset diabetes of the young (mody) in most populations. india currently has the largest number of people with diabetes in the world, and onset of type 2 diabetes occurs at a younger age with possible overlap with mody. there are very few data on mody mutations from india. the objective was to screen coding and promoter regions of hnf1a gene for mutations in unrelated south indian subjects in whom a clinical diagnosis of mody was made. this was an observational cross-sectional study. the study was conducted at a diabetes specialties centre in chennai in southern india. ninety-six unrelated south indian subjects in whom clinical diagnosis of mody was made were included in the study. the control population comprised of 57 unrelated nondiabetic subjects selected from the chennai urban rural epidemiology study, a study conducted on a representative population (aged > or =20 yr) of chennai. we identified nine novel variants comprising seven mutations (one novel mutation -538g>c at promoter region and six novel coding region mutations) and two polymorphisms in the hnf1a gene. functional studies revealed reduced transcriptional activity of the hnf1a promoter for two promoter variants. we also observed cosegregation with diabetes of the arg263his coding region mutation in eight members of one mody family, whereas it was absent in nondiabetic subjects of this family. this study suggests that mutations in the hnf1a gene comprise about 9% of clinically diagnosed mody subjects in southern india and a novel arg263his mutation cosegregates with mody in one family.',\n", + " 'to conduct tests of relationships between different factors that could influence the course of retinopathy of prematurity (rop) and rop, particularly the role of hemoglobin variant replacement in adult blood transfusions. a retrospective, observational study of 83 infants born between 23 and 34 wks gestation was conducted. the infants without rop, with 1 and 2 stage of rop and with ≥ 3 stage of rop received q 28 (12-134); 51 (14-149); 156 (38-244) ml/kg of transfused blood, respectively, and the factor qt was 1,545 (560-10,045); 3,093 (614-13,419); 11,907 (1,288-20,638) (ml/kg)·day, respectively. for the same groups mcv(35) (mean cell volume at the arbitrary time of the 35(th) wk post-conception) was 92.3 (82.9-110.5); 91.0 (79.3-101.4); 87.1 (80.2-94.8) fl, respectively, and factor p(mcv)/t was 99.5 (89.2-108.8); 96.3 (84.6-106.3); 90.7 (85.3-96.5) fl, respectively. there is high influence on the stage of rop of the amount of transfused blood and mcv, both with or without the time factor. the statistical differences between p(mcv)/t were more significant than the differences between mcv(35), for different stages of rop. the influence of the time factor on the statistical differences of mcv but not on the amount of transfused adult blood suggests that hbf - hba replacement may play a role in rop development.',\n", + " \"current knowledge about the natural history, treatment and physicians' perception of chronic allograft nephropathy (can) is limited. the present study evaluated the prevalence and determinants of can in renal transplant patients. epidemiological, cross-sectional multi-centre study conducted in spain. a total of 872 renal transplant recipients with a functioning graft and at least 2 years of post-transplant data on renal function were consecutively included. can diagnosis was recorded based on physician's clinical criteria and on laboratory criteria (serum creatinine ≥ 2 mg/dl and/or glomerular filtration rate ≤ 50 ml/min). the mean time from transplantation until the time of this study was 8.2 years. can was diagnosed in 35% of patients (n = 305) according to the physician's criteria (31% of whom with histological assessment) and in 55.5% (n = 482) according to laboratory objective criteria. an older donor age, lack of induction therapy, cyclosporine use, lower tacrolimus levels at 1 year, acute rejection, hypertension and worse initial renal function were associated with can development. time from transplant to biopsy was greater in patients with anti-proteinuric treatment. immunosuppression was modified in 46.9% of patients with can diagnosis [calcineurin inhibitor (cni) reduction alone in 18.9% of cases; cni reduction and mycophenolate modification in 17.8% and cni reduction or withdrawal with introduction of proliferation signal inhibitors in 12.9%). after ~8 years from renal transplantation, 55.5% of patients presented can, which was considerably underestimated by physicians. an older donor age and less initial immunosuppression seemed to be related to can development.\",\n", + " 'the time course of progressive dilatation of the right ventricle (rv) in adults with pulmonary regurgitation (pr) late after repair of tetralogy of fallot (tof) is poorly characterized. we analysed cardiac mri data (1.5 t) from 14 adult repaired tof patients (26 ± 11 years of age) with dilated rvs and known significant pr, on 2 separate visits with a between mri period of 2.1 ± 1.0 years. indexed rv end diastolic volume (rvedvi) increased over 2 years (142 ± 19 to 151 ± 20 ml/m2, p = 0.005; change = 8.4 ± 9.3 ml/m2, range = - 6 to 26 ml/m2; annual ml/m2 increase = 4.3 ± 4.6; annual percentage increase = 3.1 ± 3.3%), whilst rv ejection fraction decreased (53 ± 8 to 49 ± 7 %, p = 0.039). rv muscular corpus (rvmc) edvi significantly increased (130 ± 19 to 138 ± 20 ml/m2, p = 0.014), whereas rv outflow tract (rvot) edvi did not (12 ± 7 vs 13 ± 6 ml/m2, p = 0.390). no other rv or lv measures significantly changed during the inter-mri period. the change in rvedvi correlated significantly with lv end diastolic volume (r = - 0.582, p = 0.029), rvedvi:lvedvi (r = 0.6, p = 0.023) and rvmc edvi (r = 0.9, p < 0.001) but not rvot edvi (r = 0.225, p = 0.459). adult repaired tof patients with free pr experienced a mean 3.1%, or 4.3 ml/m2, annual increase in rvedvi, unrelated to the initial rvedvi or pr fraction. the increase in rvedvi was due to rvmc rather than rvot dilatation. this provides a guide to the frequency of mr surveillance and insights into the natural history of progressive rv dilatation in this setting.',\n", + " 'to investigate the risk factors for persistent or recurrent central serous chorioretinopathy (csc). consecutive treatment-naÿve csc patients were included from january 2017 to october 2018. all patients were asked to complete questionnaires, addressing previously described risk factors for the development of csc. patients were divided into two groups: those with acute csc, who were in the first episode, with spontaneous resolution of subretinal fluid within 3⊉months, and with no recurrence within 1⊉year; and those with persistent or recurrent csc, the remaining patients. in total, 138 patients were enrolled: 20 (14.5%) with acute csc and 118 (85.5%) with persistent or recurrent csc. using multivariate analysis, male sex (odds ratio (or), 95% confidence interval: 5.63 [1.02-31.02]; p=0.047), older age (or: 1.14 [1.03-1.25]; p=0.008), and higher insomnia severity index score (or: 1.30 [1.05-1.60]; p=0.015) were found to be independently associated with persistent or recurrent csc. male sex, age, and sleep disorders are risk factors for persistent or recurrent csc in the natural history. these patients may require early photodynamic therapy. treatment for sleep disorders is strongly recommended. all csc patients may require careful and periodic follow-up.',\n", + " 'physical activity has been infrequently measured objectively in non-small cell lung cancer (nsclc). we aimed to investigate levels of physical activity, functional and patient reported outcomes at diagnosis and over six months in participants with recently diagnosed nsclc and compare results with both physical activity guidelines and outcomes of similar-aged healthy individuals. this prospective observational study assessed 50 individuals from three australian tertiary hospitals with stage i-iiib nsclc at diagnosis, then 10 weeks and six months later. thirty five healthy individuals without cancer were assessed once. outcome measures included tri-axial accelerometery (number of steps per day), six minute walk distance (6mwd), muscle strength and questionnaires including health-related quality of life (hrqol). individuals with nsclc were engaged in significantly less physical activity than similar-aged healthy individuals, with 60% not meeting physical activity guidelines. at diagnosis they had worse quadriceps strength, nutritional status and hrqol. over six months, participants with nsclc experienced decline in self-reported physical activity, 6mwd and muscle strength, and worsening symptoms. at diagnosis individuals with nsclc engage in less physical activity, are weaker and more depressed than healthy individuals and their self-reported physical activity declines over six months. future studies are required to investigate the efficacy of interventions to increase physical activity.',\n", + " 'smear-positive tuberculosis (tb) case detection rates are far below targets in most low-income countries. the standard approach to smear microscopy involves sputum collection over multiple days and examination of sputum smears by light microscopy (lm), an insensitive and time-consuming technique. to determine whether two alternative approaches can increase smear-positive case detection by increasing the efficiency (single-specimen microscopy) or sensitivity (light-emitting diode [led] fluorescence microscopy [fm]) of tb suspect evaluation. we enrolled patients with cough of 2 weeks or more admitted to mulago hospital in kampala, uganda and collected spot and early morning sputum specimens. we compared the diagnostic accuracy of four prespecified strategies based on the number of sputum specimens collected (one specimen versus two specimens) and the type of microscopy (lm versus led fm) using mycobacterial culture as a reference standard. two hundred thirty-three of 464 (50%) patients had culture-positive tb. there was no difference in sensitivity between single-specimen and two-specimen strategies when smears were examined with lm (55 vs. 56%; difference, -1%; 95% confidence interval [ci], -5 to +2%) or led fm (61 vs. 64%; difference, -3%; 95% ci, -7 to +1%). led fm was more sensitive than lm with both the single-specimen (61 vs. 55%; difference, 6%; 95% ci, 2-10%) and two-specimen strategies (64 vs. 56%; difference, 8%; 95% ci, 3-12%). findings were similar among the hiv-infected patient subset (n = 321 patients). in low-income, high tb burden settings, single-specimen microscopy and led fm, either alone or in combination, could considerably increase identification of smear-positive tb cases.',\n", + " 'infantile hemangiomas are characterized by rapid capillary growth during the first year of life followed by involution during early childhood. the natural history of these lesions creates a unique opportunity to study the changes in gene expression that occur in the vessels of these tumors as they proliferate and regress. here we use laser capture microdissection and genome-wide transcriptional profiling of vessels from proliferating and involuting hemangiomas to identify differentially expressed genes. relative to normal placental vessels, proliferating hemangiomas were characterized by increased expression of genes involved in endothelial-pericyte interactions, such as angiopoietin-2 (angpt2), jagged-1 (jag1), and notch-4 (notch4), as well as genes involved in neural and vascular patterning, such as neuropilin-2 (neto2), a plexin domain containing receptor (plexinc1), and an ephrin receptor (ephb3). insulin-like growth factor binding protein-3 (igfbp3) was down-regulated in proliferating hemangiomas. involuting hemangiomas were characterized by the expression of chronic inflammatory mediators, such as the chemokine, stromal cell-derived factor-1 (sdf-1), and factors that may attenuate the angiogenic response, such as a member of the down syndrome critical region (dscr) family. the identification of genes differentially expressed in proliferating and involuting hemangiomas in vivo will contribute to our understanding of this vascular lesion, which remains a leading cause of morbidity in newborn children.',\n", + " 'there is lack of reliable predictors of disease severity and mortality in dengue. the present study was carried out to identify these predictors during the 2015 outbreak in india. this prospective observational study included confirmed adult dengue patients hospitalized between august and november 2015 in a tertiary care centre in new delhi, india. appropriate statistical tests were used to compare clinicolaboratory characteristics, derive predictors of severe disease and mortality, and compute a predictive score for mortality. serotyping was done. data of 369 patients were analyzed (mean age, 30.9 years; 67% males). of these, 198 (54%) patients had dengue fever, 125 (34%) had dengue hemorrhagic fever (grade 1 or 2), and 46 (12%) developed dengue shock syndrome (dss). twenty-two (6%) patients died. late presentation to the hospital (≥5 days after onset) and dyspnea at rest were identified as independent predictors of severe disease. age ≥24 years, dyspnea at rest and altered sensorium were identified as independent predictors of mortality. a clinical risk score was developed (12*age + 14*sensorium + 10*dyspnea), which, if ≥22, predicted mortality with a high sensitivity (81.8%) and specificity (79.2%). the predominant serotypes in delhi (2015) were dengue virus denv2 and denv4. age ≥24 years, dyspnea at rest, and altered sensorium were identified as independent predictors of mortality. platelet counts did not determine outcome in dengue patients. timely referral/access to healthcare is important. the clinical risk score for mortality prediction that was developed in this study can be used in all healthcare settings, after validation in larger cohorts.',\n", + " 'the aim of the present study was to evaluate the clinical usefulness of the cytokeratin tumor marker tissue polypeptide antigen (tpa) in patients with vulvar cancer. this retrospective study comprises 41 patients with vulvar cancer figo stages i-iii, 17 patients with vulvar intraepithelial neoplasia (vin) iii, and 40 healthy female controls. serum concentrations of tpa were measured using a microparticle enzyme immunoassay. results were correlated to clinical data. median serum concentrations of tpa in healthy female controls, patients with vin iii, and patients with vulvar cancer were 42 u/l (range 12-192), 53 u/l (range 17-127.9) and 57 u/l (range 4.2-423), respectively (mann-whitney u test, p = 0.8). serum concentrations of tpa were not associated with stage of disease, histological grade, and age at the time of diagnosis. in vulvar cancer patients, elevated serum concentrations of tpa prior to therapy were not associated with a shortened disease-free or overall survival (log-rank test: p = 0.5 and p = 0.9, respectively). in a multivariate cox regression model comprising tumor stage and tpa, tumor stage, but not tpa revealed a statistically significant influence on disease-free (cox proportional hazard regression model, p = 0.05 and p = 0.6, respectively) and overall (cox proportional hazard regression model, p = 0.04 and p = 0.8, respectively) survival of patients with vulvar cancer. we conclude that cytokeratin expression, as reflected by serum concentrations of tpa, does not play a role in the natural history of vulvar cancer. the evaluation of serum concentrations of tpa prior to therapy is not recommended.',\n", + " 'serum-mediated phagocytosis of antibody- and complement-opsonized necrotic cell material (ncm) by polymorphonuclear leukocytes can be quantified by using a flow cytometry-based assay. the phagocytosis of necrotic cell material (pnc) assay parallels the well-known lupus erythematosus cell test. in this study, we aimed to investigate the diagnostic accuracy of the assay and the relationship with clinical manifestations and disease activity in systemic lupus erythematosus (sle). the diagnostic accuracy for sle diagnosis of the pnc assay was studied by cross-sectional assessment of blood samples from 148 healthy control subjects and a multicenter rheumatic group (mrg) of 529 patients with different rheumatic symptoms. a cohort of 69 patients with an established sle diagnosis (sle cohort) underwent longitudinal clinical and laboratory follow-up for analysis of the temporal relationships between pnc positivity and specific clinical manifestations. in 35 of 529 mrg patients, 13 of whom had sle, the pnc assay result was positive. combined positivity of the pnc assay and anti-double-stranded dna antibodies increased specificity and positive predictive value for sle diagnosis to 0.99 and 0.67, respectively. in the longitudinal study, 42 of 69 sle cohort patients had positive results in the pnc assay at least once. pnc assay positivity was associated with current hematological manifestations and could predict mucocutaneous manifestations. when combined with hypocomplementemia, pnc positivity preceded increased systemic lupus erythematosus disease activity index 2000 score, glomerulonephritis, and alopecia. serum-mediated pnc by polymorphonuclear leukocytes is commonly but not exclusively seen in patients with sle. the pnc assay may be used in follow-up of patients with sle and, especially in combination with other routinely assessed laboratory tests, may help to predict flares and different clinical manifestations, including glomerulonephritis. our results encourage further development of the pnc assay as a complementary laboratory tool in management of patients with sle.',\n", + " 'introduction diffuse large b-cell lymphoma (dlbcl) is an aggressive b-cell lymphoma. the 2016 world health organization (who) update on hematopoietic tumors suggested that all dlbcl cases should be subtyped into germinal and non-germinal center phenotypes. ki67 immunohistochemistry is a maker of cell proliferation and thus is used as a prognostic and predictive marker in various tumors of human body. only a few studies evaluated the proliferative index of dlbcl subtypes in our population. therefore, in this study, we evaluated the frequency of subtypes of dlbcl in our population and k67 index in each subtype. methods a retrospective observational study was conducted in the department of histopathology, liaquat national hospital and medical college, from january 2018 till december 2020, over a period of three years. a total of 101 cases with a histopathological diagnosis consistent dlbcl were included in the study. immunohistochemical (ihc) stains cd10, b-cell lymphoma 6 (bcl-6), and multiple myeloma oncogene 1 (mum1) were applied for the further sub-categorization of dlbcl into germinal center b-cell-like (gcb) and non-gcb subtypes according to the hans algorithm. the ki67 index was interpreted in hot spots of the tumor and reported as an average percentage. results out of 101 dlbcl cases, 47.5% of dlbcl were gcb, while 52.5% were non-gcb subtypes. bcl-2, bcl-6, mum1, c-myc, cd10, and cd30 expression were noted in 62.4%, 45.5%, 42.6%, 44.6%, 39.6%, and 7.9% cases, respectively. the mean ki67 index was 72.94±16.69%. the mean ki67 index in non-gcb-type dlbcl was 77.67±14.80%, which was significantly higher than the mean ki67 index in gcb-type dlbcl (67.70±17.22%) with a significant p-value (p=0.002). cervical lymph node was the most common site of dlbcl, while the stomach was the most common extra-nodal site. a significant association of ki67 index was noted with subtypes of dlbcl. a higher proportion of non-gcb-type dlbcl exhibited greater than 80% ki67 index than gcb subtype dlbcl. moreover, a significant association ki67 index was noted with c-myc positivity. a higher proportion of c-myc-positive dlbcl had greater than 80% ki67 index. conclusion we found that non-gcb-type dlbcl had a higher ki67 index than gcb subtype dlbcl, portending a poor prognostic significance of non-gcb subtype of dlbcl. moreover, c-myc expression was associated with a higher ki67 index.',\n", + " 'mycobacterium genavense is an opportunistic non-tuberculous mycobacterium previously mostly associated with hiv-infected patients with cd4 counts below 100/ϼl. in this retrospective observational study of medical charts we studied all dutch patients in whom m. genavense was detected between january 2002 and january 2010. of the 14 patients identified, 13 (93%) showed clinically relevant m. genavense disease. all patients with m. genavense disease were severely immunocompromised, including hiv-infected patients, solid organ transplant recipients, those with chronic steroid use in combination with other immune modulating drugs, recipients of chemotherapy for non-hodgkin lymphoma, and those with immunodeficiency syndromes. two patients had non-disseminated pulmonary m. genavense disease. of the 12 patients treated, eight (75%) showed a favourable outcome. four patients died in this study, three despite treatment for m. genavense disease. we conclude that m. genavense is a clinically relevant pathogen in severely immunocompromised patients that causes predominantly disseminated disease with serious morbidity and mortality. m. genavense is increasingly seen among non-hiv immunocompromised patients.',\n", + " 'renal cell carcinoma (rcc) is a biologically heterogeneous disease, with many small renal masses (srms) exhibiting an indolent natural history, while others progress more rapidly to become life-threatening. existing multiphase contrast-enhanced imaging methods, such as computed tomography or magnetic resonance imaging, cannot definitively distinguish between benign and malignant solid tumors or identify histologic subtype, and early results of molecular imaging studies (positron emission tomography [pet]) in the evaluation of srms have not improved on these established modalities. alternative molecular markers/agents recognizing aberrant cellular pathways of cellular oxidative metabolism, dna synthesis, and tumor hypoxia tracers are currently under development and investigation for rcc assessment, but to date none are yet clinically applicable or available. in contrast, immuno-pet offers highly selective binding to cancer-specific antigens, and might identify radiographically recognizable and distinct molecular targets. a phase i proof-of-concept study first demonstrated the ability of immuno-pet to discriminate between clear-cell rcc (ccrcc) and non-ccrcc, utilizing a chimeric monoclonal antibody to carbonic anhydrase ix (cg250, girentuximab) labeled with (124)i ((124)i-girentuximab pet); the study examined patients with renal masses who subsequently underwent standard surgical resection. a follow-up phase iii multicenter trial confirmed that (124)i-cg250-pet can accurately and noninvasively identify ccrcc with high sensitivity (86%), specificity (87%), and positive predictive value (95%). in the challenge to appropriately match treatment of an incidentally identified srm to its biological potential, this highly accurate and histologically specific molecular imaging modality demonstrates the ability of imaging to provide clinically important preoperative diagnostic information, which can result in optimal and personalized therapy.',\n", + " 'infection with plasmodium falciparum leads to severe malaria and death in approximately 400⊈000 children each year in sub-saharan africa. blood transfusion might benefit some patients with malaria but could potentially harm others. the aim of this study was to estimate the association between transfusion and death among children admitted to hospital with p falciparum malaria. in this prospective, multicentre observational study, we analysed admissions to six tertiary care hospitals in the gambia, malawi, gabon, kenya, and ghana that participated in the severe malaria in african children network. patients were enrolled if they were younger than 180 months and had a giemsa-stained thick blood smear that was positive for p falciparum. blood transfusion (whole blood at a target volume of 20 ml per kg) was administered at the discretion of the responsible physicians who were aware of local and international transfusion guidelines. the primary endpoint was death associated with transfusion, which was estimated using models adjusted for site and disease severity. we also aimed to identify factors associated with the decision to transfuse. the exploratory objective was to estimate optimal haemoglobin transfusion thresholds using generalised additive models. between dec 19, 2000, and march 8, 2005, 26⊈106 patients were enrolled in the study, 25⊈893 of whom had their transfusion status recorded and were included in the primary analysis. 8513 (32·8%) patients received a blood transfusion. patients were followed-up until discharge from hospital for a median of 2 days (iqr 1-4). 405 (4·8%) of 8513 patients who received a transfusion died compared with 689 (4·0%) of 17⊈380 patients who did not receive a transfusion. transfusion was associated with decreased odds of death in site-adjusted analysis (odds ratio [or] 0·82 [95% ci 0·71-0·94]) and after adjusting for the increased disease severity of patients who received a transfusion (0·50 [0·42-0·60]). severe anaemia, elevated lactate concentration, respiratory distress, and parasite density were associated with greater odds of receiving a transfusion. among all study participants, transfusion was associated with improved survival when the admission haemoglobin concentration was up to 77 g/l (95% ci 65-110). among those with impaired consciousness (blantyre coma score ≤4), transfusion was associated with improved survival at haemoglobin concentrations up to 105 g/l (95% ci 71-115). among those with hyperlactataemia (blood lactate ≥5·0 mmol/l), transfusion was not significantly associated with harm at any haemoglobin concentration-ie, the or of death comparing transfused versus not transfused was less than 1 at all haemoglobin concentrations (lower bound of the 95% ci for the haemoglobin concentration at which the or of death equals 1: 90 g/l; no upper bound). our findings suggest that whole blood transfusion was associated with improved survival among children hospitalised with p falciparum malaria. among those with impaired consciousness or hyperlactataemia, transfusion was associated with improved survival at haemoglobin concentrations above the currently recommended transfusion threshold. these findings highlight the need to do randomised controlled trials to test higher transfusion thresholds among african children with severe malaria complicated by these factors. us national institute of allergy and infectious diseases.',\n", + " 'elevated plasma b-type natriuretic peptide (bnp) levels in patients with critical sepsis (severe sepsis and septic shock) may indicate septic cardiomyopathy. however, multiple heterogeneous conditions may also be involved in increased bnp level. in addition, the prognostic value of bnp in sepsis remains debatable. in this study, we sought to discover potential independent determinants of bnp elevation in critical sepsis. the prognostic value of bnp was also evaluated. in this observational study, we enrolled mechanically ventilated, critically septic patients requiring hemodynamic monitoring through a pulmonary artery catheter. all clinical, laboratory and survival data were prospectively collected. plasma bnp concentrations were measured daily for five consecutive days. septic cardiomyopathy was assessed on day 1 on the basis of left and right ventricular ejection fractions (ef) derived from echocardiography and thermodilution, respectively. mortality was recorded at day 28. a total of 42 patients with severe sepsis (n⊉=⊉12) and septic shock (n⊉=⊉30) were ultimately enrolled. daily bnp levels were significantly elevated in septic shock patients compared with those with severe sepsis (p ≤0.002). critical illness severity (assessed by acute physiology and chronic health evaluation ii and maximum sequential organ failure assessment scores), and peak noradrenaline dose on day 1 were independent determinants of bnp elevation (p <0.05). biventricular efs were inversely correlated with longitudinal bnp measurements (p <0.05), but not independently. pulmonary capillary wedge pressures (pcwp) and volume expansion showed no correlation with bnp. in septic shock, increased central venous pressure (cvp) and cvp/pcwp ratio were independently associated with early bnp values (p <0.05). the severity of critical illness, rather than septic cardiomyopathy, is probably the major determinant of bnp elevation in patients with critical sepsis. daily bnp values are of limited prognostic value in predicting 28-day mortality; however, fast bnp decline over time and a decrease in bnp <500 pg/ml may imply a favorable outcome.',\n", + " 'upper limb evaluation of patients with duchenne muscular dystrophy is crucially important to evaluations of efficacy of new treatments in non-ambulant patients. in patients who have lost ambulation, there are few validated and informative outcome measures. in addition, longitudinal data demonstrating sensitivity to clinical evolution of outcome measures over short-term periods are lacking. we report here the results of a one-year multicenter study using specifically designed tools to assess grip, pinch strength, and hand function in wheelchair-bound patients. our study assessed 53 non-ambulant patients with duchenne muscular dystrophy aged 17.1 ± 4.8 years (range: 9 - 28.1 years). the average brooke functional score of these patients was 4.6 ± 1.1. the average forced vital capacity was 44.5% predicted and 19 patients used non-invasive ventilation. patients were assessed at baseline, 6 months, and one year using the motor function measure and innovative devices (namely the myoset composed of myogrip, myopinch, and moviplate). our study confirmed preliminary data previously reported regarding feasibility of use and of reliability of the myoset and the correlation at baseline between distal strength and clinical outcomes such as fvc, brooke score, age, and duration since loss of ambulation. a significant correlation was observed between the distal upper limb strength and clinical variables. the sensitive dynamometers (myogrip and myopinch) and moviplate captured a 12-month change in non-ambulant duchenne muscular dystrophy patients of all ages. clinicaltrials.gov nct00993161 nct00993161.',\n", + " 'we sought to identify predictors of mortality and cardiopulmonary hospitalizations in patients at risk for pulmonary hypertension (ph) and enrolled in pharos, a prospective cohort study to investigate the natural history of ph in systemic sclerosis (ssc). the at-risk population for ph was defined by the following entry criteria: echocardiogram systolic pulmonary arterial pressure > 40 mmhg, or dlco < 55% predicted or ratio of % forced vital capacity/%dlco > 1.6, measured by pulmonary function testing. baseline clinical measures were evaluated as predictors of hospitalization and death between 2005 and 2014. cox proportional hazards models were censored at date of ph onset or latest study visit and adjusted for age, sex, race, and disease duration. of the 236 at-risk subjects who were followed for a median of 4 years (range 0.4-8.5 yrs), 35 developed ph after entering pharos (reclassified as ph group). in the at-risk group, higher mortality was strongly associated with male sex, low %dlco, exercise oxygen desaturation, anemia, abnormal dyspnea scores, and baseline pericardial effusion. risks for cardiopulmonary hospitalization were associated with increased dyspnea and pericardial effusions, although ph patients with dlco < 50% had the highest risk of cardiopulmonary hospitalizations. risk factors for poor outcome in patients with ssc who are at risk for ph were similar to others with ssc-ph and ssc-pulmonary arterial hypertension, including male sex, dlco < 50%, exercise oxygen desaturation, and pericardial effusions. this group should undergo right heart catheterization and receive appropriate intervention if ph is confirmed.',\n", + " \"backgroundto validate the findings of a single-center pilot study showing elevated urinary n-terminal b-type natriuretic peptide (ntprobnp) concentrations in preterm infants subsequently developing severe retinopathy of prematurity (rop) in a multicenter setting across eight european and middle east countries.methodsprospective observational study in 967 preterm infants <30 weeks' gestational age assessing the capacity of urinary ntprobnp on days of life (dols) 14 and 28 to predict rop requiring treatment.resultsurinary ntprobnp concentrations were markedly elevated in infants who developed rop requiring treatment (n=94) compared with survivors without rop treatment (n=837), at both time points (median (interquartile range) dol14: 8,950 (1,925-23,783) vs. 3,083 (1,193-17,393) vs. 816 (290-3,078) pg/ml, p<0.001) and dol28 (2,203 (611-4,063) vs. 1,671 (254-11,340) vs. 408 (162-1,126) pg/ml, p<0.001). c-statistic of ntprobnp for treated rop or death was 0.731 (95% confidence interval 0.654-0.774) for dol14 and 0.683 (0.622-0.745) for dol28 (p<0.001). threshold scores were calculated, potentially enabling around 20% of infants with low ntprobnp scores never to be screened with ophthalmoscopy.conclusionthere is a strong association between early urinary ntprobnp and subsequent rop development, which can be used to further refine subgroups of patients with high or low risk of severe rop.\",\n", + " 'clinical decisions in primary sclerosing cholangitis (psc) depend upon understanding its variable natural history. several prognostic models for survival have been developed. we explored the child-pugh classification (cpc) to determine if it predicts survival as well as a disease-specific model (dsm). we identified 208 psc patients who satisfied established criteria. prognostic variables were measured from the first visit. kaplan-meier survival estimates were obtained for cpc twice, once censoring observations at orthotopic liver transplantation and again considering orthotopic liver transplantation as a failure. a stepwise cox proportional hazards-model was used to identify the factors associated with mortality. for 208 patients, the mean follow-up was 70 months (sd + 55). kaplan-meier 7-year survivals for cpc a, b, and c were 89.8%, 68%, and 24.9%, respectively (p < .001). the cox model identified cpc and age as the most significant predictors of mortality. adding the dsm risk score did not significantly improve the fit of the model (p = .75). the following were concluded: 1) cpc is a powerful predictor of survival in psc; 2) dsm does not enhance the predictive ability of cpc; and 3) cpc may be used as an alternative to the dsm in research studies and clinical decision-making.',\n", + " 'targeted therapies are the standard treatment in patients with metastatic renal cell carcinoma (mrcc) and are known to cause adverse pulmonary events. organizing pneumonia (op) with its various manifestations in computed tomography (ct) has therefore lately received more attention. to describe the spectrum of ct patterns of op in patients with mrcc receiving targeted therapies. seventeen patients with known therapy-related op were analyzed retrospectively by two blinded radiologists in consensus. images were scored according to op patterns that have previously been described. additionally, the distribution and the predominant imaging pattern in each patient were determined. in our cohort, ground glass opacity was the most common imaging pattern (17/17, 100%) in patients with op followed by a reticular pattern (12/17, 71%), consolidations (10/17, 59%), nodules (7/17, 41%), crazy paving (5/17, 29%), bronchi(ol)ectasis (4/17, 24%), focal mass (3/17, 18%), and reversed halo (1/17, 6%). the most common imaging pattern was changing multifocal consolidations (8/17, 47%). a bronchocentric and a nodular pattern were found in four patients (24%) each, a progressive fibrotic pattern in none patient, and reversed halo/atoll pattern in one (6%) case. op is the major differential diagnosis to be considered in patients with targeted therapies and pulmonary changes. knowledge of the variety of imaging findings can facilitate diagnosis.',\n", + " 'the purpose of this study was investigate whether replacing or discontinuing drugs that are inhibitors or substrates of cytochrome p450 3a4 (cyp3a4) may improve the clinical course of central serous chorioretinopathy (csc). a retrospective observational study included 43 patients with active csc. twenty seven patients (32 eyes, group 1) were using drugs that act as substrates or inhibitors of cyp3a4. in 25 of these 27 patients, treatments including steroids, calcium channel blockers, anticoagulants, statins, beta-adrenolytics, angiotensin receptor antagonists, antidepressants, muscarinic receptor antagonists, phosphodiesterase type 5 inhibitors, and others were discontinued or replaced with medications not affecting cyp3a4. sixteen patients (19 eyes, group 2) not using any medication that affects cyp3a4, were given eplerenone, rifampicin, or laser treatment. main outcomes measures were assessed by functional and anatomical images obtained using multimodal imaging techniques. the average follow-up time was 12 months. in group i after discontinuing or replacing substrates or inhibitors of cyp3a4, improvements were observed in 18 patients (22 eyes). none of the patients that were using drugs affecting cyp3a4 improved with eplerenone therapy, however, all 18 patients improved after discontinuing the drugs. all these drugs had a blocking effect on eplerenone therapy. best corrected visual acuity (bcva) improved in 14 eyes, remained unchanged in 5 eyes, and worsened in 3 eyes. in 21 of the 22 eyes, subretinal fluid absorption was observed with optical coherence tomography (oct). mean central retinal thickness decreased from 361 ϼm to 219 ϼm. one patient (2 eyes) was unable to change treatment (due to neoplasm), one patient (1 eye) did not agree to change or stop treatment, and seven patients (7 eyes) were lost to follow-up. of the 16 patients (19 eyes) who were treated with eplerenone, rifampicin, or laser, improvements were observed in 14 patients (16 eyes), two patients (2 eyes) were lost to follow-up, and csc worsened in 1 eye. we concluded that patients with csc should not take substrates or inhibitors of cyp3a4. these drugs should be replaced with alternatives that act through other metabolic pathways.',\n", + " 'chronic hepatitis b is a major cause of liver disease worldwide, ranking as the first cause of cirrhosis and hepatocellular carcinoma. hepatitis b surface antigen (hbsag) is usually used as a qualitative marker for the diagnosis of hepatitis b virus (hbv) infection. hbsag clearance is the closest to cure outcome as one can expect to achieve in hepatitis b. support for this comes from natural history studies demonstrating increased length of survival, lower rates of hepatic decompensation, reduction in the frequency of hepatocellular carcinoma, and regression of liver fibrosis in patients who clear hbsag. hbsag seroclearance may occur spontaneously at a yearly incidence of 1-2%, preceded usually by a long period of inactive disease. interferon treatment enhanced hbsag seroclearance by approximately three-fold in western studies and sixfold in asian studies compared with non-treated patients. pegylated interferon induced a 10-15% yearly rate of hbsag seroclearance in patients who developed sustained virological response in clinical trials. by contrast, treatment with nucleos (t) ides analogues did not significantly affect the rate of hbsag seroclearance, especially in patients with hepatitis b e antigen (hbeag) - negative disease. recently, serum hbsag has been shown to be a surrogate marker of covalently closed circular dna (cccdna) concentration in the liver. quantification of serum hbsag has also been recently shown to be a promising tool for monitoring virologic response in hbeag-negative patients treated with pegylated interferon.',\n", + " 'cardiac magnetic resonance imaging (cmr) allows for detection of fibrosis in hypertrophic cardiomyopathy (hcm) by quantification of the extracellular volume fraction (ecv). to quantify native t1 mapping and ecv in cats. we hypothesize that native t1 mapping and ecv will be significantly increased in hcm cats compared with healthy cats. seventeen healthy and 12 preclinical hcm, age-matched, client-owned cats. prospective observational study. tests performed included indirect blood pressure, cbc, biochemical analysis including total thyroid, urinalysis, transthoracic echocardiogram, and cmr. cats were considered healthy if all tests were within normal limits and a diagnosis of hcm was determined by the presence of left ventricular concentric hypertrophy ≥6⊉mm on echocardiography. there were statistically significant differences in lv mass (healthy = 5.87⊉g, hcm = 10.3 g, p <⊉.0001), native t1 mapping (healthy = 1122⊉ms, hcm = 1209⊉ms, p =⊉.004), and ecv (healthy = 26.0%, hcm = 32.6%, p <⊉.0001). variables of diastolic function including deceleration time of early diastolic transmitral flow (dte), ratio between peak velocity of early diastolic transmitral flow and peak velocity of late diastolic transmitral flow (e : a), and peak velocity of late diastolic transmitral flow (a wave) were significantly correlated with ecv (dte; r =⊉0.73 p =⊉.007, e : a; r =⊉-0.75 p =⊉.004, a wave; r =⊉0.76 p = .004). quantitative assessment of cardiac ecv is feasible and can provide additional information not available using echocardiography.',\n", + " 'early diagnosis during newborn screening or infancy has enabled the observation of the natural history of hemoglobin h disease, a subtype of ϱ-thalassemia. we analyzed longitudinal clinical data for patients with hemoglobin h disease arising from the deletion of three of four ϱ-globin genes (hbh) and from hemoglobin h constant spring (hcs), caused by the deletion of two ϱ-globin genes and the constant spring mutation. we identified 86 patients with hemoglobin h disease (48 through newborn screening). of these patients, 60 (70%) had hbh, 23 (27%) had hcs, and 3 (3%) had other, nondeletional forms of hemoglobin h disease. the parental ethnic background was asian in 81% of patients, hispanic in 5%, and african american in 3%, whereas mixed ancestry was observed in 10% of patients. among the patients with deletional hemoglobin h disease, 15% had one or both parents with african-american ancestry. growth was normal in patients with hbh during the first decade, but growth deficits began during infancy in those with hcs. anemia was more severe in patients with hcs at all ages (p<0.001). acute worsening of anemia with infections requiring urgent blood transfusion was observed in patients with hcs but not in those with hbh. the probability of receiving at least one transfusion by the age of 20 years was 3% for patients with hbh and 80% for those with hcs (p<0.001). among patients with hcs, transfusions occurred in 13% of infants and 50% of children under the age of 6 years; splenectomy was associated with a significant improvement in hemoglobin levels (p=0.01) and a reduction in the number of transfusions. hcs should be recognized as a distinct thalassemia syndrome with a high risk of life-threatening anemia during febrile illnesses. hbh was not associated with an increased rate of severe anemia with infections and was managed without blood transfusions. many patients with these disorders had mixed ethnic backgrounds, which highlights the need for extended newborn screening in populations that are traditionally considered to be at low risk for hemoglobin h disease.',\n", + " 'lactose intolerance is a frequent gastrointestinal disease affecting 47% of the eastern european population. small intestinal bacterial overgrowth (sibo) leads to carbohydrate malabsorption and therefore to false results during lactose breath and tolerance tests. we aimed to assess the prevalence of lactose maldigestion and intolerance in hungary and to investigate the role of combined diagnostic method and testing for sibo in reducing false results. we retrospectively analyzed data from 264 adult symptomatic patients who underwent 50g lactose breath and tolerance tests in parallel over a one-year period at our center. a ≥20 ppm elevation of h2 or less than 1.1 mmol/l rise of blood glucose was diagnostic for lactose maldigestion. patients with maldigestion who had symptoms during the test were defined as lactose intolerant. patients with an early (≤90 min) significant (≥20 ppm) rise of h2 during lactose and/or lactulose breath tests were determined to have sibo. patients with slow/rapid oro-cecal transit and inappropriate preparation before the test were excluded. 49.6% of the 264 patients had lactose maldigestion, and 29.5% had lactose intolerance. the most frequent symptom was bloating (22.7%), while 34.8% of the study population and 60% of the symptomatic patients had sibo. in 9.1% and 9.8% of the patients, the lactose breath and tolerance test alone gave false positive result compared with the combined method. sibo was present in 75% of the false positives diagnosed with breath test only. the prevalence of lactose intolerance is lower in hungary compared to the eastern european value (29.5% vs 47%), so it is worth performing a population-based prospective analysis in this area. a combination of lactose breath and tolerance tests and the careful monitoring of results (with early h2 rise, lactulose breath test, etc.) can decrease the false cases caused by e.g. sibo.',\n", + " \"the behavior of intra-abdominal desmoids in familial adenomatous polyposis is incompletely understood. findings range from typical mass lesions to flat sheets, termed the desmoid reaction or desmoid precursor lesion. the latter often are incidental findings of uncertain significance. the study was designed to describe the natural history of incidental intra-abdominal desmoid tumors with particular reference to the desmoid reaction. patients who underwent laparotomy for familial adenomatous polyposis at the cleveland clinic foundation were identified. the incidence of incidental intra-abdominal desmoid tumors was determined by review of operative records. intra-abdominal desmoid tumors were classified as mass lesions if three-dimensional or desmoid reaction if two-dimensional. the incidence of clinically apparent intra-abdominal desmoid tumors (typical mass lesions on physical examination or cross-sectional imaging in symptomatic patients) was determined by chart review. the incidence of clinical intra-abdominal desmoid tumors between groups was compared by fisher's exact test. a total of 266 patients (153 females; median age, 26 (range, 9-63) years) underwent abdominal surgery for familial adenomatous polyposis. incidental intra-abdominal desmoid tumors were identified in 34 patients: 8 at the index surgery and 26 at relaparotomy. these lesions influenced the planned procedure in eight cases (26 percent), including preventing ileoanal pouch in 3 of 19 patients in whom this was intended. the median follow-up from the time of identification of intra-abdominal desmoids was 42 (range, 2-178) months at which point four patients (11 percent) had developed clinical intra-abdominal desmoid tumors. there was no significant difference in incidence of clinical intra-abdominal desmoid tumors between mass and desmoid reaction groups ( p = 0.27). incidental intra-abdominal desmoid tumors are a common finding at relaparotomy in patients with familial adenomatous polyposis. these lesions influence planned surgery in a minority of cases. desmoid reaction may have little bearing on the subsequent development of clinically significant intra-abdominal desmoid tumors.\",\n", + " 'the aim of this retrospective observational study is to assess the association between various radiation heart dosimetric parameters (rhdps) and acute myocardial infarct (ami) and overall survival (os) outcomes in stage iii non-small cell lung cancer (nsclc) treated with definitive radiotherapy with or without chemotherapy. we identified eligible patients treated at two institutions from 2007 to 2014. we linked their electronic medical records to the national ami and death registries. we performed univariable and multivariable cox regressions analysis to assess the association between various rhdps, ami and os. 120 eligible patients were included with a median follow-up of 17.6 months. median age was 65.5 years. median prescription dose was 60⊿gy. median mean heart dose (mhd) was 12.6⊿gy. univariable analysis showed that higher mhd (hazard ratio (hr), 1.03; 95% confidence interval (ci), 1.01-1.06; p⊿=⊿.008) and volume of heart receiving at least 5⊿gy (v5) (hr, 1.01; 95% ci, 1.00-1.03; p⊿=⊿.042) were associated with increased hazards for ami. univariable analysis showed that higher mhd, v5, v25, v30, v40, v50 and dose to 30% of heart volume were associated with increased hazards for death. multivariable analysis showed that there was no statistically significant association between various rhdps and os. the incidence of ami is low among stage iii nsclc treated with definitive radiotherapy with or without chemotherapy. there is insufficient evidence to conclude that rhdps are associated with ami or os in our study.',\n", + " 'the identification of subepithelial lesions is a relatively frequent finding at endoscopy however their natural history is not well known. our aim was to analyze the role of endoscopic ultrasound (eus) in the diagnostic approach of subepithelial lesions of the upper gastrointestinal tract. retrospective study which included 324 patients undergoing upper radial eus for evaluation of subepithelial lesions from 2008 to 2014. the eus features, presumptive diagnosis and management decision were analyzed. 324 patients included, 60% with gastric subepithelial lesions, 28% oesophageal and 12% from the duodenum. based on eus features the presumptive diagnosis was: 25% gastrointestinal stromal tumor, 21% lipoma, 19% leiomyoma, 17% pancreatic rest, 7% submucosa cysts, 1% granular cell tumors, 1% carcinoids, 1% mucosa lesions and 8% not defined. after eus the suggested approach was no follow-up in 45%, follow-up with re-examination with eus in 35% and additional tissue sampling or endoscopic/surgical resection in 20%. the latter was based on eus features of risk at the diagnosis (53%), such as size ≥2 cm, hypoechogenicity, heterogeneity, lobulation, calcifications, cystic component and regional adenopathies; impossibility to define a presumptive diagnosis (39%) or eus features change at follow-up (8%). the combination of multiple features correlated with a higher probability of this recommended strategy (p < 0.001), in 100% when 4 or more features were present. among the 33 patients who underwent fine needle aspiration, in 66% the result was inconclusive. during follow-up, none of the patients who were managed with surveillance radial eus presented complications. eus is the method of choice in the study of subepithelial lesions of the upper gastrointestinal tract, in most cases defining a diagnosis. the need for a definitive diagnosis or therapeutic approaches can be based on ultrasound risk features, presented, in the majority, at presentation. this study shows that eus is capable of safely and accurately define those subepithelial lesions that can be managed only with surveillance ultrasound while waiting for better results with fine needle aspiration.',\n", + " 'the relationship between infective endocarditis (ie) and osteoarticular infections (oais) are not well known. we aimed to study the characteristics of patients with ie and oais, and the interactions between these two infections. an observational study (1993-2014) which includes two cohorts: (1) patients with ie (n = 607) and (2) patients with bacteremic oais (n = 458; septic arthritis of peripheral and axial skeleton, and vertebral and peripheral osteomyelitis). these two cohorts were prospectively collected, and we retrospectively reviewed the clinical and microbiological variables. there were 70 cases of ie with concomitant oais, representing 11.5% of ie cases and 15% of bacteremic oai cases. among cases with ie, the associated oais mainly involved the axial skeleton (n = 54, 77%): 43 were vertebral osteomyelitis (61%), mainly caused by \"less virulent\" bacteria (viridans and bovis streptococci, enterococci, and coagulase-negative staphylococci), and 15 were septic arthritis of the axial skeleton (21%), which were mainly caused by staphylococcus aureus. oais with involvement of the axial skeleton were associated with ie (adjusted or = 2.2; 95% ci 1.1-4.3) independently of age, sex, and microorganisms. among patients with ie, the associated oais mainly involve the axial skeleton. transesophageal echocardiography should be carefully considered in patients presenting with these bacteremic oais.',\n", + " 'the objective of this study was to determine the predictive value of serum hypoxia-inducible factor-1ϱ (hif-1ϱ) combined with uterine artery doppler in singleton pregnancy during 11-13+6 weeks of gestation for preeclampsia. this prospective observational study was conducted in singleton pregnant women at 11-13+6 weeks of gestation who visited the king chulalongkorn memorial hospital, faculty of medicine, chulalongkorn university for antenatal care between february 2019 and may 2020. serum hif-1ϱ levels and uterine artery doppler ultrasound were performed. pregnancy outcomes were recorded. the sensitivity, specificity, positive predictive value (ppv), and negative predictive value (npv) of these tests at the optimal cut-off values were determined to predict preeclampsia. a total of 385 participants were analyzed. of these, 31 cases had preeclampsia (8.1%), and 6 cases of them had early-onset preeclampsia (1.6%). preeclamptic women had significantly higher serum hif-1ϱ levels than normal pregnant women (median 1315.2 pg/ml vs. 699.5 pg/ml, p⊉<⊉0.001). there was no difference in the mean pulsatility (pi) of the uterine artery. serum hif-1ϱ levels were higher than 1.45 multiple of median for the gestational age as a cut-off value for predicting preeclampsia; the sensitivity, specificity, ppv, and npv were 66.7%, 71.5%, 17.2%, and 96.2%, respectively. when a combination of abnormal serum hif-1ϱ levels and abnormal uterine artery doppler pi (above the 95th percentile) were used as a predictive value to predict preeclampsia, the sensitivity, specificity, ppv, and npv were 74.2%, 67.2%, 16.6%, and 96.8%, respectively. this study showed that the serum hif-1ϱ levels with or without uterine artery doppler at 11-13+6 weeks of gestation were effective in predicting preeclampsia.',\n", + " 'delayed hyponatremia can occur after transsphenoidal pituitary tumor surgery, resulting in unexpected readmission. predictive factors for delayed hyponatremia after this type of surgery are not well established. in this retrospective study, predictive factors for delayed hyponatremia were investigated in patients undergoing transsphenoidal pituitary tumor surgery. preoperative data (demographics, comorbidities, and hormonal assessment), preoperative, intraoperative, and immediate postoperative sodium concentrations, the nadir sodium concentration on postoperative day (pod) 1-2, characteristics of pituitary tumor (size, cell type, optic chiasm compression, and cavernous sinus invasion), and intraoperative data (operation time and fluid balance) were retrospectively collected from 234 patients undergoing endoscopic transsphenoidal surgery for removal of nonfunctioning pituitary tumors. delayed hyponatremia was defined as serum sodium concentration <135 meq/l on pod 3 or later, and after discharge, postoperative sodium concentration was measured on pod 7-10. delayed hyponatremia was observed in 53 patients (22.6%). of these patients, 5 (9.4%) were readmitted because of delayed hyponatremia. in binary logistic regression analysis, age >60 years (odds ratio [or], 2.22; 95% confidence interval [ci], 1.16-4.26; p = 0.017), the nadir sodium concentration on pod 1-2 (or, 0.88; 95% ci, 0.77-0.99; p = 0.034), and operation time (or, 1.01; 95% ci, 1.00-1.02; p = 0.018) were independent risk factors for delayed hyponatremia after endoscopic transsphenoidal pituitary surgery. the incidence of delayed hyponatremia in patients with nonfunctioning pituitary tumor who underwent endoscopic transsphenoidal surgery was 22.6%. old age, low sodium concentration on pod 1-2, and long operation time were associated with the development of delayed hyponatremia in such patients.',\n", + " 'despite improvements in diagnostic and therapeutic approach to adult patients with bacterial meningitis, the overall mortality rate is still high. the aim of this study was to evaluate antibiotic timing in the course and outcome of bacterial meningitis. two hundred and eighty six patients with community-acquired bacterial meningitis aged 14 years and more were included in this retrospective cohort study. observational period was between 1 january 1990 and 31 december 2004. to assess the association of antibiotic timing and disease outcome we analyzed three timing periods (according to the onset of disease, onset of consciousness disturbance and the time of admission to hospital). analysis was also performed in a subgroup of culture positive meningitis in 176 patients with altered mental status. unfavorable outcome was found in 125 (43,7%) patients. in this group, the start of appropriate antibiotic treatment in relation to the onset of first symptoms and particularly to the onset of consciousness disturbance was significantly delayed (p = 0.018 and p < 0.001, respectively) compared to the favorable group. logistic regression analysis in a subgroup of culture positive meningitis in patients with altered mental status revealed that early adequate antibiotic treatment related to the onset of overt signs of meningitis was independently associated with favorable outcome (or = 11.19; 95% ci 4.37-32.57; p < 0.001). advanced age, lower gcs and seizures (or = 1.05, or = 1.45 and or = 3.65, respectively) were other risk factors of poor outcome. the presence of chronic diseases, pneumococcal etiology and clinical and laboratory variables which are indicators of disease severity (renal and/or liver dysfunction, hypotension and low cerebrospinal fluid glucose) were not confirmed as independent risk factors of poor outcome. our study emphasizes the importance of early and adequate antibiotic treatment in the management of bacterial meningitis which significantly enhances the chances for favorable outcome.',\n", + " \"microalbuminuria, often referred to as the urinary albumin-creatinine ratio (acr), is thought to be a reflection of increased capillary permeability associated with the systemic inflammatory response syndrome, and has been found to be predictive of outcome in several studies. therefore, we explored the usefulness of acr as a predictor of mortality, and whether there was a correlation between acr and pao2/ fio2 ratios in patients with extensive burns. a retrospective observational study was carried out on all patients with extensive burns admitted to the burns intensive care unit. all adult patients with burns of at least 40%, or those with significant inhalational injury, were included. exclusion criteria were paediatric patients or those with non-thermal processes such as stevens-johnson's syndrome. acr was measured daily, and data including pao2/ fio2 ratios were collected. the outcome studied was mortality. a total of 21 patients were studied, of which there were 7 mortalities. data were analysed using spss ver11. patient characteristic data between survivors and mortalities were similar. we did not find any correlation between trends of acr with pao2/ fio2 ratios. however, in non-survivors, there were two peaks in acr, an early peak at days 8-9, and a later peak at day 32, whereas concentrations remained stable in survivors. we conclude that while acr is useful as a predictor of mortality and that mean acr of more than 20 mg mmol(-1)is associated with poorer outcome, changes in acr do not reflect changes in the patients' immediate clinical conditions.\",\n", + " 'bradykinin-mediated angioedema is characterized by transient attacks of localized edema of subcutaneous or submucosal tissues and can be life-threatening when involving the upper airways. the aim of this study was to determine the features of acute attacks that might be associated with admission to an icu. we carried out a retrospective, multicenter, observational study in consecutive patients attending one of six reference centers in france for acute bradykinin-mediated angioedema attacks. patients had been hospitalized for an acute episode at least once previously. acute attacks requiring icu admission were compared with acute attacks that had not required icu admission. overall, 118 acute attacks in 31 patients were analyzed (10 patients with hereditary angioedema, 19 patients with angiotensin-converting enzyme inhibitor-induced angioedema, and two patients with acquired c1-inhibitor deficiency angioedema). in multivariate analysis, upper airway involvement, corticosteroid, and c1-inhibitor concentrate administration were associated with icu admission. seven episodes (18%) needed airway protection. the evolution was favorable in 38 of 39 attacks warranting icu admission: patients were able to get out of the service (mean icu stay 4±5 days). one death was observed by asphyxiation because of laryngeal swelling. upper airway involvement is an independent risk factor for icu admission. corticosteroid use, which is an ineffective treatment, and c1-inhibitor concentrate use are factors for icu admission. the presence of upper airway involvement should be a warning signal that the attack may be severe.',\n", + " 'the coronavirus disease 2019 (covid-19) has been shown to involve the gastrointestinal tract, which implies bacterial translocation and endotoxemia. the aim of this study was to evaluate the role of extracorporeal endotoxin removal by polymyxin b hemoperfusion (pmx-hp), in the treatment of patients with covid-19 and secondary bacterial infection. we conducted a subgroup analysis of a multicenter, multinational, prospective, and observational web-based database (euphas2 registry). we included 12 patients with severe acute respiratory syndrome coronavirus 2 infection confirmed by real-time reverse transcriptase-polymerase chain reaction from nasal/oral swab, admitted to the intensive care unit between february and may 2020, who were affected by septic shock and received pmx-hp as per clinical indication of the attending physician. septic shock was diagnosed in nine patients (75%), with a median time between symptoms onset and pmx-hp treatment of 16 (14-22) days. we identified gram-negative bacteria in most of the microbiological cultures (n = 17, 65%), followed by gram-positive bacteria in (n = 4, 15%), fungi (n = 3, 12%) and no growth (n = 2, 8%). sequential organ failure assessment (sofa) score progressively improved over the next 120 hours following pmx-hp and it was associated with median endotoxin activity assay (eaa) decrease from 0.78 [0.70-0.92] at t0 to 0.60 [0.44-0.72] at t120 (p = .245). a direct correlation was observed between sofa score and eaa. lung injury score decreased and was associated with hemodynamic improvement over the same period. no statistically significant difference was observed for rifle score at each time point. nine out of 12 patients (75%) required continuous renal replacement therapy because of acute kidney injury. in a series of consecutive covid-19 patients with endotoxic shock, pmx-hp was associated with organ function recovery, hemodynamic improvement, and contemporary eaa level reduction. no pmx-hp-related complications were observed.',\n", + " 'blood transfusion has always been an important route for chagas disease (cd) transmission. the high prevalence of cd in latin america and its lifelong asymptomatic clinical picture pose a threat for the safety of the blood supply. the outcome of measures designed to improve transfusion safety can be assessed by evaluating the prevalence of cd among multitransfused patients in order to assess the impact of cd control measures on the safety of the blood supply, an observational cross-sectional study was designed to determine the prevalence of cd in 351 highly transfused patients, in which vectorial transmission was excluded. this study compared patients that received transfusion products before (n = 230) and after (n = 121) 1997, when measures to control transfusion-transmitted cd were fully implemented in brazil. the study group consisted of 351 patients exposed to high numbers of blood products during their lifetime (median number of units transfused = 51, range 10-2086). a higher prevalence of transfusion-transmitted cd (1.30%) was observed among multitransfused patients that received their first transfusion before 1997, compared with no cases of transfusion-transmitted cd among multitransfused patients transfused after that year. the magnitude of the exposure to blood products was similar among both groups (mean number of units transfused per year of exposure = 25.00 +/- 26.46 and 23.99 +/- 30.58 respectively; p = 0.75, mann-whitney test). multiple initiatives aimed to control vector and parental transmission of cd can significantly decrease transfusion-transmitted cd in brazil. our data suggest that mandatory donor screening for cd represents the most important measure to interrupt transmission of cd by blood transfusions.',\n", + " 'during infancy, this 50-year-old man with a previously undiagnosed multiple congenital anomalies/intellectual disability (mca/mr) syndrome had grossly symptomatic hypercalcemia and was (briefly) thought to have williams syndrome. results of studies with the cytogenetic methods of the 1960s and 1970s were apparently normal. he matured late, but is high-functioning and healthy. over 50 years he remained a diagnostic enigma. thus, it came as a surprise when recent high-resolution banding methods showed an abnormality of the terminal portion of 13q, determined on array-comparative genomic hybridization to constitute an unbalanced chromosome rearrangement with a 0.35⊉mb loss of 13q34-ter and 7.67⊉mb gain of 14q32.2q32.33 translocated to 13q34. this apparently de novo genomic abnormality must be presumed as the cause of this previously undescribed mca/mr syndrome which, however, may remain a private syndrome in this family. williams syndrome was ruled out, and presently it is not possible to ascribe this patient\\'s severely symptomatic infantile hypercalcemia to any gene on the deleted or duplicated chromosome segments. this \"case\" does underscore the importance of re-studying previously obscure but evidently genetic conditions, of long-term follow-up and documentation of natural history, and of providing, at last, a causal explanation to the family.',\n", + " 'atrioventricular valve regurgitation (avvr) influences morbidity and mortality in the atrioventricular canal defect (avc). fetal cardiac structures are subject to hemodynamic changes, as well as growth and maturation during gestation, which may alter the degree of avvr and affect prognosis. we sought to investigate the frequency of change in degree of avvr documented by fetal echocardiography (echo) between different periods of gestational age. subjects with avc seen in the fetal heart program between january 2008 and september 2010 were identified. degree of avvr was assessed by color doppler imaging and categorized as grade 0 (no avvr), grade 1 (hemodynamically insignificant avvr = trivial or mild), and grade 2 (hemodynamically important avvr = ≥moderate). levels of avvr between periods were compared. forty-three fetuses were analyzed. overall, 60% had no change, 14% had a decrease, and 26% had an increase in avvr grade. two fetuses progressed from grade 0 or 1 to grade 2, while one fetus decreased from grade 2 to grade 0. trisomy 21 and heterotaxy syndrome were not risk factors for avvr progression. transitional and incomplete canal defects may be more susceptible to avvr progression. sixty percent of fetuses with avc will not exhibit progression of avvr between the second and third trimesters of gestation. in those who exhibit change, it is most often within a hemodynamically insignificant range between none and mild regurgitation (grades 0 and 1). these findings have implications for the counseling, follow-up, and delivery plans of the fetus with avc defect.',\n", + " 'rationale: nonexpandable lung is a recognized phenomenon that can create management challenges in patients with mesothelioma. its prevalence and clinical importance are unknown.objectives: the aim of this study was to describe the prevalence of nonexpandable lung and to evaluate whether there was any association between nonexpandable lung and survival in a clinical cohort of patients with mesothelioma.methods: this was a prospective, observational cohort study of patients with mesothelioma who were seen in a single center between march 1, 2008, and august 3, 2017. baseline characteristics were collected at diagnosis. serial chest radiographs were assessed for the presence of pleural effusions and nonexpandable lung (defined as a lack of lung expansion after pleural aspiration or drainage). patients were followed until they died or were censored on march 14, 2019.results: of 229 patients, 192 (82.7%) had a pleural effusion at presentation, and nonexpandable lung was observed in 64 of these 192 patients (33.3%). breathlessness and cough were more frequent in patients with pleural effusions, especially in those with underlying nonexpandable lung, whereas chest pain was more prevalent in patients without effusions. patients with pleural effusions, both with and without underlying nonexpandable lung, were more likely to have epithelioid or early-stage disease and to receive chemotherapy than patients with no pleural effusion. nonexpandable lung was an independent risk factor for short survival, with a hazard ratio for mortality of 1.80 (95% confidence interval, 1.16-2.80) compared with patients without nonexpandable lung. the presence of a pleural effusion did not appear to be associated with a worse prognosis compared with patients with an effusion (adjusted hazard ratio, 1.86; 95% confidence interval, 0.93-3.72).conclusions: this is the first study to describe the prevalence and clinical implications of nonexpandable lung in mesothelioma. it demonstrates that nonexpandable lung is a relatively common phenomenon that is associated with significant symptomatology and shorter survival.keywords: mesothelioma; nonexpandable lung; pleural effusion.',\n", + " \"glycogen storage disease type vi (gsd-vi; also known as hers disease, liver phosphorylase deficiency) is caused by mutations in the gene coding for glycogen phosphorylase (pygl) leading to a defect in the degradation of glycogen. since there are only about 40 patients described in literature, our knowledge about the course of the disease is limited. in order to evaluate the long-term outcome of patients with gsd-vi, an observational retrospective case study of six patients was performed at the university children's hospital zurich. the introduction of small, frequent meals as well as cornstarch has led to normal growth in all patients and to normalization of liver transaminases in most patients. after starting the dietary regimen, there were no signs of hypoglycemia. however, three of six patients showed persistent elevation of triglycerides. further, we identified four novel pathogenic pygl mutations and describe here their highly variable impact on phosphorylase function.conclusions: after establishing the diagnosis, dietary treatment led to metabolic stability and to prevention of hypoglycemia. molecular genetics added important information for the understanding of the clinical variability in this disease. while outcome was overall excellent in all patients, half of the patients showed persistent hypertriglyceridemia even after initiating treatment.what is known:⊢ glycogen storage disease type vi (gsd-vi) is a metabolic disorder causing a defect in glycogen degradation. dietary treatment normally leads to metabolic stability and prevention of hypoglycemia.⊢ however, our knowledge about the natural course of patients with gsd-vi is limited.what is new:⊢ while outcome was overall excellent in all patients, half of the patients showed persistent hypertriglyceridemia even after initiating treatment.⊢ molecular genetics added important information for the understanding of the clinical variability in this disease.\",\n", + " 'to describe clinical characteristics of diabetes mellitus (dm) in a group of patients with wolfram syndrome (ws). descriptive, cross-sectional observational design. the sample consisted of 50 patients diagnosed with ws. clinical criteria contributing to ws diagnosis were analyzed: diabetes mellitus (dm), optic nerve atrophy (oa), sensorineural deafness, urological and neurological dysfunction, among others. these parameters were assessed according to their presence/absence, age of onset, and various clinical-analytical parameters. all the patients studied presented dm and oa, with a mean age of onset of 5.4⊉±⊉.9 (1-14) years and 9⊉±⊉.9 (1-16) years, respectively. the remaining criteria were present with a variable frequency: 77% had diabetes insipidus, 66.7% auditory alterations, 77.8% neurogenic bladder, 61.1% neurological involvement, and 27.8% hypogonadism. a 16.7% of the patients had positive albuminuria (urinary albumin/creatinine ratio⊉>⊉30⊉mg/g) and 72.2% had hyporreflexia. there were no significant differences in the age of diagnosis nor of the presence of different pathologies according to sex. the early presence of a non-autoimmune insulin dependent dm, should alert us of an \"infrequent\" diabetes syndrome. wolfram\\'s presumptive diagnosis could be established if juvenile-onset dm occurs concomitantly with oa, and this visual impairment is not attributable to diabetic retinopathy. despite the long period of evolution of dm and altered values of hba1c, the prevalence of microvascular complications in the sample are low.',\n", + " 'no comprehensive information exists nationwide about the familial prevalence and age of rearranged during transfection (ret) germline mutations. the current investigation was undertaken to provide such natural history data which are urgently needed to enable factual decision-making about dna-based screening programmes for ret germline mutations. descriptive study drawn on countrywide referrals to a specialist surgical centre. included were 452 patients from 141 german ret families: 277 carriers referred for pre-emptive or therapeutic surgery, and 175 additional carriers or relatives with endocrine tumours associated with multiple endocrine neoplasia type 2 (men2). key variables included familial prevalence, phenotype and latest year of birth of ret germline mutations. results a total of 26 different ret germline mutations were identified among the 141 ret families: c634r (21%); m918t (15%); c634y (9%); l790f/ttg-->ttt (8%), y791f (7%), v804m (6%); c620r and c634f (5% each); l790f/ttg-->ttc and c634s/tgc-->tcc (4% each); c618s/tgc-->agc, c634g and s891a (2% each); c618f and e768d (1% each); and in < 1% each: c609g, c611f, c611y, c618g, c618y, c620s/tgc-->agc, c620s/tgc-->tcc, c620y, c630r, d631y and v804l. most of these differences in prevalence rates, seemingly, were caused by recent spontaneous mutations in the germline. with rare exceptions, longstanding transmission was noted in at least one ret family per affected codon. many germline mutations were traceable back to the early 20th, and a few even to the 19th century. these data reveal the potential of dna-based screening of all relevant ret exons, especially for index patients with solitary, seemingly sporadic disease.',\n", + " 'myhre syndrome, a connective tissue disorder characterized by deafness, restricted joint movement, compact body habitus, and distinctive craniofacial and skeletal features, is caused by heterozygous mutations in smad4. cardiac manifestations reported to date have included patent ductus arteriosus, septal defects, aortic coarctation and pericarditis. we present five previously unreported patients with myhre syndrome. despite varied clinical phenotypes all had significant cardiac and/or pulmonary pathology and abnormal wound healing. included herein is the first report of cardiac transplantation in patients with myhre syndrome. a progressive and markedly abnormal fibroproliferative response to surgical intervention is a newly delineated complication that occurred in all patients and contributes to our understanding of the natural history of this disorder. we recommend routine cardiopulmonary surveillance for patients with myhre syndrome. surgical intervention should be approached with extreme caution and with as little invasion as possible as the propensity to develop fibrosis/scar tissue is dramatic and can cause significant morbidity and mortality.',\n", + " 'juvenile myelomonocytic leukemia (jmml) is a pediatric myeloproliferative neoplasm that arises from malignant transformation of the stem cell compartment and results in increased production of myeloid cells. somatic and germline variants in cbl (casitas b-lineage lymphoma proto-oncogene) have been associated with jmml. we report an incompletely penetrant cbl y371c mutation discovered by whole-exome sequencing in three individuals with jmml in a large pedigree with 35 years of follow-up. the y371 residue is highly evolutionarily conserved among cbl orthologs and paralogs. in silico bioinformatics prediction programs suggested that the y371c mutation is highly deleterious. protein structural modeling revealed that the y371c mutation abrogated the ability of the cbl protein to adopt a conformation that is required for ubiquitination. clinically, the three mutation-positive jmml individuals exhibited variable clinical courses; in two out of three, primary hematologic abnormalities persisted into adulthood with minimal clinical symptoms. the penetrance of the cbl y371c mutation was 30% for jmml and 40% for all leukemia. of the 8 mutation carriers in the family with available photographs, only one had significant dysmorphic features; we found no evidence of a clinical phenotype consistent with a \"cbl syndrome\". although cbl y371c has been previously reported in familial jmml, we are the first group to follow a complete pedigree harboring this mutation for an extended period, revealing additional information about this variant\\'s penetrance, function and natural history.',\n", + " 'in a population sample of 501 persons aged 75 to 86 years, doppler echocardiography uncovered moderate or severe aortic valve stenosis in 8.8% of women and 3.6% of men. severe aortic valve stenosis predicted a four-fold-age- and sex-adjusted risk of death within 4 years of diagnosis, and mortality tended to be increased also with moderate lesions; mild aortic valve stenosis had a favorable outcome.',\n", + " \"to describe the evolution of imaging characteristics of solitary cerebral cysticercal lesions (sccl) on serial mri, and to study the effect of treatment with albendazole. randomised controlled prospective trial. 123 patients with new-onset seizures and sccl on contrast mri were randomised to treatment with albendazole and followed with up to five serial mris. 81 patients (m - 41, f - 40) with mean age of 19.6+/-11.7years and 4 or 5 serial mri were included in the analysis. analysis was performed on 356 mri's. scolex was seen in 61.9% of patients in postcontrast t1 sequence in the first mri study, and there was a significant drop in visibility from the next scan onwards. cyst contents were initially t1-hypointense and t2-hyperintense with inversion on flair in 30.8% and later scans showed t2-hypointensity. cyst wall characteristics changed significantly from initially t2-hypointensity to later hyperintense rim. initial scan revealed perilesional oedema in 98.5%, which is resolved by the second scan. around 17.5% showed subtle perilesional t2-hyperintensity in follow-up scans. enhancement pattern changed significantly from ring to disc, and later to non-enhancement. initially, 69.7% lesions were in colloid-vesicular stage. lesions moved through subsequent stages of cyst degeneration: time needed for this process is described. imaging characteristics, both on the first and on subsequent scans, did not differ between albendazole and control groups. evolution of sccl follows a predictable sequence corresponding to morphologic stages described earlier, taking over a year to complete. contrast enhancement decreases as degeneration progresses, but some calcific lesions continue to enhance. albendazole therapy may hasten resolution of inflammation around the lesion but affects neither the morphology of the cysticercus nor the process of degeneration and subsequent healing.\",\n", + " 'the purpose of this study was to evaluate a population-based radiographic hip surveillance programme for children with cerebral palsy (cp) and to assess the natural history of hip displacement. the study comprised 335 children (188 males, 147 females), born during 2002 to 2006 in the 10 south-eastern counties in norway. their mean age at the first radiograph was 3 years (range 6mo-7y 11mo) and the mean age at the most recent follow-up was 5 years 5 months. distribution according to cp type was spastic hemiplegia in 38%, diplegia in 27%, quadriplegia in 21%, dyskinesia in 10%, and ataxia in 3%; gross motor function classification system (gmfcs) levels i to v were, 44%, 14%, 8%, 11%, and 23% respectively. migration percentage (mp), acetabular index, and pelvic obliquity were measured on the radiographs. hip displacement (mp>33%) occurred in 26% of all children (subluxation in 22% and dislocation in 4%) and in 63% of those in gmfcs levels iv or v. dislocation occurred in 14 children at a mean age of 4 years 5 months (range 1y 10mo-9y 7mo). the mean migration percentage was 20.4% at the initial radiographs and 34.0% at the last follow-up. mean progression in migration percentage increased markedly with decreasing functional level, from 0.2% per year at gmfcs level i to 9.5% at level v. there is a pronounced trend towards hip displacement in nonambulant children. close surveillance from age 1 to 2 years is needed to find the appropriate time for preventive surgery. since 12% of the nonambulant children developed dislocation, our routines for hip surveillance need improvement.',\n", + " 'the natural history, prognostication and optimal treatment of richter transformation developed from chronic lymphocytic leukemia (cll) are not well defined. we report the clinical characteristics and outcomes of a large series of biopsy-confirmed richter transformation (diffuse large b-cell lymphoma or high grade b-cell lymphoma, n=204) cases diagnosed from 1993 to 2018. after a median follow up of 67.0 months, the median overall survival (os) was 12.0 months. patients who received no prior treatment for cll had significantly better os (median 46.3 vs. 7.8 months; p<0.001). patients with elevated lactate dehydrogenase (median 6.2 vs. 39.9 months; p<0.0001) or tp53 disruption (median 8.3 vs. 12.8 months; p=0.046) had worse os than those without. immunoglobulin heavy chain variable region gene mutation, cell of origin, myc/bcl-2 double expression and myc/bcl2/bcl6 double-/triple-hit status were not associated with os. in multivariable cox regression, elevated lactate dehydrogenase [hazard ratio (hr) 2.3, 95% confidence interval (ci): 1.3-4.1; p=0.01], prior cll treatment (hr 2.0, 95%ci: 1.2-3.5; p=0.01), and older age (hr 1.03, 95%ci: 1.01-1.05; p=0.01) were associated with worse os. twenty-four (12%) patients underwent stem cell transplant (20 autologous and 4 allogeneic), and had a median post-transplant survival of 55.4 months. in conclusion, the overall outcome of richter transformation is poor. richter transformation developed in patients with untreated cll has significantly better survival. stem cell transplant may benefit select patients.',\n", + " 'the mayo natural history model has been used widely as a tool to estimate prognosis in patients with primary biliary cirrhosis (pbc), particularly liver transplant candidates. we present an abbreviated model in which a tabular method is used to approximate the risk score, which may be incorporated in the minimal listing criteria for liver transplant candidates. data used in the development and validation of the original mayo model were derived from 418 patients with well-characterized pbc. to construct an abbreviated risk score in a format similar to that of child-turcotte-pugh score, 1 to 3 cut-off criteria were determined for each variable, namely age (0 point for <38, 1 for 38 to 62 and 2 for >/=63 years), bilirubin (0 point for <1, 1 for 1 to 1.7, 2 for 1.7 to 6.4, and 3 for >6.4 mg/dl), albumin (0 point for >4.1, 1 for 2.8 to 4.1, and 2 for <2.8 g/dl), prothrombin time (1 point for normal and 2 for prolonged) and edema (0 point for absent and 1 for present). the intervals between these criteria were chosen in a way to enable a meaningful classification of patients according to their risk for death. this score is highly correlated with the original risk score (r = 0.93; p <.01). the kaplan-meier estimate at 1 year was 90.6% in patients with a score of 6. the abbreviated risk score is a convenient method to quickly estimate the risk score in patients with pbc. an abbreviated score of 6 may be consistent with the current minimal listing criteria in liver transplant candidates.',\n", + " 'oral infection with human papillomavirus (hpv) is likely to underpin the rapidly rising incidence of oropharyngeal squamous cell carcinoma; however, there are few data describing the natural history of oral hpv infection. we recruited 704 participants aged 20 to 70⊉years from worksites, universities and primary care practices in brisbane, australia. participants completed questionnaires at baseline, 12 and 24⊉months and donate four saliva samples at baseline, 6, 12 and 24 months for hpv polymerase chain reaction testing and typing. we estimated the prevalence of oral hpv infection at baseline, incidence of new infections among those hpv-negative at baseline, clearance rate and persistent infections. at baseline, 10.7% of participants had oral hpv infections from 26 different hpv types. sexual behaviours were associated with oral hpv infection, including more partners for passionate kissing (29 or more; odds ratio [or] 3.4, 95% confidence interval [ci] 1.5-8.0), and giving and receiving oral sex (16 or more; or 5.4, 95% ci 1.6-17.7 and or 5.6, 95% ci 1.6-18.7, respectively). of 343 participants, hpv-free at baseline and with subsequent saliva samples, 87 (25%) acquired new infections over the 24⊉months. sixty-eight of 87 people included in the clearance analysis (78%) cleared their oral hpv infections. clearance was associated with being a nonsmoker (or 12.7, 95% ci 1.3-122.8), and no previous diagnosis of a sexually transmitted infection (or 6.2, 95% ci 2.0-19.9). new oral infections with hpv in this sample were not rare. although most infections were cleared, clearance was not universal suggesting a reservoir of infection exists that might predispose to oropharyngeal carcinogenesis.',\n", + " 'left ventricular outflow tract gradients are absent in an important proportion of patients with hypertrophic cardiomyopathy (hcm). however, the natural course of this important patient subgroup remains largely unresolved. the authors systematically employed exercise (stress) echocardiography to define those patients without obstruction to left ventricular outflow at rest and/or under physiological exercise and to examine their natural history and clinical course to create a more robust understanding of this complex disease. we prospectively studied 573 consecutive hcm patients in 3 centers (44 ± 17 years; 66% male) with new york heart association functional class i/ii symptoms at study entry, including 249 in whom left ventricular outflow tract obstruction was absent both at rest and following physiological exercise (<30 mm hg; nonobstructive hcm) and retrospectively assembled clinical follow-up data. over a median follow-up of 6.5 years, 225 of 249 nonobstructive patients (90%) remained in classes i/ii, whereas 24 (10%) developed progressive heart failure to new york heart association functional classes iii/iv. nonobstructive hcm patients were less likely to experience advanced limiting class iii/iv symptoms than the 324 patients with outflow obstruction (1.6%/year vs. 7.4%/year rest obstruction vs. 3.2%/year provocable obstruction; p < 0.001). however, 7 nonobstructive patients (2.8%) did require heart transplantation for progression to end stage versus none of the obstructive patients. hcm-related mortality among nonobstructive patients was low (n = 8; 0.5%/year), with 5- and 10-year survival rates of 99% and 97%, respectively, which is not different from expected all-cause mortality in an age- and sex-matched u.s. population (p = 0.15). hcm patients with nonobstructive disease appear to experience a relatively benign clinical course, associated with a low risk for advanced heart failure symptoms, other disease complications, and hcm-related mortality, and largely without the requirement for major treatment interventions. a small minority of nonobstructive hcm patients progress to heart transplant.',\n", + " 'marburg virus (marv; family filoviridae) causes sporadic outbreaks of marburg hemorrhagic fever in sub-saharan africa with case fatality rates reaching 90%. wild-type filoviruses, including marv and the closely related ebola virus, are unable to suppress the type i interferon response in rodents, and therefore require adaptation of the viruses to cause disease in immunocompetent animals. in the current study, we demonstrate that stat2 knockout syrian hamsters are susceptible to infection with different wild-type marv variants. marv musoke causes a robust and systemic infection resulting in lethal disease. histopathological findings share features similar to those observed in human patients and other animal models of filovirus infection. reverse-transcription polymerase chain reaction analysis of host transcripts shows a dysregulation of the innate immune response. our results demonstrate that the stat2 knockout hamster represents a novel small animal model of severe marv infection and disease without the requirement for virus adaptation.',\n", + " 'there is emerging evidence that early trauma-induced coagulopathy (tic) is mechanistically linked to disruption of the vascular endothelium and its glycocalyx, assessed by thrombomodulin and syndecan 1, respectively. this study evaluated if degradation of the endothelial glycocalyx and ensuing release of its heparin-like substances induce autoheparinization and thereby contributes to tic. prospective observational study of 77 trauma patients admitted to a level i trauma center having blood sampled at admission. data on demography, hematology, injury severity score, transfusion requirements, 30-day mortality, and thrombelastography (teg, concurrent kaolin-activated/kaolin-heparinase-activated) were recorded. retrospective analysis of plasma/serum for biomarkers reflecting endothelial glycocalyx and cell damage (syndecan 1, thrombomodulin), tissue injury (histone-complexed dna fragments), sympathoadrenal activation (adrenaline, noradrenaline), coagulation activation/anticoagulation (prothrombin fragment 1+2, fibrinogen, von willebrand factor, factor xiii, antithrombin, protein c, activated protein c, tissue factor pathway inhibitor), fibrinolysis (tissue-type plasminogen activator, plasminogen activator inhibitor 1) and inflammation (interleukin 6, terminal complement complex). stratification of patients was according to the degree of teg-measured heparinization. four patients (5.2%) displayed evidence of high-degree autoheparinization, and these patients had higher injury severity score (median [interquartile range], 31 [26-37] vs. 17 [10-26]), increased glucose (median, 13.6 vs. 8.0 mmol/l), and lower hemoglobin level (median, 5.8 vs. 8.4 mmol/l) and received more transfusions during the first 1 hour (median, 5 vs. 0) and 24 hours (median, 10 vs. 0) (all p < 0.05). importantly, patients with autoheparinization had fourfold higher syndecan 1 levels (median [interquartile range], 116 ng/ml [78-140 ng/ml] vs. 31 ng/ml [18-49 ng/ml]), and they had higher international normalized ratio (median, 1.4 vs. 1.1), thrombomodulin (median, 4.1 vs. 1.7 ng/ml) and interleukin 6 (median, 129 vs. 71 pg/ml) but lower protein c (85% vs. 109%) (all p < 0.05), indicating profound endothelial damage, coagulopathy and inflammation. five percent of the patients with trauma in the present study had evidence of acute endogenous coagulopathy with autoheparinization by teg, which appeared mechanistically linked to endothelial glycocalyx degradation. acute endogenous autoheparinization may contribute to tic. prognostic study, level iii.',\n", + " 'lipomatosis of nerve (ln) is a condition of massive peripheral nerve enlargement due to proliferation of fibrous and adipose tissue within the nerve, the natural history of which is currently unknown. we measured the pattern of growth in individuals with long-term radiologic follow-up. review of the searchable records for ln at our institution found 52 patients, confirmed by pathology or pathognomic appearance on mri. ten patients had serial mri of the same anatomic region for more than 2 years of clinical follow-up. volumetric analysis was performed using regions of interest on serially imaged segments of affected nerves. adjustment for skeletal growth was performed for pediatric patients. ln enlarged in 7 of 10 individuals, often both longitudinally along the nerve and in cross-sectional volume. regarding cross-sectional volume, 2 of the 10 patients demonstrated volume growth more than doubling and 5 additional patients had a >20% increase in nerve volume; the remaining 3 patients were quiescent, where change in the nerve volume was within the error range of volumetric analysis. all cases with growth remained >20% after adjustment for skeletal growth. five of 10 individuals had longitudinal extension, even with correction for skeletal growth. more significant growth was noted in younger patients (p=0.02). growth rates more than 5% per year correlated with surgery, without statistical significance in this small population (p=0.14). serial mri reveals progressive enlargement of ln. the rate of growth was more profound in youth, but also occurred in early adulthood.',\n", + " 'encephalitis, the inflammation of the brain, may be caused by an infection or an autoimmune reaction. however, few researches were focused on the gut microbiome characteristics in encephalitis patients. a prospective observational study was conducted in an academic hospital in guangzhou from february 2017 to february 2018. patients with encephalitis were recruited. fecal and serum samples were collected at admission. healthy volunteers were enrolled from a community. disease severity scores were recorded by specialized physicians, including glasgow coma scale (gcs), sequential organ failure assessment (sofa), and acute physiology and chronic health evaluation-ii (apache-ii). 16s rrna sequence was performed to analyze the gut microbiome, then the ϱ-diversities and ϲ-diversities were estimated. short-chain fatty acids (scfas) were extracted from fecal samples and determined by gas chromatography-mass spectrometry. serum d-lactate (d-la), intestinal fatty acid-binding protein (ifabp), lipopolysaccharide (lps), and lipopolysaccharide-binding protein (lbp) were measured by enzyme-linked immunosorbent assay (elisa). the associations among microbial indexes and clinical parameters were evaluated by spearman correlation analysis. in total, twenty-eight patients were recruited for analysis (median age 46 years; 82.1% male; median gcs 6.5; median sofa 6.5; median apache-ii 14.5). twenty-eight age- and sex-matched healthy subjects were selected as controls. the ϲ-diversities between patients and healthy subjects were significantly different. the ϱ-diversities did not show significant differences between these two groups. in the patient group, the abundances of bacteroidetes, proteobacteria, and bacilli were significantly enriched. accordingly, fecal scfa levels were decreased in the patient group, whereas serum d-la, ifabp, lps, and lbp levels were increased compared with those in healthy subjects. correlation analyses showed that disease severity had positive correlations with proteobacteria and akkermansia but negative correlations with firmicutes, clostridia, and ruminococcaceae abundances. the cerebrospinal fluid albumin-to-serum albumin ratio (csar) was positively related to the ϱ-diversity but negatively correlated with the fecal butyrate concentration. gut microbiota disruption was observed in encephalitis patients, which manifested as pathogen dominance and health-promoting commensal depletion. disease severity and brain damage may have associations with the gut microbiota or its metabolites. the causal relationship should be further explored in future studies.',\n", + " 'kaposi sarcoma (ks)-associated herpesvirus (kshv)-associated multicentric castleman disease (mcd) is a relapsing and remitting systemic lymphoproliferative disorder characterized by severe inflammatory symptoms most common among people living with hiv (plwh). patients with kshv-mcd may present with concurrent kshv-associated diseases, such as ks and/or primary effusion lymphoma (pel). we evaluated clinical and immunologic characteristics, the effects of concurrent kshv malignancies, and treatments from the largest prospective natural history study of participants with kshv-mcd within the united states. treatment options administered at investigator discretion included high-dose zidovudine with valganciclovir (azt/vgc), rituximab, or rituximab with liposomal doxorubicin (r-dox) during kshv-mcd flares. survival analyses and prognostic factors were explored for all participants. sixty-two participants with hiv were enrolled, including 20 with kshv-mcd alone, 34 with kshv-mcd and ks, 1 with kshv-mcd and pel, and 7 with all kshv-associated diseases. forty-four percent of kshv-mcd diagnoses were made at our institution. forty-four participants received rituximab-based therapies, 20 of whom had maintenance azt/vgc or interferon. participants receiving r-dox and then maintenance azt/vgc had the highest 5-year progression-free survival (89%). cytokine profiles during kshv-mcd flares did not differ by the presence of concurrent kshv-associated diseases. the 10-year survival was 71% (95% confidence interval [ci], 56% to 82%) for all participants. a concurrent diagnosis of pel negatively impacted survival (pel hazard ratio, 5.4; 95% ci, 1.8 to 16.8). kshv-mcd is an underdiagnosed condition among plwh, including those with ks. kshv-mcd has an excellent prognosis with appropriate treatment. physicians should be alert for patients with multiple kshv diseases, which impact optimal treatment and survival outcomes. this study was registered at www.clinicaltrials.gov as #nct00099073.',\n", + " \"there has been no report on the clinical features or natural history of autoimmune hemolytic anemia (aiha) in the korean adult population. this study retrospectively analyzed the clinical characteristics and long-term outcomes of aiha in the korean adults. patients newly diagnosed with aiha between january 1994 and december 2010 at chungnam national university hospital were enrolled. patient characteristics at diagnosis, response to treatment, and the natural course of the disease were documented. thirty-two patients (31 females and 1 male) with a median age of 48 years (range, 17-86) were enrolled. of these, 21.9% were initially diagnosed with secondary aiha. thirteen patients (40.6%) were initially diagnosed with evans' syndrome. of the 29 patients who were placed on therapy, 27 (93.1%) showed a partial response or better. nevertheless, 1 year after initiating treatment, 80% of the patients were still treatment-dependent. during follow-up (median length 14 months; range, 0.5-238), 14 of 25 patients (56.0%) who were initially diagnosed with primary warm antibody aiha were found to have systemic lupus erythematosus (sle). median time to conversion to sle was 8.0 months (95% ci, 4.3-11.7), and the probabilities of conversion at 12 and 24 months were 63% and 91%, respectively. younger age (<60 years) and a positive fluorescent anti-nuclear antibody test were associated with a higher probability of sle conversion (p=0.01 and p<0.001, respectively). primary aiha is rare. regular, vigilant testing for sle is required in patients initially diagnosed with aiha.\",\n", + " 'a retrospective analysis of patients with lipomyelomeningocele cared for at two referral centers was completed to derive relationships between neurological function and patient age. thirty-seven percent of 177 patients had intact neurological function on initial examination. neurological deficits were progressive and linked with a logarithmic relationship to increasing patient age. each child with intact examination retained normal bladder function following lipomyelomeningocele repair and release of cord tethering; complications of surgery were limited. our analysis suggests that surgery on patients with intact function offers greater long-term protection of critical function than is offered by conservative management and expectant care. we recommend repair of lipomyelomeningocele at the time of diagnosis regardless of patient age or neurological function.',\n", + " 'invasive fungal infection (ifi) is associated with high morbidity and high mortality in hematopoietic stem cell transplantation (hsct) patients. the purpose of this study was to assess the characteristics and outcomes of hsct patients with ifis who are undergoing mv at a single institution in taiwan. we performed an observational retrospective analysis of ifis in hsct patients undergoing mechanical ventilation (mv) in an intensive care unit (icu) from the year 2000 to 2009. the characteristics of these hsct patients and risk factors related to ifis were evaluated. the status of discharge, length of icu stay, date of death and cause of death were also recorded. there were 326 hsct patients at the linkou chang-gung memorial hospital (taipei, taiwan) during the study period. sixty of these patients (18%) were transferred to the icu and placed on mechanical ventilators. a total of 20 of these 60 patients (33%) had ifis. multivariate analysis indicated that independent risk factors for ifi were admission to an icu more than 40 days after hsct, graft versus host disease (gvhd), and high dose corticosteroid (p < 0.01 for all). the overall icu mortality rate was 88% (53 of 60 patients), and was not significantly different for patients with ifis (85%) and those without ifis (90%, p = 0.676). there was a high incidence of ifis in hsct patients requiring mv in the icu in our study cohort. the independent risk factors for ifi are icu admission more than 40 days after hsct, gvhd, and use of high-dose corticosteroid.',\n", + " 'hypertrophic cardiomyopathy is a disease entity characterized by marked heterogeneity in morphology and natural history. most of our knowledge of the natural history of this disorder derives from the study of hospital-based populations and is influenced by referral bias. therefore, this population-based study was undertaken to examine the natural history of hypertrophic cardiomyopathy among unselected residents of olmsted county, minnesota. patients with hypertrophic cardiomyopathy, confirmed by echocardiography, were identified by use of the resources of the rochester epidemiology project. patients with the echocardiographic features of hypertrophic cardiomyopathy but with long-standing hypertension requiring drug therapy were categorized as having hypertensive hypertrophic cardiomyopathy. baseline clinical details and follow-up events were obtained by retrospective chart review. thirty-seven patients were diagnosed with hypertrophic cardiomyopathy and 24 with hypertensive hypertrophic cardiomyopathy. eight additional patients were first diagnosed at autopsy. the mean age of the 37 patients with hypertrophic cardiomyopathy was 59 +/- 20 years (range, 1 week to 92 years); the mean ventricular septal thickness was 17.5 +/- 3 mm. follow-up was obtained for a median of 7.7 years (range, 45 days to 17.2 years). the 1- and 5-year survival rates were 95% and 92%, respectively; these rates did not differ from those of an age- and sex-matched population (p = ns). the annual risk of cardiac death was 0.7%. the mean age of patients with hypertensive hypertrophic cardiomyopathy was 79 +/- 8 years (range, 62 to 91 years), and the mean ventricular septal thickness was 19 +/- 2.5 mm. follow-up was obtained for a median of 2.8 years (range, 4 days to 16.7 years). the 1- and 5-year survival rates were 75% and 43%, respectively, which differed sharply from the expected rates of 94% and 70% (p = .0028). the annual risk of cardiac death was 5%. atrial fibrillation and evidence for myocardial infarction on ecg, use of digoxin and diuretics, and a high new york heart association functional class at presentation were all associated with decreased survival by multivariate analysis for both groups combined. a history of myocardial infarction, atrial fibrillation, and mitral annual calcification at presentation were associated with cardiac death. hypertrophic cardiomyopathy is a more benign disease than previously reported from tertiary referral centers. patients assessed as having hypertensive hypertrophic cardiomyopathy represent a subset at higher risk for cardiac and noncardiac death, with an overall decreased survival rate.',\n", + " \"pompe disease is a rare lysosomal storage disorder characterized by muscle weakness and wasting. the majority of adult patients have slowly progressive disease, which gradually impairs mobility and respiratory function and may lead to wheelchair and ventilator dependency. it is as yet unknown to what extent the disease reduces the life span of these patients. our objective was to determine the survival of adults with pompe disease not receiving ert and to identify prognostic factors associated with survival. data of 268 patients were collected in a prospective international observational study conducted between 2002 and 2009. survival analyses from time of diagnosis and from time of study entry were performed using kaplan-meier curves and cox-proportional-hazards regression. median age at study entry was 48 years (range 19-79 years). median survival after diagnosis was 27 years, while median age at diagnosis was 38 years. during follow-up, twenty-three patients died prior to ert, with a median age at death of 55 (range 23-77 years). use of wheelchair and/or respiratory support and patients' score on the rotterdam handicap scale (rhs) were identified as prognostic factors for survival. five-year survival for patients without a wheelchair or respiratory support was 95% compared to 74% in patients who were wheelchair-bound and used respiratory support. in a dutch subgroup of 99 patients, we compared the observed number of deaths to the expected number of deaths in the age- and sex-matched general population. during a median follow-up of 2.3 years, the number of deaths among the dutch pompe patients was higher than the expected number of deaths in the general population. our study shows for the first time that untreated adults with pompe disease have a higher mortality than the general population and that their levels of disability and handicap/participation are the most important factors associated with mortality. these results may be of relevance when addressing the effect of ert or other potential treatment options on survival.\",\n", + " 'to determine the long-term outcome of patients operated with pars plana vitrectomy (ppv) for primary rhegmatogenous retinal detachment (rrd) and to identify potential predictors for poor visual outcome. prospective, observational 30-month study of patients operated for primary rrd with ppv. examinations were performed preoperatively and after months 2, 6, and 30. eighty-four patients (84 eyes) were included and 73 (86.9%) participated at month 30. the macula was attached in 30 (35.7%) patients at primary operation. the majority of patients (n = 59, 80.8%) achieved a good final best corrected visual acuity (bcva ≤0.3 logmar, ≥0.5 snellen) with a better outcome in patients with the macula attached than detached (0.02 vs. 0.17 logmar, p = 0.007). variables associated with poor visual outcome were baseline bcva >0.3 logmar (p = 0.03), female gender (p = 0.02), silicone oil (p = 0.03), and larger areas of retinal detachment (p = 0.01). in multivariable regression analysis, female gender (or = 8.5 [95% ci 1.8-39.8]) was the strongest risk factor for poor visual outcome. the majority of patients operated for primary rrd achieved a reasonable long-term visual outcome. notably, female gender was associated with poor visual outcome, indicating a need for closer follow-up.',\n", + " \"to evaluate the evolution of monochorionic-diamniotic twin pregnancies with and without the twin-twin transfusion syndrome (ttts), followed up in an expectant way. retrospective study in which the pregnancies with and without ttts and with mild (quintero's stage i) and severe (quintero's stages ii, iii, iv and v) disease manifestations were compared according to extreme preterm delivery, neurological impairment and the twins' nursery discharge. the extreme preterm twins who had had ttts, or not, were compared whether they had or not neurological impairment. the chi2 or fisher's exact test were used. among 149 monochorionic-diamniotic twin pregnancies, 15 presented ttts, 11 (11/15 - 73.3%) in the severe form and 4 (4/15 - 26.7%) at stage i. the extreme preterm delivery was more frequent (p<0.001) in the cases with the disease (11/15 - 73.3%) than in the cases without it (25/134 - 18.7%), and more common (p=0.033) in severe (10/11 - 91.1%) than in mild cases (1/4 - 25.0%). neurological impairment in at least one twin was more frequent in cases with (5/8 - 62.5%) than in cases without (9/134 - 6.7%) the disease (p<0.001). nursery discharge of at least one twin was more common (p<0.001) in cases without (132/134 - 98.5%) than in cases with the disease (8/15 - 53.0%). neurological impairment in at least one of the twins was more frequent (p=0.04) in the severe (5/5 - 100%) than in the mild (1/4 - 25%) form of the disease. nursery discharge of both twins was more common (p=0.004) at stage i (4/4 - 100%), than in the severe form of the disease (1/11 - 9.0%). among the 47 extreme preterm twins, the neurological impairment was more frequent (p=0.001) among the ones who had (6/6 - 100%), than among those who did not have ttts (11/41 - 26.8%). cases with twin-twin transfusion syndrome, followed up in an expectant way have bad perinatal prognosis, with high neonatal mortality and high rates of neurological arrest among the survivors.\",\n", + " 'plasma cell disorders (pcds) are clonal plasma cell disorders that include conditions such as monoclonal gammopathy of undetermined significance (mgus), monoclonal gammopathy of renal significance (mgrs), multiple myeloma (mm), smoldering mm (smm), solitary plasmacytoma, and light-chain (al) amyloidosis. the risk factors associated with and the clinical course of pcds after renal transplantation is not well established although immunosuppressive protocols may impact the incidence and natural history of pcds posttransplant. this single-center retrospective study evaluated patients with a history of renal transplant who developed a pcd between january 1, 2014-december 31, 2018. a total of 41 patients met the inclusion criteria including 29 with mgus and 12 with symptomatic pcd (4 with mm, 2 with smm, 4 with mgrs, 1 with al amyloidosis, and 1 with solitary plasmacytoma). the median follow-up of survivors was 41.6 months. three patients (1 with mgus and 2 with mgrs) progressed to mm during the follow-up period. there was a male preponderance in both groups. there was no correlation between the donor and immunosuppressive regimen and the development of a pcd. patients with symptomatic pcd had higher serum creatinine and m-protein levels at diagnosis and higher free light chain ratio and plasma cell burden. there was also a higher percentage of allograft failure noted in the symptomatic pcd subset 50% (n = 6), whereas only 23% (n = 7) of patients had allograft failure in the mgus group. this study shows the importance of considering monoclonal gammopathy in the differential of renal dysfunction after kidney transplant and the need to follow these patients closely to monitor for progression to symptomatic pcd.',\n", + " 'autosomal dominant polycystic kidney disease (adpkd) is the most common inherited kidney disease. the major objective of this study was to analyse the natural history of disease progression in all patients with adpkd seen at the sheffield kidney institute between 1978 and 2012. a retrospective analysis was performed based on recorded renal function up to 30 years prior to analysis. the rate of estimated glomerular filtration rate (egfr) decline (ϔegfr) was determined by linear regression, based on a minimum of 5 years of renal function prior to the study or renal replacement therapy. patients who had reached end-stage renal disease (esrd) (n = 113) were compared with those under follow-up in a dedicated polycystic kidney disease (pkd) clinic (n = 88). the two groups were comparable in age and gender though the mean follow-up duration was longer in the pkd clinic group. overall, ϔegfr was significantly higher in the esrd group compared with the pkd clinic group (4.19 ± 1.66 vs. 1.71 ± 1.36 ml/min/1.73 m(2)/year). retrospective analysis for each 5-year period prior to esrd or analysis showed a significant difference in ϔegfr between both groups 10 years before with an increasing trend in ϔegfr 20 years before especially in the esrd group. in the pkd clinic group, the age of diagnosis and mean kidney length were also predictors of ϔegfr. this is one of the longest natural history studies in adpkd. the difference in ϔegfr can be predicted at least 10 years prior to the onset of esrd and thus will enable higher risk patients to be identified early for treatment.',\n", + " 'isolated pulmonary hypertension (pht) is now the most frequent cause of disease-related death in limited cutaneous scleroderma, the commonest disease variant of this disabling connective tissue disorder. endothelin-1 receptor antagonists provide symptomatic benefit but to date have not been shown to prolong survival. to determine the frequency, disease characteristics and survival of symptomatic patients with isolated pht in our cohort of scleroderma patients. systematic review of the clinical course of all patients registered on the south australian scleroderma register, a population-based register of 374 living and 234 deceased patients with scleroderma. thirty-four patients were identified with isolated pht, the majority with limited scleroderma. from our deceased register, we estimate that >11% of patients with this limited variant will develop this complication. isolated pht occurs as a late-stage complication approximately 20 years after the first symptoms of scleroderma. patients with isolated pht were characterized by the presence of multiple telangiectasia, reduced nailfold capillary density, digital ulceration, gross reduction of diffusing capacity for carbon monoxide and echocardiographic evidence of elevated pulmonary artery pressure. survival was significantly shortened as compared with those patients without this complication (p=0.002), with a mean survival of 2.5 years from symptomatic onset of pht. isolated pht occurs as a late-stage complication in > or =11% of patients with limited cutaneous scleroderma and leads to rapid death from right heart failure. the early use of endothelin-1 receptor antagonists may change the natural history of this fatal complication.',\n", + " \"idiopathic pulmonary fibrosis acute exacerbation (ipf-ae) constitutes ipf's most devastating event, representing the unexpected superimposition of diffuse alveolar damage of unknown etiology. guidelines recommend high-dose steroids treatment despite unproven benefit. we hypothesized that previous immunosuppression and the administration of high-dose steroids adversely affect ipf-ae outcome. we studied all consecutive patients hospitalized in our department for ipf deterioration from 2007 to june 2013. our protocol consisted of immediate cessation of immunosuppression (if any), best supportive care, broad-spectrum antimicrobials and thorough evaluation to detect reversible causes of deterioration. patients were followed-up for survival; post-discharge none received immunosuppression. twenty-four out of 85 admissions (28%) fulfilled ipf-ae criteria. ipf-ae were analyzed both as unique events and as unique patients. as unique events 50% survived; 3 out of 12 (25%) in the group previously treated with immunosuppression whereas nine out of 12 (75%) in the group not receiving immunosuppression (p⊉=⊉0.041). as unique patients 35.3% survived; 3 out of 6 (50%) in the never treated group whereas three out of 11 (27.3%) in the group receiving immunosuppression (p⊉=⊉0.685). the history of immunosuppression significantly and adversely influenced survival (p⊉=⊉0.035). survival was greater in the never treated group compared to the immunosuppressed patients (p⊉=⊉0.022). post-discharge, our ipf-ae survivors had an 83% 1-year survival. by applying the above mentioned protocol half of our patients survived. the history of immunosuppression before ipf-ae adversely influences survival. avoiding steroids in ipf patients may favor the natural history of the disease even at the moment of its most devastating event.\",\n", + " 'alport syndrome is a clinically and genetically heterogeneous nephropathy. the majority of cases are transmitted as an x-linked semidominant condition due to col4a5 mutations. in this form males are more severely affected than females. less than 10% of cases are autosomal recessive due to mutation in either col4a3 or col4a4. in this rarer form, both males and females are severely affected. only two cases of autosomal-dominant alport syndrome have been reported, one due to a col4a3 mutation and the other due to a col4a4 mutation. because of the paucity of the reported families, the natural history of autosomal-dominant alport syndrome is mostly unknown. four families with likely autosomal-dominant alport syndrome were investigated. col4a3 and col4a4 genes were analyzed by denaturing high-performance liquid chromatography (hplc). automated sequencing was performed to identify the underlying mutation. two families had a mutation in the col4a4 gene and two in the col4a3. accurate clinical evaluation of family members showed interesting results. affected individuals (22 persons) had a wide range of phenotypes from end-stage renal disease (esrd) in the fifth decade to a nonprogressive isolated microhematuria. finally, three heterozygous individuals (90, 22 and 11 years old, respectively) were completely asymptomatic. this paper demonstrated that patients affected by autosomal-dominant alport syndrome have a high clinical variability. moreover, a reduced penetrance of about 90% (3 of 25) may be considered for the assessment of recurrence risk during genetic counseling of these families.',\n", + " 'neuroendocrine tumors (nets) metastasize to bone; however, a multi-institution evaluation of the natural history and complications of bone metastases across multiple net subtypes has not, to our knowledge, previously been conducted. at two tertiary academic centers, we identified patients with bone metastases from databases of patients with a diagnosis of net between 2004 and 2008. detection of bone metastases, occurrence of skeletal-related events (sres), and interventions were analyzed using summary statistics and categorical methods. time-to-event data were assessed using kaplan-meier estimates and log-rank tests. between 2004 and 2008, 82 out of 691 net patients (12%) were reported to have bone metastases. of the 82 patients with bone metastases, 55% were men and their median age was 49. bone metastases occurred in 25% of pheochromocytomas and paragangliomas, 20% of high-grade neuroendocrine carcinomas, 9% of carcinoid tumors, and 8% of pancreatic nets. at time of detection of bone metastases, 60% reported symptoms, including pain; 10% developed cord compression, 9% suffered a pathological fracture, and 4% developed hypercalcemia. occurrence of sres did not differ significantly with regard to tumor histology. of patients with bone metastases, 67 (82%) received at least one form of bone-directed treatment, 50% received radiation, 45% received a bisphosphonate, 18% underwent surgery, 11% received (131)i-mibg, 5% received denosumab, and 46% were treated with more than one treatment modality. bone metastases occur in a substantial number of patients diagnosed with nets. patients are often symptomatic and many develop sres. given the recent therapeutic advances and increasing life expectancy of patients with nets, development of guidelines for surveillance and clinical care of bone metastases from nets is needed.',\n", + " 'we present our experience over the long-term of monitoring of visual function in children with craniopharyngioma. our study involves an analysis of all paediatric patients with craniopharyngioma younger than 16 at the time of diagnosis and represents a series of predominantly sub-totally resected tumours. visual data, of multiple modality, of the paediatric patients was collected. twenty patients were surveyed. poor prognostic indicators of the visual outcome and rate of recurrence were assessed. severe visual loss and papilledema at the time of diagnosis were more common in children under the age of 6. in our study visual signs, tumour calcification and optic disc atrophy at presentation are predictors of poor visual outcome with the first two applying only in children younger than 6. in contrast with previous reports, preoperative visual field (vf) defects and type of surgery were not documented as prognostic indicators of poor postoperative visual acuity (va) and vf. contrary to previous reports calcification at diagnosis, type of surgery and preoperative vf defects were not found to be associated with tumour recurrence. local recurrence is common. younger age at presentation is associated with a tendency to recur. magnetic resonance imaging (mri) remains the recommended means of follow-up in patients with craniopharyngioma.',\n", + " 'there are limited data on the natural history of untreated myasthenia gravis (mg) with ocular presentation. we analyzed 93 patients from symptom onset who presented to the birmingham midlands eye centre (bmec) between january 2004 and july 2015. we used multiple stepwise logistic regression to identify predictive factors of generalization and kaplan-meier analysis on time to generalization. forty-six percent of patients developed generalized symptoms during the study period. median time to generalization was 7 months. time to generalization was earlier in patients seropositive for acetylcholine receptor (achr) antibody (median 5 months vs. 21 months, p⊉<⊉0.0001) and bilateral ptosis at onset (p⊉=⊉0.015). multivariate analysis identified achr seropositivity [hazard ratio (hr) 5.03; 95% confidence interval (ci) 1.48-17.14; p⊉=⊉0.001] and disease onset⊉<⊉50 years (hr 3.58; 95% ci 1.18-10.90; p⊉=⊉0.035) as risk factors for generalization. as patients were steroid-naive before generalization, our cohort approximated the natural history of the condition. muscle nerve 57: 622-627, 2018.',\n", + " 'the purpose of this study is to analyze the seizure semiologic characteristics of patients with autoimmune epilepsy (ae) and describe the investigation characteristics of ae using a larger sample size. this observational retrospective case series study was conducted from a tertiary epilepsy center between may 2014 and march 2017. cases of new-onset seizures were selected based on laboratory evidence of autoimmunity. at the same time, typical mesial temporal lobe epilepsy (mtle) patients with hippocampal sclerosis (hs) were recruited as the control group from the subjects who underwent presurgical evaluation during the same period. a total of 61 patients with ae were identified. specific autoimmune antibodies were detected in 39 patients (63.93%), including anti-vgkc in 23 patients (37.70%), anti-nmda-r in 9 patients (14.75%), anti-gabab-r in 6 patients (9.84%), and anti-amphiphysin in 1 patient (1.64%). regarding the seizure semiology, no significant differences were noted between ae patients with autoantibody and patients with suspected ae without antibody. compared to typical mtle patients with hs, both ae patients with autoantibody and patients with suspected ae without antibody had the same seizure semiologic characteristics, including more frequent sps or cps, shorter seizure duration, rare postictal confusion, and common sleeping sgtc seizures. this study highlights important seizure semiologic characteristics of ae. patients with autoimmune epilepsy had special seizure semiologic characteristics. for patients with autoimmune epilepsy presenting with new-onset seizures in isolation or with a seizure-predominant neurological disorder, the special seizure semiologic characteristics may remind us to test neuronal nuclear/cytoplasmic antibodies early and initiate immunomodulatory therapies as soon as possible. furthermore, the absence of neural-specific autoantibodies does not rule out ae.',\n", + " 'biallelic mutations of the alsin rho guanine nucleotide exchange factor (als2) gene cause a group of overlapping autosomal recessive neurodegenerative disorders including infantile-onset ascending hereditary spastic paralysis (iahsp), juvenile primary lateral sclerosis (jpls), and juvenile amyotrophic lateral sclerosis (jals/als2), caused by retrograde degeneration of the upper motor neurons of the pyramidal tracts. here, we describe 11 individuals with iahsp, aged 2-48 years, with iahsp from three unrelated consanguineous iranian families carrying the homozygous c.1640+1g>a founder mutation in als2. three affected siblings from one family exhibit generalized dystonia which has not been previously described in families with iahsp and has only been reported in three unrelated consanguineous families with jals/als2. we report the oldest individuals with iahsp to date and provide evidence that these patients survive well into their late 40s with preserved cognition and normal eye movements. our study delineates the phenotypic spectrum of iahsp and als2-related disorders and provides valuable insights into the natural disease course.',\n", + " \"spinal muscular atrophy is a disorder of lower motor neurons, most commonly caused by recessive mutations in smn1 on chromosome 5q. cases without smn1 mutations are subclassified according to phenotype. spinal muscular atrophy, lower extremity-predominant, is characterized by lower limb muscle weakness and wasting, associated with reduced numbers of lumbar motor neurons and is caused by mutations in dync1h1, which encodes a microtubule motor protein in the dynein-dynactin complex and one of its cargo adaptors, bicd2. we have now identified 32 patients with bicd2 mutations from nine different families, providing detailed insights into the clinical phenotype and natural history of bicd2 disease. bicd2 spinal muscular atrophy, lower extremity predominant most commonly presents with delayed motor milestones and ankle contractures. additional features at presentation include arthrogryposis and congenital dislocation of the hips. in all affected individuals, weakness and wasting is lower-limb predominant, and typically involves both proximal and distal muscle groups. there is no evidence of sensory nerve involvement. upper motor neuron signs are a prominent feature in a subset of individuals, including one family with exclusively adult-onset upper motor neuron features, consistent with a diagnosis of hereditary spastic paraplegia. in all cohort members, lower motor neuron features were static or only slowly progressive, and the majority remained ambulant throughout life. muscle mri in six individuals showed a common pattern of muscle involvement with fat deposition in most thigh muscles, but sparing of the adductors and semitendinosus. muscle pathology findings were highly variable and included pseudomyopathic features, neuropathic features, and minimal change. the six causative mutations, including one not previously reported, result in amino acid changes within all three coiled-coil domains of the bicd2 protein, and include a possible 'hot spot' mutation, p.ser107leu present in four families. we used the recently solved crystal structure of a highly conserved region of the drosophila orthologue of bicd2 to further-explore how the p.glu774gly substitution inhibits the binding of bicd2 to rab6. overall, the features of bicd2 spinal muscular atrophy, lower extremity predominant are consistent with a pathological process that preferentially affects lumbar lower motor neurons, with or without additional upper motor neuron involvement. defining the phenotypic features in this, the largest bicd2 disease cohort reported to date, will facilitate focused genetic testing and filtering of next generation sequencing-derived variants in cases with similar features.\",\n", + " 'few studies discuss dwi findings in patients with ncc, and their conclusions are variable and contradictory. the aim of our study was to describe dwi findings of a cohort of patients with ncc, emphasizing the frequency of reduced diffusion. this retrospective study included 48 patients with ncc. two neuroradiologists analyzed mr images regarding location, number, and stage of ncc lesions. on the basis of visual analysis, they defined, by consensus, the presence of high signal within ncc lesions on dwi and measured their adc values when feasible. the total number of lesions was 342: parenchymal (263), subarachnoid (65), and intraventricular (14); 83 were dwi hyperintense. the first pattern was a small eccentric hyperintense dot/curvilinear structure on dwi (representing the scolex) noted in intraparenchymal lesions in vesicular (41 lesions, 29%) and colloidal vesicular (18 lesions, 19%) stages, in 14 (22%) subarachnoid lesions, and 2 (14%) intraventricular lesions; radc calculations were hampered by the intrinsic small dimensions of this finding. the second pattern was the presence of total/subtotal dwi hyperintensity in intraparenchymal lesions, 5 in the colloidal vesicular stage (5%) and 1 in the granular nodular phase (3%). two subarachnoid lesions also showed the same presentation; in this second pattern, reduced diffusion was present in different degrees, measured by radc calculations. dwi may identify the scolex, increasing diagnostic confidence for ncc. total/subtotal dwi hyperintensity, related to the stage of the lesion, though uncommon, allows including ncc as a consideration in the differential diagnosis of lesions with reduced diffusion and ring enhancement.',\n", + " 'loeys-dietz syndrome (lds) is an aggressive connective tissue disorder associated with increased risk of aortic dissection and aneurysm rupture at an early age and smaller aortic diameters. we report our experience with lds to better understand its natural history and treatment outcomes and help establish treatment guidelines. we retrospectively reviewed all patients with lds who underwent medical or surgical treatment at cleveland clinic before april 27, 2017. primary endpoints were postoperative in-hospital morbidity and mortality. secondary endpoints were aorta-related reoperations and short- and long-term mortality. we identified 53 patients with lds. of these, 33 (62%) underwent aortic surgery. mean age was 39 ± 14 years, and mean maximum aortic diameter was 4.3 cm. there were 2 (6%) deaths after urgent or emergency surgery. twenty-two patients (67%) required no aortic reoperation; 20 of these had prophylactic surgery. multiple aortic operations were performed on 11 (33%) patients, 9 of whom experienced aortic dissections. six patients (18%) required total aortic replacement. among 19 patients with modified root reimplantation, no aorta- or valve-related complications occurred. overall, 33 patients underwent 58 aortic and 81 cardiovascular operations, with 1 late death. kaplan-meier survival of the aortic-surgery cohort was 89% at 10 years (median follow-up 5.2 years). there were no late deaths in the non-aortic surgery group (20/53; 38%). prophylactic aortic surgical outcomes in lds are excellent. surgical reintervention remains high, particularly after aortic dissections. close surveillance of medically managed and postoperative patients and early prophylactic surgery are crucial to avoid aortic catastrophe and achieve a good long-term prognosis.',\n", + " 'the natural history of squamous cell carcinoma (scc) of the oral cavity (oc) in young adults is unknown. we sought to provide an updated report on treatment outcomes of patients with oc scc who were 40⊿years or younger. we performed a retrospective analysis of 124 consecutive patients with primary oc scc treated at mayo clinic (1980-2014). patient and tumor characteristics and treatment approach were abstracted from patient charts. median patient age was 35⊿years (range, 19-40⊿years). the most common primary site was oral tongue (107 patients; 86.3%). most patients (101; 81.5%) underwent wide local excision. surgery alone was curative in 77 patients (62.1%); 47 (37.9%) received radiotherapy, and 26 (21%) received chemotherapy. five-year overall survival (os) was 78.1%; 10-year os was 76.9%. five-year disease-free survival (dfs) was 66.6%; 5-year local control was 87.6%; and 5-year locoregional control was 78.5%. on multivariable analysis, factors associated with worse os and dfs were higher pathologic t stage (p⊿=⊿.008), lymph node positivity (p⊿<⊿.001), and disease recurrence (p⊿<⊿.001). young adults with primary oc scc may be treated with a similar treatment approach as older adults.',\n", + " 'scoliosis is prominent in rett syndrome (rtt). following the prior report from the us natural history study, the onset and progression of severe scoliosis (≥40° cobb angle) and surgery were examined regarding functional capabilities and specific genotypes, addressing the hypothesis that abnormal muscle tone, poor oral feeding, puberty, and delays or absence of sitting balance and ambulation may be responsible for greater risk in rtt. the multicenter rtt natural history study gathered longitudinal data for classic rtt, including mutation type, scoliosis, muscle tone, sitting, ambulation, hand function, and feeding. cox regression models were used to examine the association between scoliosis and functional characteristics. all analyses utilized sas 9.4; two-sided p values of <0.05 were considered significant. a total of 913 females with classic rtt were included. scoliosis frequency and severity increased with age. severe scoliosis was found in 251 participants (27%), 113 of whom developed severe scoliosis during the follow-up assessments; 168 (18%) had surgical correction. severe mecp2 mutations (r106w, r168x, r255x, r270x, and large deletions) showed a higher proportion of scoliosis. individuals developing severe scoliosis or requiring surgery were less likely to sit, ambulate, or use their hands and were more likely to have begun puberty. significant differences were absent for epilepsy rates, sleep problems, or constipation. scoliosis requires vigilance regarding the risk factors noted, particularly specific mutations and the role of puberty and motor abilities. bracing is recommended for moderate curves and surgery for severe curves in accordance with published guidelines for scoliosis management.',\n", + " 'ours was a descriptive observational cross-sectional study carried out in a tertiary care hospital in eastern india over a period of one year to study the profile of neurological involvement in paediatric dengue patients. of 71 laboratory-confirmed cases, 20 (28.17%) had neurological involvement. common forms observed were acute encephalopathy (40%), encephalitis (30%), pure motor weakness (15%), transverse myelitis (5%), acute disseminated encephalomyelitis (5%) and guillain-barré syndrome (5%). the dengue igm antibody could be detected in the cerebrospinal fluid of only two patients with encephalitis. neurological involvement was present in all four patients who died during the study period (two-tailed p value⊉=⊉0.005).',\n", + " 'paroxysmal nocturnal hemoglobinuria is a rare, acquired disease associated with hemolytic anemia, bone marrow failure, thrombosis, and, frequently, poor quality of life. the international pnh registry is a worldwide, observational, non-interventional study collecting safety, effectiveness, and quality-of-life data from patients with a confirmed paroxysmal nocturnal hemoglobinuria diagnosis or detectable paroxysmal nocturnal hemoglobinuria clone, irrespective of treatment. in addition to evaluating the long-term safety and effectiveness of eculizumab in a global population, the registry aims to improve diagnosis, optimize patient management and outcomes, and enhance the understanding of the natural history of paroxysmal nocturnal hemoglobinuria. here we report the characteristics of the first 1610 patients enrolled. median disease duration was 4.6 years. median granulocyte paroxysmal nocturnal hemoglobinuria clone size was 68.1% (range 0.01-100%). overall, 16% of patients had a history of thrombotic events and 14% a history of impaired renal function. therapies included anticoagulation (31%), immunosuppression (19%), and eculizumab (25%). frequently reported symptoms included fatigue (80%), dyspnea (64%), hemoglobinuria (62%), abdominal pain (44%), and chest pain (33%). patients suffered from poor quality of life; 23% of patients had been hospitalized due to paroxysmal nocturnal hemoglobinuria-related complications and 17% stated that paroxysmal nocturnal hemoglobinuria was the reason they were not working or were working less. this international registry will provide an ongoing, valuable resource to further the clinical understanding of paroxysmal nocturnal hemoglobinuria.',\n", + " 'severe anaemia requiring emergency blood transfusion is a common complication of malaria in children. to ensure access for urgent blood transfusion, the world health organization has developed clear guidelines with haemoglobin thresholds prevent unwarranted transfusion,. few studies have reported outcome and haematological recovery of children with severe malaria where transfusion practice complies with who recommendations. a prospective observational study of survivors of severe and complicated malaria transfused in accordance with who guidelines. children were invited for review at one month post-discharge. non-attendees were traced in the community to ascertain survival. outcome was assessed in 213 survivors. those transfused were younger, had a higher base deficit, mean lactate levels and a higher prevalence of respiratory distress. as expected mean admission haemoglobin (hb) was significantly lower amongst transfused [5.0 g/dl sd: 1.9] compared to non-transfused children [8.3 g/dl sd: 1.7] (p < 0.001). at discharge mean hb was similar 6.4 g/dl [sd: 1.5] and 6.8 g/dl [sd: 1.6] respectively (p = 0.08), most children remained moderately to severely anaemic. at one month follow up 166 children (78%) returned, in whom we found no differences in mean hb between the transfused (10.2 g/dl [sd: 1.7]) and non-transfused (10.0 g/dl [sd: 1.3]) survivors (p = 0.25). the major factors affecting haematological recovery were young age (<24 months) and concomitant malaria parasitaemia; hb being 8.8 g/dl [sd: 1.5] in parasitaemic individuals compared with 10.5 g/dl [sd: 1.3] in those without (p < 0.001). this data supports the policy of rational use of blood transfusion, as proposed in the who guidelines, for children with anaemia in areas where access to emergency transfusion is not guaranteed. we have provided empirical data indicating that transfusion does not influence superior recovery in haemoglobin concentrations and therefore cannot be justified on this basis alone. this may help resolve the disparity between international policy and current clinical practice. effective anti-malarial treatment at discharge may prevent reoccurrence of anaemia.',\n", + " 'we have analyzed the clinical and laboratory features of 42 patients with b-cell leukemia. based on the fab criteria, the cases were classified in 3 groups: i) typical cll 15, ii) atypical cll 9 which included 6 cases with large cells, and iii) b-cell lymphoma in leukemic phase 18. cases diagnosed as typical cll (group i) had similar features to those seen in cll patients from western countries. the morphology and markers in cases from group iii corresponded to b-cell lymphoma in leukemic phase. on the other hand, group ii included 3 cases classified as atypical cll according to fab criteria. 1 cll/pl and 2 mixed cll and 6 cases with rather distinct features, namely: 1) lymphocytosis (42 +/- 41 x 10(9)/l in average) with large mature-looking lymphocytes with abundant cytoplasm: 2) an immunological profile consistent with cll but, in addition with the consistent expression of cd38; 3) absence of a monoclonal band in the serum and 4) a clinical course and prognosis similar to cll. our findings suggest the existence of a b-cell disorder in japan very close to cll but distinct from typical and atypical cll as seen in western countries. further studies would clarify whether such an entity is exclusively confined to japan having a distinct natural history.',\n", + " 'the db/db mouse is a well-established model of diabetes. previous reports have documented contractile dysfunction (i.e., cardiomyopathy) in these animals, although the extant literature provides limited insights into cardiac structure and function as they change over time. to better elucidate the natural history of cardiomyopathy in db/db mice, we performed cardiac magnetic resonance (cmr) scans on these animals. cmr imaging was conducted with a 4.7-t magnet on female db/db mice and control db/+ littermates at 5, 9, 13, 17, and 22 wk of age. gated gradient echo sequences were used to obtain cineographic short-axis slices from apex to base. from these images left ventricular (lv) mass (lvm), wall thickness, end-diastolic volume (lvedv), and ejection fraction (lvef) were determined. additionally, cardiac [(18)f]fluorodeoxyglucose ([(18)f]fdg) pet scanning, pressure-volume loops, and real-time quantitative pcr on db/db myocardium were performed. relative to control, db/db mice developed significant increases in lvm and wall thickness as early as 9 wk of age. lvedv diverged slightly later, at 13 wk. interestingly, compared with the baseline level, lvef in the db/db group did not decrease significantly until 22 wk. additionally, [(18)f]fdg metabolic imaging showed a 40% decrease in glucose uptake in db/db mice. furthermore, contractile dysfunction was observed in 15-wk db/db mice undergoing pressure-volume loops. finally, real-time quantitative pcr revealed an age-dependent recapitulation of the fetal gene program, consistent with a myopathic process. in summary, as assessed by cmr, db/db mice develop characteristic structural and functional changes consistent with cardiomyopathy.',\n", + " \"urticaria pigmentosa (up) is the most common form of mastocytosis in children and is associated with systemic signs, symptoms, and triggers. to our knowledge, the effect of up on children's quality of life has not been studied. the objective of the current study was to characterize the natural history, triggers, and complications of pediatric up, identify prognostic indicators, and determine its effect on quality of life. between 2002 and 2007, children with three or more mastocytomas diagnosed by a pediatric dermatologist were recruited during visits at the children's hospital of wisconsin dermatology clinic (milwaukee, wi). research visits were conducted every 3 years and telephone interviews yearly. the children's dermatology life quality index was administered to subjects 4 years of age and older at enrollment. laboratory test results were collected for subjects younger than 4 years at enrollment. subjects were followed until up resolution or study end in august 2015. the final cohort size was 43 subjects followed for a median of 8.1 years. twenty-six subjects were followed through study completion. at age 12 years, 6 patients had disease resolution and 14 remained active. patients who had disease resolution before age 12 years were more likely to be male and had fewer years of age and smaller lesions, fewer affected areas, and earlier onset. common medications and anesthetics resulted in no serious reactions. hymenoptera stings occurred in 51%, with no reports of anaphylaxis. no patient reported a severe effect on quality of life, with most indicating mild to no effect. severe complications are not common with historically identified triggers. disease does not resolve before adolescence in most children. up has a minimal effect on quality of life for most children.\",\n", + " 'to characterize the clinical course of retinal angiomatosis (ra) in von hippel-lindau (vhl) disease. retrospective observational case series from a tertiary referral center. fifty-seven consecutive vhl disease patients with ra with a mean follow-up of 7.3 years. a retrospective chart review was performed to characterize the clinical course and functional outcome of ra to substantiate ophthalmic screening recommendations for vhl disease patients. age and visual acuity (va) at diagnosis, angioma number, size, fundus position and growth behavior, functional outcome, and risk factors for adverse visual outcome (va < or =20/1000) were evaluated. the onset of ra was observed to occur between the ages of 5.5 and 62.5 years. ocular disease was unilateral in 58% of patients at diagnosis; prevalence of bilateral ra as calculated by kaplan-meier analysis was 100% at age 56.4 years. twenty-seven eyes showed an adverse visual outcome, occurring at a mean age of 23.2 years. risk factors included large angiomas at presentation, first manifestation at a younger age, and symptomatic ra. in most eyes, development of new angiomas was slow and only small angiomas were detected on annual follow-up. eyes harboring multiple angiomas or ra complicated by retinal detachment were at risk of developing large angiomas after short follow-up intervals. formation of new angiomas was largely independent of patient age. retinal angiomatosis in vhl disease bears a high risk of severe vision loss at a young age. in uncomplicated ra, annual ocular screening for presymptomatic angiomas is sufficient. because ra can occur at any age, lifelong ocular screening is recommended in vhl disease gene carriers starting at preschool age.',\n", + " 'acute febrile encephalopathy (afe) in children is a medical emergency and could be a manifestation of many systemic and central nervous system pathologies. the clinical features of afe are nonspecific and etiological spectrum variable depending on the studied population. a prospective, observational study was carried out including children aged between 1 month and 12 years with afe admitted to the pediatric intensive care unit of a tertiary care hospital in western india. the primary objective was to assess the clinical presentation and etiology of afe while the secondary objectives were to correlate the clinical and etiological findings and to determine the risk factors associated with mortality. out of the ninety children with afe included in this study, male:female ratio was 1.2:1; most of them were aged between 1 and 5 years and came with a history of < 7 days (82.2%). all of them had altered sensorium, about 2/3rd had seizures and 47.8% having a glasgow coma score (gcs) <8. etiology remained elusive in about 40% of the cases, and viral infections were the most common among the ones with an identifiable cause. a variety of morbidity (shock, disseminated intravascular coagulopathy, respiratory failure, etc.) and high mortality (40%) was observed with risk factors associated with mortality being gcs < 8, the presence of raised intracranial pressure, shock, and respiratory failure. afe, though a rare diagnosis in children, is associated with significant morbidity and high mortality in a developing country like india.',\n", + " 'to determine the natural history of treated and untreated congenital toxoplasmosis and impact of this infection on vision. in this prospective, longitudinal study, 76 newborns were treated with pyrimethamine and sulfadiazine for approximately one year, and 18 individuals not treated during their first year of life entered the study after age 1 year (historical patients). chorioretinal scars were the most common eye finding in all patients and were most common in the periphery (58% of treated and 82% of historical patients). macular scars were present in 54% of the treated patients; 41% were bilateral. macular scars were present in 76% of the historical patients; 23% were bilateral. visual acuity in the presence of macular lesions ranged from 20/20 to 20/400. of the patients followed up from the newborn period and treated, 29% had bilateral visual impairment, with visual acuity for the best eye of less than 20/40. causes for this visual impairment in eyes with quiescent lesions included macular scars, dragging of the macula secondary to a peripheral lesion, retinal detachment, optic atrophy, cataract, amblyopia, and phthisis. there were recurrences in both treated (13%, 7/54) and previously untreated historical patients (44%, 8/18). the total, median, and range of years of follow-up during which recurrences were observed were, for treated patients, 189 years (total), five years (median) and three to ten years (range) and, for historical, untreated patients, 160 years (total), 11 years (median), and three to 24 years (range). new lesions occurred in previously normal retinas and also contiguous to older scars. active lesions appeared to become quiescent within ten to 14 days after beginning pyrimethamine and sulfadiazine therapy. many children with congenital toxoplasmosis have substantial retinal damage at birth and consequent loss of vision. nonetheless, vision may be remarkably good in the presence of large macular scars. active lesions become quiescent with treatment.',\n", + " 'to characterize hand stereotypies (hs) in a large cohort of participants with rett syndrome (rtt). data from 1,123 girls and women enrolled in the rtt natural history study were gathered. standard tests for continuous and categorical variables were used at baseline. for longitudinal data, we used repeated-measures linear and logistic regression models and nonparametric tests. hs were reported in 922 participants with classic rtt (100%), 73 with atypical severe rtt (97.3%), 74 with atypical mild rtt (96.1%), and 17 females with mecp2 mutations without rtt (34.7%). individuals with rtt who had classic presentation or severe mecp2 mutations had higher frequency and earlier onset of hs. heterogeneity of hs types was confirmed, but variety decreased over time. at baseline, almost half of the participants with rtt had hand mouthing, which like clapping/tapping, decreased over time. these 2 hs types were more frequently reported than wringing/washing. increased hs severity (prevalence and frequency) was associated with worsened measures of hand function. number and type of hs were not related to hand function. overall clinical severity was worse with decreased hand function but only weakly related to any hs characteristic. while hand function decreased over time, prevalence and frequency of hs remained relatively unchanged and high. nearly all individuals with rtt have severe and multiple types of hs, with mouthing and clapping/tapping decreasing over time. interaction between hs frequency and hand function is complex. understanding the natural history of hs in rtt could assist in clinical care and evaluation of new interventions.',\n", + " 'multiple system atrophy (msa) is a refractory neurodegenerative disease, but novel treatments are anticipated. an accurate natural history of msa is important for clinical trials, but is insufficient. this regional registry was launched to complement clinical information on msa. patient recruitment started in november 2014 and is ongoing at the time of submission. the number of participating facilities was 66. postal surveys were sent to medical facilities and patients with msa in hokkaido, japan. after obtaining written consent from 196 participants, 184 overview surveys and 115 detailed surveys were conducted. an overview survey evaluated conformity to diagnostic criteria and a detailed survey implemented an annual assessment based on the unified multiple system atrophy rating scale (umsars). at the time of registration, 58.2% of patients were diagnosed with cerebellar symptoms predominant type msa (msa-c) and 29.9% were diagnosed with parkinsonism predominant type msa (msa-p). umsars part ⚣ score of 4 or 5 accounted for 53.8% of participants. the higher the umsars part ⚣ score, the higher the proportion of msa-p. at baseline, levodopa was used by 69 patients (37.5%) and the average levodopa dose was 406.7⊉mg/day. the frequency of levodopa use increased over time. eleven cases changed from msa-c to msa-p during the study, but the opposite was not observed. information about survival and causes of death was collected on 54 cases. half of deaths were respiratory-related. sudden death was recorded even in the group with umsars part ⚣ score of 1. this study is the first large-scale prospective msa cohort study in asia. msa-c was dominant, but the use of antiparkinsonian drugs increased over the study period. changes from msa-c to msa-p occurred, but not vice versa.',\n", + " 'natural history studies performed 30 years ago identifying higher mortality among children born with achondroplasia, a genetic dwarfing condition, resulted in clinical recommendations aimed at improving mortality in childhood. the objective of this study was to determine if mortality rates have changed over the past few decades. children born with achondroplasia during 1996 to 2003 were ascertained from the texas birth defects registry and matched with death certificate data from the bureau of vital statistics through 2007. infant and overall mortality rates, both crude and standardized to the 2005 (smr2005 ) and 1975 (smr1975 ) u.s. populations, were calculated. 106 children born with achondroplasia were identified. four deaths were reported, with all occurring in the first year of life (mortality rate: 41.4 /1000 live-births). infant mortality was higher when standardized to the 2005 u.s. population (smr2005 :6.02, 95% ci:1.64-15.42) than the 1975 population (smr1975 :2.58, 95% ci:0.70-6.61). the higher smr2005 compared with smr1975 , along with the fact that smr1975 was nearly half that of a previous cohort reported 25 years ago (rate ratio: 0.53, 95% ci: 0.11-2.25), reflect a discrepancy in the changes in mortality in the overall population and in our cohort. although an overall improvement in mortality, especially after the first year of life, is observed in our cohort, children with achondroplasia are still at a much higher risk of death compared with the general population. a longer follow-up is needed to elucidate whether evaluation/intervention changes have resulted in significant improvement in long-term survival among these patients.',\n", + " 'the natural history of nonalcoholic fatty liver disease (nafld) in the community remains unknown. we sought to determine survival and liver-related morbidity among community-based nafld patients. four hundred twenty patients diagnosed with nafld in olmsted county, minnesota, between 1980 and 2000 were identified using the resources of the rochester epidemiology project. medical records were reviewed to confirm diagnosis and determine outcomes up to 2003. overall survival was compared with the general minnesota population of the same age and sex. mean (sd) age at diagnosis was 49 (15) years; 231 (49%) were male. mean follow-up was 7.6 (4.0) years (range, 0.1-23.5) culminating in 3192 person-years follow-up. overall, 53 of 420 (12.6%) patients died. survival was lower than the expected survival for the general population (standardized mortality ratio, 1.34; 95% ci, 1.003-1.76; p = .03). higher mortality was associated with age (hazard ratio per decade, 2.2; 95% ci, 1.7-2.7), impaired fasting glucose (hazard ratio, 2.6; 95% ci, 1.3-5.2), and cirrhosis (hazard ratio, 3.1, 95% ci, 1.2-7.8). liver disease was the third leading cause of death (as compared with the thirteenth leading cause of death in the general minnesota population), occurring in 7 (1.7%) subjects. twenty-one (5%) patients were diagnosed with cirrhosis, and 13 (3.1%) developed liver-related complications, including 1 requiring transplantation and 2 developing hepatocellular carcinoma. mortality among community-diagnosed nafld patients is higher than the general population and is associated with older age, impaired fasting glucose, and cirrhosis. liver-related death is a leading cause of mortality, although the absolute risk is low.',\n", + " 'mesoamerican nephropathy (men) is a chronic kidney disease affecting rural inhabitants in central america. we have previously described the renal morphology in 8 patients from el salvador. to confirm the renal pathology, we have studied kidney biopsies from patients with men in nicaragua. follow-up urine and blood samples from both biopsy studies were collected to investigate the natural history. case series. in the kidney biopsy study, 19 male sugarcane workers in nicaragua with suspected men were investigated with questionnaires, kidney biopsies, and blood and urine analysis. inclusion criteria were age 20 to 65 years and plasma creatinine level of 1.13 to 2.49mg/dl or estimated glomerular filtration rate (egfr) of 30 to 80ml/min/1.73m(2). exclusion criteria were proteinuria with protein excretion > 3g/24 h, uncontrolled hypertension, diabetes mellitus, or other known kidney disease. in the follow up-study, blood and urine from the kidney biopsy study in nicaragua (n=18) and our previous biopsy study of men cases in el salvador (n=7) were collected 1 to 1.5 and 2 to 2.5 years after biopsy, respectively. renal morphology, clinical, and biochemical characteristics, change in egfr per year. egfr was calculated using the ckd-epi creatinine (egfrcr), cystatin c (egfrcys), and creatinine-cystatin c (egfrcr-cys) equations. in the kidney biopsy study, participants had a mean egfrcr of 57 (range, 33-96) ml/min/1.73m(2). 47% had low plasma sodium and 21% had low plasma potassium levels. 16 kidney biopsies were representative and showed glomerulosclerosis (mean, 38%), glomerular hypertrophy, and signs of chronic glomerular ischemia. mild to moderate tubulointerstitial damage and mostly mild vascular changes were seen. in the follow up-study, median duration of follow-up was 13 (range, 13-27) months. mean change in egfrcr was -4.4±8.4 (range, -27.7 to 10.2) ml/min/1.73m(2) per year. most patients had stopped working with sugarcane cultivation. 3 biopsy specimens had 4 or fewer glomeruli. this study confirms the renal morphology of men: chronic glomerular and tubulointerstitial damage with glomerulosclerosis and chronic glomerular ischemia. follow-up data show that egfrs, on average, deteriorated.',\n", + " 'although multiple studies have been conducted in the adult population, there is a vast knowledge gap regarding the epidemiologic characteristics of cardiomyopathies in the paediatric population. this issue is even more crucial when the precarious situation of medical research in latin america is considered. given the potential impact that these disorders could have on latin american health systems, a comprehensive epidemiologic study regarding the clinical profile and sociodemographic characteristics of these patients will influence the way we approach paediatric cardiomyopathies. an observational retrospective study was conducted at a tertiary referral centre for colombian and latin american paediatric cardiology. we analysed all cases of primary cardiomyopathies in children younger than 18 years of age who presented at our institution between 2010 and 2016. cases of cardiomyopathies were classified according to world health organization guidelines. from a total of 29,533 children who attended our institution during the study period, 89 new cases of primary cardiomyopathies were identified. the median age at diagnosis was 11 years (interquartile range 4-9). dilated cardiomyopathy accounted for 57.3% (n = 51) of cases; hypertrophic cardiomyopathy, 12.3% (n = 11); restrictive cardiomyopathy, 8.9% (n = 8); non-compacted cardiomyopathy, 7.8% (n = 7); arrhythmogenic ventricular cardiomyopathy, 6.7% (n = 6); and unspecified cardiomyopathy, 6.7% (n = 6). heart failure was observed in 53.93% of the patients. the overall mortality was 12.36% (n = 11), which included two of eight patients who underwent cardiac transplantation.',\n", + " 'the management of choice of non-functioning pituitary adenomas (nfpas) remains debulking surgery when symptomatic. however, patient series systematically reporting the nfpas outcome that were not treated either surgically, medically or with radiotherapy during long follow-up thereby giving an indication of their natural history are limited. aim of the present study was to evaluate the natural course of presumed nfpas, the outcome of confirmed nfpas during a long follow-up period. between 1993 and 2013, 84 patients with presumed nfpa were studied retrospectively. patients were enrolled based on the following criteria: imaging suggestive of pituitary adenoma, absence of any biochemical/clinical evidence of hormonal excess, exclusion of prolactinomas and at least one sequential imaging during the follow-up. repeated assessment of the pituitary function, visual fields and imaging was performed at regular intervals. the follow-up duration was evaluated from the first and last imaging dates. in group f (follow-up without surgery, 33 patients), the macroadenomas showed a 15% probability of tumor growth and reduction. similar tumor size alterations were observed also for the microadenomas. in group s (surgery, 51 patients), both residual tumors (>1 and <1 cm) following initial surgical resection remain mainly stable until the last imaging. based on the given lack of approved medical treatment and the possible risks of surgical intervention in presence of significant comorbidities, our study proposes a conservative approach with a careful follow-up in patients with nfpas without visual or neurological abnormalities.',\n", + " \"children with prader-willi syndrome (pws) have a predictable pattern of weight gain, with obesity beginning in early childhood and worsening as they get older and hyperphagia increases. data on the most effective dietary modifications are scant and primarily anecdotal. as part of a longitudinal study investigating the natural history of pws, we evaluated the effect of a well-balanced, energy-restricted diet on body composition and weight in young children with pws. sixty-three children, aged 2-10 years, with genetically proven pws participated in the present study. these children had measurements of body composition by dual-energy x-ray absorptiometry and resting energy expenditure (ree), as well as a 3-day diet history analysis both before and after intervention. energy calculations were based on the individual's ree, with the recommendation that the macronutrients of the diet consist of 30% fat, 45% carbohydrates and 25% protein, with at least 20 g of fibre per day. thirty-three families adhered to our dietary recommendations for both energy intake and macronutrient distribution. those 33 children had lower body fat (19.8% versus 41.9%; p < 0.001) and weight management (body mass index sd score 0.3 versus 2.23; p < 0.001) than those whose parents followed the energy intake recommendations but did not alter the macronutrient composition of the diet. those who followed our recommendations also had a lower respiratory quotient (0.84 versus 0.95; p = 0.002). our recommendation for an energy-restricted diet with a well-balanced macronutrient composition and fibre intake improves both weight and body composition in children with pws compared to a simple energy-restricted diet.\",\n", + " 'in order to understand contemporary natural history of duchenne muscular dystrophy (dmd), we report 6-minute walk distance (6mwd) and its change over time from a large single centre population of corticosteroid treated dmd boys. sixty-five boys on daily corticosteroid treatment were identified with a mean (sd) age of 9.5 (2.3) years at first observation. 6mwd was described for 1year age groupings. in addition, changes in 6mwd at 1, 1.5 and 2years (±12weeks) of follow-up were evaluated. the same evaluations were applied to 6mwd data converted to percent predicted values based on the geiger equation. 6mwd showed an increase from age group 4.5-5.5years to age group 6.5-7.5years, followed by a decline, which became precipitous from 12.5years onwards. from 15.5years, all boys were unable to perform the 6-min test. changes in 6mwd demonstrated a mean (median, sd) decline of -43 (-14, 90) m at 1year (n=25, mean baseline age 9.5years), -64 (-56, 99) m at 1.5years (n=18, mean baseline age 9.6years), -125 (-106, 139) m at 2years (n=14, mean baseline age 10.0years). conversion to percent predicted values showed the same pattern of evolution.this study provides data on the ambulatory capacity and its changes over time in a homogenous cohort of 65 dmd boys on daily corticosteroids. the variability, the age-related aspects and the slope of decline of the 6mwd should be considered in the design and interpretation of therapeutic trials in ambulant dmd patients.',\n", + " \"series of patients systematically investigating the outcome of clinically nonfunctioning pituitary adenomas (nfas) not treated by surgery or radiotherapy during long follow-up periods are limited. most reports involve the follow-up of selected cases of incidentally found lesions, rendering their results unreliable on the assessment of the pros and cons of a 'watch and wait' policy. to investigate the outcome of a series of consecutive patients with presumed nfa (microadenoma or macroadenoma), who were not offered treatment at presentation (for a number of reasons) and were regularly followed up, and to identify possible factors predicting subsequent increase in tumour size. all patients presenting to the department of endocrinology in oxford between 1989 and 2005 with presumed nfa were studied retrospectively. inclusion criteria were: (i) imaging features suggestive of a pituitary adenoma, (ii) no clinical and/or biochemical evidence of hormonal hypersecretion by the tumour, (iii) monitoring being the initial choice of management, and (iv) at least one repeat scan during the follow-up period. subjects presenting with acute apoplexy were excluded. follow-up management included clinical evaluation, assessment of the visual acuity and fields and imaging at regular intervals. the duration of observation was estimated from the dates of first and last scan. forty subjects were included in the study [18 males/22 females, median age 52 years (range 18-89), 16 with microadenoma/24 with macroadenoma]. the mean follow-up period was 42 months (range 8-128). during the observation interval, 12.5% of the microadenomas and 50% of the macroadenomas increased in size. the 48-month probability for enlargement was 19% for the microadenomas and 44% for the macroadenomas. among the subjects with tumour enlargement, 57% showed new or worse visual field defects (all had macroadenomas) and 21% showed chiasmatic involvement on imaging without visual deterioration (all had macroadenomas). new or worse visual field defects were found in 67% of the macroadenomas showing increase in size. no microadenoma enlarged to cause visual deterioration. in microadenomas, sex and age at presentation were not predictors of enlargement. in macroadenomas, sex, age, visual field defects or cavernous sinus invasion at presentation were not predictors of enlargement. the 'watch and wait' policy seems reasonable for microadenomas but is probably not a safe approach for macroadenomas, which appear to have a significant growth potential; in these cases, given the lack of established medical treatment, the decision for surgical intervention should balance the presence of significant comorbidities and the anaesthetic/peri-operative risks at presentation against the probability of tumour enlargement and its consequences, as well as the possible loss of advantages associated with early operation.\",\n", + " 'most lesions in fd and their attendant functional disability occur within the first decade; 90% of lesions are present by 15 years, and the median age when assistive devices are needed is 7 years. these findings have implications for prognosis and determining the timing and type of therapy. fibrous dysplasia of bone (fd) is an uncommon skeletal disorder in which normal bone is replaced by abnormal fibro-osseous tissue. variable amounts of skeletal involvement and disability occur. the age at which lesions are established, the pace at which the disease progresses, if (or when) the disease plateaus, and how these parameters relate to the onset of disability are unknown. to answer these questions, we performed a retrospective analysis of a group of subjects with fd. one hundred nine subjects with a spectrum of fd were studied for up to 32 years. disease progression was assessed in serial (99)tc-mdp bone scans by determining the location and extent of fd lesions using a validated bone scan scoring tool. physical function and the need for ambulatory aids were assessed. ninety percent of the total body disease skeletal burden was established by age 15. disease was established in a region-specific pattern; in the craniofacial region, 90% of the lesions were present by 3.4 yr, in the extremities, 90% were present by 13.7 yr, and in the axial skeleton, 90% were present by 15.5 yr. twenty-five of 103 subjects eventually needed ambulatory aids. the median age at which assistance was needed was 7 yr (range, 1-43 yr). the median bone scan score for subjects needing assistance was 64.3 (range, 18.6-75) compared with 23.1 (range, 0.5-63.5) in the unassisted subjects (p < 0.0001). among subjects needing assistance with ambulation, 92% showed this need by 17 yr. the majority of skeletal lesions and the associated functional disability occur within the first decade of life. the implication is that the window of time for preventative therapies is narrow. likewise, therapeutic interventions must be tailored to where the patient is in the natural history of the disease (i.e., progressive disease [young] versus established disease [older subjects]). these findings have implications for prognosis, the timing and type of therapy, and the development of trials of new therapies and their interpretation.',\n", + " 'although spinal-bulbar muscular atrophy (sbma) is generally believed to be associated with better survival and function compared to other motor neuron diseases, no systematic study of long-term functional status or survival has been reported. we report the results a retrospective review of 39 patients with genetically confirmed diagnosis and compared their survival to normal, population-based, age- and gender-matched controls. we assessed the functional status of 25 of the 33 survivors by completing the revised als functional rating scale (alsfrs-r) by telephone. the subjects with sbma had a 10-year survival of 82% compared to 95% among the age-matched controls (p = 0.053). the mean alsfrs-r score for the survivors was 37 (range 27-43). the alsfrs-r subscores indicated mild deficits in all areas in most, with the greatest limitation being the use of stairs. while all reported bulbar symptoms, none had disabling deficits. none of the subjects required a percutaneous endoscopic gastrostomy tube and one subject used noninvasive positive pressure ventilation. the long-term survival of subjects with spinal-bulbar muscular atrophy is minimally reduced from their age-matched controls. the long-term functional assessments demonstrate mild neurologic impairment in most without devastating bulbar or respiratory dysfunction and good ambulatory function years after diagnosis.',\n", + " 'most clinicians recommend followup with annual ultrasound for patients with multicystic dysplastic kidney. the aim of this study was to determine whether followup ultrasound provides any clinical benefit. we retrospectively reviewed the charts of 73 patients who were diagnosed with multicystic dysplastic kidney between october 1991 and august 2005. data were analyzed with respect to patient characteristics and followup information. we identified 61 patients (43 boys and 18 girls) with adequate followup. a total of 49 patients (80%) were diagnosed prenatally and 12 (20%) postnatally. associated urological anomalies were noted in 16 patients (26%). median followup was 2.6 years (range 6 months to 37.5 years). ultrasound examinations showed complete involution in 25 patients (41%) and partial regression in 18 (30%). the size of the multicystic dysplastic kidney increased in 1 patient (1.6%) and was unchanged in 17 (28%) without any pathological manifestations. median age at complete involution was 2.1 years (range 36 days to 13.7 years). patients with contralateral compensatory hypertrophy had more rapid complete involution. urinary tract infection developed in 6 patients, of whom 1 was ultimately found to have reflux and 1 had ureteropelvic junction obstruction. in our patients with unilateral multicystic dysplastic kidney ultrasound provided little clinically important information. our data and a review of the literature suggest that once the diagnosis is made, no urological followup is needed. the primary care provider should monitor patients with multicystic dysplastic kidney for hypertension, abdominal mass and urinary tract infection.',\n", + " 'little is known about the natural history of epithelioid hemangioendothelioma (ehe) of the liver. this study aimed to assess the natural history of hepatic ehe by evaluating ct findings of patients with pathologically proven hepatic ehe during follow-up without treatment. ct findings of 15 patients (seven men and eight women; median age, 56 years) with pathologically proven hepatic ehe were retrospectively evaluated. the median interval between the baseline and final ct was 36 months (range, 6-144 months). the maximal diameter of the largest hepatic lesion on the baseline ct and the diameter of the same lesion on the final ct were recorded. change in size of the largest lesion between the two studies was classified as enlargement, no change, and reduction. when a patient with the largest lesion showing reduction developed a new hepatic lesion on the final ct, it was referred to as \"unpredictable growth\". ct revealed multiple hepatic lesions in all patients. enlargement, no change, and reduction of the largest lesion were observed in four, five, and six patients, respectively. unpredictable growth was observed in five patients. during the follow-up of untreated patients with hepatic ehe, spontaneous regression and appearance of a new hepatic lesion were occasionally observed in the same patient.',\n", + " \"x-linked agammaglobulinemia (xla) is the prototype of primary humoral immunodeficiencies. long-term follow-up studies regarding disease-related complications and outcome are scarce. our aim was to describe the natural history of xla. a nationwide multicenter study based on the italian primary immunodeficiency network registry was established in 2000 in italy. affected patients were enrolled by documenting centers, and the patients' laboratory, clinical, and imaging data were recorded on an annual base. data on the patients (n = 168) were derived from a cumulative follow-up of 1370 patient-years, with a mean follow-up of 8.35 years per patient. the mean age at diagnosis decreased after establishment of the italian primary immunodeficiency network registry (84 months before vs 23 months after). respiratory, skin, and gastrointestinal manifestations were the most frequent clinical symptoms at diagnosis and during long-term follow-up. regular immunoglobulin replacement treatment reduced the incidence of invasive infections. affected patients developed chronic lung disease over time (47% after 40 years of follow-up) in the presence of chronic sinusitis (84%). malignancies were documented in a minority of cases (3.7%). overall survival for affected patients was significantly reduced when compared with that for the healthy male italian population, and it further deteriorated in the presence of chronic lung disease. this is the first detailed long-term follow-up study for patients with xla, revealing that although immunoglobulin replacement treatment reduces the incidence of invasive infections, it does not appear to influence the development of chronic lung disease. the overall survival of affected patients is reduced. further studies are warranted to improve patients' clinical management and increase awareness among physicians.\",\n", + " 'given the paucity of data on the natural history of brainstem cavernous malformations (cms), the authors aimed to evaluate the annual hemorrhage rate and hemorrhagic risk of brainstem cms. nine hundred seventy-nine patients diagnosed with brainstem cms were referred to beijing tiantan hospital from 2006 to 2015; 224 patients were excluded according to exclusion criteria, and 47 patients were lost to follow-up. thus, this prospective observational cohort included 708 cases (324 females). all patients were registered, clinical data were recorded, and follow-up was completed. six hundred ninety (97.5%) of the 708 patients had a prior hemorrhage, 514 (72.6%) had hemorrhagic presentation, and developmental venous anomaly (dva) was observed in 241 cases (34.0%). two hundred thirty-seven prospective hemorrhages occurred in 175 patients (24.7%) during 3400.2 total patient-years, yielding a prospective annual hemorrhage rate of 7.0% (95% ci 6.2%-7.9%), which decreased to 4.7% after the 1st year. multivariate cox regression analysis after adjusting for sex and age identified hemorrhagic presentation (hr 1.574, p = 0.022), dva (hr 1.678, p = 0.001), mrs score ≥ 2 on admission (hr 1.379, p = 0.044), lesion size > 1.5 cm (hr 1.458, p = 0.026), crossing the axial midpoint (hr 1.446, p = 0.029), and superficially seated location (hr 1.307, p = 0.025) as independent adverse factors for prospective hemorrhage, but history of prior hemorrhage was not significant. the annual hemorrhage rates were 8.3% and 4.3% in patients with and without hemorrhagic presentation, respectively; the rate was 9.9%, 6.0%, and 1.0% in patients with ≥ 2, only 1, and 0 prior hemorrhages, respectively; and the rate was 9.2% in patients with both hemorrhagic presentation and focal neurological deficit on admission. the study reported an annual hemorrhage rate of 7.0% exclusively for brainstem cms, which significantly increased if patients presented with both hemorrhagic presentation and focal neurological deficit (9.2%), or any other risk factor. patients with a risk factor for hemorrhage needed close follow-up regardless of the number of prior hemorrhages. it should be noted that the referral bias in this study could have overestimated the annual hemorrhage rate. this study improved the understanding of the natural history of brainstem cms, and the results are important for helping patients and physicians choose a suitable treatment option based on the risk factors and stratified annual rates.clinical trial registration no.: chictr-poc-17011575 (http://www.chictr.org.cn/).',\n", + " 'due to improved diagnostic techniques, acoustic neuromas more frequently are detected at an early stage. subsequent treatment depends on such factors as expected tumor growth rate, tumor size, and patient age. the natural history of acoustic neuromas is still uncertain: this study was performed to examine possible correlations among tumor size, patient age, signs and symptoms, and duration of symptoms. the study included 164 patients with an acoustic neuroma who were treated at university hospital nijmegen, the netherlands, over a period of 13 years. comparisons were made between the findings of this study and the reports in the literature. no support was found for any of the correlations mentioned in other studies, and no relationships could be demonstrated between the parameters evaluated in this study. the authors therefore recommend that treatment policies be based only on well-established correlations.',\n", + " 'we describe the natural history of lupus nephritis (ln) in a historical cohort of 190 white patients with the diagnosis of biopsy-proven ln followed in a single reference center.we evaluated 670 patients with systemic lupus erythematosus (sle) consecutively followed in our department from 1970 until 2006. all patients fulfilled the 1997 revised criteria for the classification of sle. white patients (spanish-born) with biopsy-proven ln were selected as the study population.the cohort included 190 patients (170 female patients and 20 male) with a mean age at ln diagnosis of 31 years. renal biopsy revealed type i ln in 8 (4%) patients, type ii in 33 (17%), type iii in 46 (24%), type iv in 72 (38%), type v in 28 (15%), and type vi in 3 (2%) patients. induction remission was achieved in 85% of patients with types i and ii, 78% with type iii, 70% with type iv, and 32% of patients with type v. after a mean follow-up of 2391 patient-years, 62 (33%) patients developed chronic renal failure and 18 (9%) evolved to end-stage renal disease. adjusted multivariate cox regression analysis identified male sex (hazard ratio [hr], 4.33) and elevated creatinine at ln diagnosis (hr, 5.18) as independent variables for renal failure. survival was 92% at 10 years of follow-up, 80% after 20 years, and 72% after 30 years.our results suggest that biopsy-proven ln in white patients has an excellent prognosis. ethnicity should be considered a key factor when evaluating the prognosis and therapeutic response to different agents in patients with ln.',\n", + " 'thrombotic microangiopathy (tma) is a complication that developed in some patients receiving 12 gy total body irradiation (tbi) in addition to lymphodepleting preparative chemotherapy prior to infusion of autologous tumor-infiltrating lymphocytes (til) with high-dose aldesleukin (il-2). this article describes the incidence, presentation, and course of radiation-associated tma. the data for patients with metastatic melanoma who received act with til plus aldesleukin following myeloablative chemotherapy and 12-gy tbi was examined, in order to look at patient characteristics and the natural history of tma. the median time to presentation was approximately 8 months after completing tbi. the estimated cumulative incidence of tma was 31.2% (median follow-up of 24 months). noninvasive criteria for diagnosis included newly elevated creatinine levels, new-onset hypertension, new-onset anemia, microscopic hematuria, thrombocytopenia, low haptoglobin, and elevated lactate dehydrogenase values. once diagnosed, patients were managed with control of their hypertension with multiple agents and supportive red blood cell transfusions. tma typically stabilized or improved and no patient progressed to dialysis. tma was associated with a higher probability of an antitumor response. tma occurs in approximately a third of patients treated with a lymphodepleting preparative chemotherapy regimen with tbi prior to autologous t cell therapy. the disease has a variable natural history, however, no patient developed end-stage renal failure. successful management with supportive care and aggressive hypertension control is vital to the safe application of a systemic therapy that has shown curative potential for patients with disseminated melanoma.',\n", + " 'warm autoimmune hemolytic anemia (waiha) is a rare autoimmune disease with poorly known natural history and management remaining mainly empirical. to better describe the characteristics and outcome of waiha in adults, we performed a single-center cohort study of patients diagnosed with waiiha from 2001 to 2012 in our center. sixty patients (50% women) were included, the mean age at the time of waiha onset was 54⊉±⊉23 years. waiha was considered \"primary\" for 21 patients (35%) and was associated with an underlying disorder in 39 (65%), including mainly lymphoproliferative disorders and systemic lupus. all patients but two needed treatment and received corticosteroids, with an overall initial response rate of 87%. however, 63% of the patients were corticosteroid-dependent and 56% required at least one second-line treatment including mainly rituximab (n⊉=⊉19). at the time of analysis, after a mean follow-up of 46 months, 28 patients (47%) were in remission and off treatment and 5 (8%) had died. the presence of an underlying lymphoproliferative disorder was associated with reduced response to corticosteroids and increased need for second-line therapy. in conclusion, in the last decade and compared to a previous series from our center, the rate of secondary waiha has increased and the use of rituximab has emerged as the preferred second-line treatment and corticosteroid-sparing strategy; the overall mortality has significantly decreased (8 vs. 18%).',\n", + " 'hepatocellular carcinoma (hcc) is common in asia, and the majority are not suitable for curative surgical treatment. we studied the natural history of untreated nonsurgical hcc to examine whether the prognosis has changed with improved supportive treatment and to identify factors affecting survival. one hundred and six ethnic chinese patients with hcc not amenable to curative treatment were managed symptomatically as control-arm patients in three randomized studies conducted between january 1996 and april 2001. seventy-six (71.7%) patients were positive for hepatitis b surface antigen (hbsag). prognostic variables for survival were identified by univariate analysis and were subjected to a multivariate cox analysis to identify the independent predictors of survival. all but four patients were followed until death. common causes of death were tumor progression (63.2%) and liver failure (31.1%). the overall median survival was 3 months, and the 1-yr survival was 7.8% only. the median survival of patients of okuda stages i, ii, and iii were 5.1 months, 2.7 months, and 1.0 month, respectively (p < 0.05 for comparison between any two stages). multivariate analysis revealed four independent prognostic variables, namely, serum bilirubin, blood urea, serum alpha-fetoprotein, and okuda stage. the prognosis of untreated hcc not suitable for curative treatment in asia is grave despite improved supportive treatment. the four prognostic variables identified in this study are important in the decision for palliative treatment, and the okuda staging remains an important prognostic guide.',\n", + " 'to characterize and describe the evolution of ventricular septal defects (vsd) from intra-uterine diagnosis to infancy in a population of fetuses with isolated defects. sixty-eight fetuses with isolated vsd represented the study population. of these, 28 underwent termination of pregnancy, 14 died in utero or after birth and 26 reached 1 year of age. in this population, the following variables were evaluated: presence of extracardiac or chromosomal anomalies, site and size of the defect, pregnancy outcome. these variables were assessed against closure of the vsd up to 1 year of age. necropsies were available for all fetuses following termination of pregnancy. all surviving neonates were followed up directly or by telephone until documented echocardiographic closure of the defect or until 1 year of age. there was a significant correlation between type of vsd and type of aneuploidy (p < 0.001). a total of 26 surviving fetuses reached 1 year of age: 46.1% (n = 12) of all defects closed in utero, 23.1% (n = 6) closed during the first year of life and 30.8% (n = 8) remained patent. only three (15.8%) of the 19 vsds < 3 mm remained patent in comparison with five (71.4%) of the seven defects > 3 mm (p < 0.05). none of the malalignment vsds closed, in comparison to 69% of the peri-membranous and 60% of the muscular defects. ventricular septal defect can undergo spontaneous closure during intra-uterine life and this process depends upon the site and the size of the defect. these data may provide useful additional information to aid prenatal counseling.',\n", + " 'paracoccidioidomycosis (pcm) is the most prevalent systemic mycosis in latin america. this study aimed to evaluate the natural history of paracoccidioides brasiliensis-induced experimental arthritis of the knee joints in wistar rats. rats were randomly allocated to either an absolute control group, or 15-day, 45-day, or 90-day experimental (fungus-inoculated) groups. experimental groups developed classic signs of articular pcm. titers of anti-gp43 were observed to increase during the interval from 15 to 45 days post-inoculation. articular arthritic lesions were induced and progressed during the study period in all experimental groups.',\n", + " 'chordoma is a rare tumor, and its natural history is still not well known. all patients affected by localized chordoma surgically treated at istituto ortopedico rizzoli, bologna, and istituto nazionale tumori, milan, italy, between 1980 and 2008 were reviewed. local recurrence, distant metastasis, and overall survival (os) were analyzed both from time of diagnosis and from time of local recurrence/distant metastasis. a multivariable analysis to identify independent prognostic factors was carried out. a total of 138 consecutive patients were identified (sacrum 78%, lumbar spine 15%, cervical-dorsal spine 7%). of these, 130 underwent surgical resection. median follow-up was 142 months. the 5- and 10-year os, local relapse-free survival (lrfs), and distant relapse-free survival (drfs) were, respectively, 78% and 54%, 52% and 33%, and 86% and 72%. size was an independent prognostic factor for os (p value < .001), lrfs (p value: .038), and drfs (p value: .004), while surgical margins independently predicted lrfs (p value: .003) with a trend for os. the 5- and 10-year os, lrfs, and drfs after the first local relapse were 50% and 26%, 47% and 31%, and 64% and 61%. the size of the recurrence and quality of surgical margins did not influence postrelapse os. the 5-year os after the second local relapse was 19%. 22% of patients developed distant metastases with a 5-year post-metastases os of 33%. tumor size and surgical margins affected outcome only on initial presentation. however, wide surgery was feasible in a minority of cases. most patients died of local-regional disease even when metastases occurred. indeed, long-term prognosis was such that disease-free survival at 10 years was only 26%.',\n", + " 'after primary infection with coxiella burnetii, patients may develop acute q fever, which is a relatively mild disease. a small proportion of patients (1%-5%) develop chronic q fever, which is accompanied by high mortality and can be manifested as infected arterial or aortic aneurysms or infected vascular prostheses. the disease can be complicated by arterial fistulas, which are often fatal if they are left untreated. we aimed to assess the cumulative incidence of arterial fistulas and mortality in patients with proven chronic q fever. in a retrospective, observational study, the cumulative incidence of arterial fistulas (aortoenteric, aortobronchial, aortovenous, or arteriocutaneous) in patients with proven chronic q fever (according to the dutch chronic q fever consensus group criteria) was assessed. proven chronic q fever with a vascular focus of infection was defined as a confirmed mycotic aneurysm or infected prosthesis on imaging studies or positive result of serum polymerase chain reaction for c. burnetii in the presence of an arterial aneurysm or vascular prosthesis. of 253 patients with proven chronic q fever, 169 patients (67%) were diagnosed with a vascular focus of infection (42 of whom had a combined vascular focus and endocarditis). in total, 26 arterial fistulas were diagnosed in 25 patients (15% of patients with a vascular focus): aortoenteric (15), aortobronchial (2), aortocaval (4), and arteriocutaneous (5) fistulas (1 patient presented with both an aortocaval and an arteriocutaneous fistula). chronic q fever-related mortality was 60% for patients with and 21% for patients without arterial fistula (p < .0001). primary fistulas accounted for 42% and secondary fistulas for 58%. of patients who underwent surgical intervention for chronic q fever-related fistula (n = 17), nine died of chronic q fever-related causes (53%). of patients who did not undergo any surgical intervention (n = 8), six died of chronic q fever-related causes (75%). the proportion of patients with proven chronic q fever developing primary or secondary arterial fistulas is high; 15% of patients with a vascular focus of infection develop an arterial fistula. this observation suggests that c. burnetii, the causative agent of q fever, plays a role in the development of fistulas in these patients. chronic q fever-related mortality in patients with arterial fistula is very high, in both patients who undergo surgical intervention and patients who do not.',\n", + " 'the number of incidental meningiomas has increased because of the increased availability of neuroimaging. lack of prospective data on the natural history makes the optimal management unclear. we conducted a 5-year prospective study of incidental meningiomas to identify risk factors for tumor growth. sixty-four of 70 consecutive patients with incidental meningioma were included. clinical and radiological status was obtained at 0, 0.5, 1, 1.5, 2, 3, 4, and 5 years. gammaplan and mixed linear regression modeling were utilized for volumetric analysis with primary endpoint tumor growth. none of the patients developed tumor-related symptoms during the study period, although 48 (75%) tumors increased (>15%), 13 (20.3%) remained unchanged, and 3 (4.7%) decreased (>15%) in volume. mean time to growth was 2.2 years (range, 0.5-5.0 years).the growth pattern was quasi-exponential in 26%, linear in 17%, sigmoidal in 35%, parabolic in 17%, and continuous reduction in 5%. there was significant correlation among growth rate, larger baseline tumor volume (p < .001), and age in years (<55 y: 0.10 cm3/y, 55-75 y: 0.24 cm3/y, and >75 y: 0.85 cm3/y). the majority of meningiomas will eventually grow. however, more than 60% display a self-limiting growth pattern. our study provides level-2 evidence that asymptomatic tumors can be safely managed utilizing serial imaging until persistent radiological and/or symptomatic growth.',\n", + " \"ménétrier's disease (md) is a rare disease characterized by markedly hypertrophied gastric mucosal folds typically associated with hypoalbuminemia and anemia. however, the natural history of md in adults remains unclear and is rarely reported in the literature. the current study presents a case of md with a 9-year follow-up. a 56-year-old man was diagnosed with md in 2005. the patient was followed up and underwent surveillance endoscopy once or twice each year. in the present case, the anemia and hypoproteinemia were eliminated following red blood cell transfusion and intravenous iron therapies. the symptoms were relieved after 4 years. treatment with octreotide had little effect on the gastric mucosa, while antimicrobial combination therapy provided no benefit in the present h. pylori-negative case of md. in addition, despite abnormalities of the gastric mucosa in the patient persisting after 9 years of follow-up with no evidence of malignancy, malignant transformation in md should not be overlooked, and regular monitoring of the gastric mucosa via endoscopy is necessary.\",\n", + " \"cardiac tumors are a rare entity, comprised of tumors with diverse histology and natural history. we report the clinical characteristics, echocardiograhic findings, therapy and outcome of 59 patients with primary and metastatic cardiac tumors. our institutional echocardiogram data base from 1993 through 2005 was reviewed to identify patients diagnosed with intra-cardiac tumor. a total of 59 patients with cardiac tumors were identified and included in the study. the patients' characteristics, presenting symptoms, diagnostic tests, location, histology of the tumor, treatment and the one year survival rate of this population was collected from the medical records. of the 59 cardiac tumor cases, 16 (27%) were primary cardiac tumors and 43 (73%) were secondary cardiac tumors. the most common primary tumor was sarcoma affecting 13 (81%) of the 16 cases. of these, 5 patients were angiosarcoma, 5 unclassified sarcoma, one myxoid sarcoma and 2 malignant fibrous histiocytoma. the mean age at presentation was 41.1 years, and the most common location was right atrium affecting 6 cases (37.5%). the most common symptom of dyspnea was present in 10 (62.5%) cases. eleven (25.6%) of the 43 secondary cardiac tumors were metastasis from renal cell carcinoma. the mean age at presentation was 55.4 years. right atrium was the most frequent location affecting 18 (42%) of the 43 patients. the most common presenting symptom was dyspnea in 15 (35%) cases. for both primary and secondary tumors, dyspnea was the most common symptom and right atrium was most frequently involved. sarcoma was the most common primary cardiac tumor while metastasis from renal cell carcinoma was the most common secondary tumor.\",\n", + " 'although polycystic liver disease (pcld) is one of the extrarenal complications in patients with autosomal dominant polycystic kidney disease (adpkd), longitudinal changes and the association with total liver volume (tlv) have not been clearly elucidated yet. patients with adpkd were chosen who underwent computed tomography or magnetic resonance imaging twice or more during august 2003 through december 2015. tlv, each cyst volume, and the proportion of parenchyma were measured. the natural history of liver cysts and the association between tlv and liver cysts were evaluated. to compare with liver cysts in adpkd patients with pcld, simple liver cysts in patients without adpkd were also evaluated. tlv at baseline and its growth rate in all the patients with adpkd, whose serum creatinine, estimated glomerular filtration rate, and total kidney volume were 1.45 mg/dl (0.76-2.32 mg/dl), 38.5 ml/min per 1.73 m2 (18.7-57.9 ml/min per 1.73 m2), and 1394 ml (773-2861 ml), were 1431 ml (1062-1749 ml) and -0.95%/yr (-3.16 to 4.94%/yr), respectively, in the observation period (median, 1063 days). neither tlv nor its growth rate was significantly different between adpkd patients with pcld and those without pcld. the growth rate of 79 liver cysts was 39.5%/yr (17.5-80.8%/yr) in pcld patients with adpkd. it was significantly larger than that of 60 simple liver cysts in the non-adpkd group, 11.0%/yr (-2.2 to 33.1%/yr). moreover, the proportion of parenchyma reduced, whereas that of total cyst volume increased significantly (p = 0.001). the reduction of parenchyma was accompanied by the growth of liver cysts during time course in pcld patients with adpkd.',\n", + " \"localized acquired hypertrichosis (lah) is a condition characterized by increased hair growth and is frequently seen after cast removal in children and adolescents. the purpose of this study was to examine the natural history of lah and its potential impact on patients' quality of life. patients between the ages of 5 and 16 years, in whom hypertrichosis was detected after the removal of a cast were enrolled in a prospective study. each patient completed the children's dermatology life quality index after cast removal and at follow-up. each patient was followed up until complete resolution of hypertrichosis. statistical analyses were performed to determine any relation between the time to resolution of hypertrichosis and potential contributing variables including age, sex, initial diagnosis, type of cast, type of cast liner, and duration of cast. of the 25 enrolled patients, 3 were lost during follow-up and 1 girl was excluded. the mean children's dermatology life quality index total score was 1.1±1.4, with the majority of patients (68%) scoring 0 or 1. the hypertrichosis was completely resolved within 6 months in 17 of the 21 patients and within 6 to 12 months in the remaining 4. although duration of cast showed a statistically significant correlation to time to resolution (p=0.008), the other variables studied showed no significant relationship. according to this study, lah is typically resolved within 6 months in 80% of patients. it was not found to negatively impact the quality of life in any of the patients. the study determined that the longer the cast was applied, the longer was the time for hypertrichosis to resolve. level ii, prognostic study.\",\n", + " 'dyspepsia still represents an unsolved clinical enigma. the aims of this study were to determine whether symptoms and helicobacter pylori infection are predictors of organic disease in uninvestigated dyspepsia, and if h. pylori eradication improves symptoms in functional dyspepsia. an observational study was performed on outpatients with uninvestigated dyspepsia. symptoms were scored and h. pylori status determined. patients with functional dyspepsia and h. pylori infection were randomly given either a standard eradicating treatment or a 1-month course of empirical treatment. the latter was also given to functional dyspeptic patients without infection. symptoms were re-assessed in functional dyspeptic patients at 2- and 6-month follow-up visits. patients receiving eradicating treatment were re-tested for h. pylori at the 2 month visit. a total of 860 patients were studied and 605 (70.3%) were affected by functional dyspepsia. h. pylori infection was diagnosed in 71.8% of patients with organic dyspepsia and in 65.0% with functional dyspepsia (p=0.053). male sex, anaemia, smoking habit, age over 45 years, and severe epigastric pain, but not h. pylori infection, were independent predictors of organic disease. symptoms significantly improved in most functional dyspeptic patients regardless of their h. pylori status and type of treatment. h. pylori infection is not a strong predictor of organic disease in uninvestigated dyspepsia. h. pylori eradication is not essential to improve symptoms in functional dyspepsia.',\n", + " 'the association between psoriasis and risk of malignancy has not been thoroughly evaluated in a large longitudinal cohort of asian population. to determine the long-term risk of malignancy in korean adult patients with psoriasis. we conducted a nationwide population-based prospective cohort study with a 15-year observational period. during the baseline period (1997-2000), total 1 773 786 korean subjects who received health insurance from the national health insurance system were enrolled and 5788 subjects were defined as a psoriasis group. the number of new-onset malignancy was collected during the observational period (2001-2015). patients with psoriasis had a higher adjusted hazard ratio (ahr) for development of overall malignancy [ahr 1.08, 95% confidence interval (ci) 1.00-1.18] and gastric cancer (ahr 1.31, 95% ci 1.08-1.58) compared to controls. the risks of non-hodgkin lymphoma and non-melanoma skin cancer were significantly increased only in patients with psoriasis who received systemic treatments (ahr 2.86, 95% ci 1.07-7.61 and ahr 3.93, 95% ci 1.47-10.47, respectively). psoriasis is associated with long-term risk for overall malignancy in koreans, which was primarily driven by the increased risk of gastric cancer.',\n", + " 'the lhrh-secreting hypothalamic hamartoma (hh), a congenital malformation consisting of a heterotopic mass of nervous tissue that contains lhrh neurosecretory neurons attached to the tuber cinereum or the floor of the third ventricle, can cause true or central precocious puberty (tpp). we have suggested that it functions as an ectopic lhrh pulse generator independent of the central nervous system inhibitory mechanism that normally restrains the hypothalamic lhrh pulse generator. tpp associated with a hamartoma has all of the hormonal hallmarks of puberty, including a pubertal pattern of pulsatile lh and a pubertal plasma lh response to lhrh administration. little is known about the natural history of hh. we present long term data on 10 children (5 females and 5 males) with tpp due to hh. physical signs of puberty were observed at a mean age of 2.2 +/- 1.6 yr (range, 0.5-5.1). two of 10 had a pedunculated mass, and 8 of 10 had a sessile mass. the hamartoma varied in diameter from 4-25 mm and did not change with time (3.5-8.7 yr). four patients have a seizure disorder, 3 with gelastic seizures (1 with mental retardation) and 1 with tonic-clonic seizures. the shape of the hamartoma, sessile or pedunculated, did not correlate with the occurrence of seizures. at presentation with sexual precocity, the mean height sd for chronological age was +3.5 +/- 0.4, the mean height sd for bone age was -1.9 +/- 0.4, and the mean bone age sd for chronological age was +6.8 +/- 0.7. baseline data were comparable to those of 10 females with idiopathic tpp. nine of 10 hh patients and all idiopathic tpp patients were treated with a lhrh agonist. the response to therapy was excellent in both groups and indistinguishable. nine of 10 hh children attend school regularly and, aside from those with seizures, have no neurological handicap. while surgical resection of the hamartoma has been recommended, it carries an increased risk of morbidity and mortality and, if removal is incomplete, does not arrest the sexual precocity. in our experience, lhrh agonist therapy for tpp due to hh is the preferable approach.',\n", + " 'we delineate the natural history of a right-to-left or bidirectional (rl/bd) patent ductus arteriosus (pda) in preterm infants and compare outcomes of an rl/bd and a left-to-right (lr) ductal shunt. we performed a retrospective chart review of preterm infants (< 32 weeks), who, between 2 and 30 days of age, had an rl/bd pda > 1.5 mm (study group; n = 74) or an lr pda (n = 87) on echocardiogram (echo). in the study group, 27% of infants who were of significantly lower gestational age and birth weight had a \"prolonged\" rl/bd pda on two or more echos. infants with rl/bd pda required significantly greater surfactant (98.6% versus 94.2%) and less pda therapy (27% versus 92%) and had higher mortality (48.6% versus 21.8%) compared with those with lr pda. on regression analysis, lower gestation (odds ratio [or] 1.45; 95% confidence interval [ci]: 1.15 to 1.83) and rl/bd pda (or 4.74; 95% ci: 2.18 to 10.3) were significantly associated with mortality. the independent association between an rl/bd pda shunt and mortality warrants further investigation. insights into the etiology of pulmonary hypertension may optimize outcomes in this population.',\n", + " 'to assess prospectively the maternal and fetal outcome in women with primary antiphospholipid syndrome (aps) and to find out predictors of poor obstetric outcome. a prospective observational study included 162 patients with primary aps who were divided into two groups, group 1 with previous thrombosis (n⊉=⊉74) and group 2 without previous thrombosis (n⊉=⊉88). patients were followed from the start of pregnancy till delivery under standard treatment to detect maternal and fetal outcome. there was a significant difference between the two groups with higher rate of miscarriage (p⊉<⊉0.05), maternal venous thromboembolism (p⊉<⊉0.001), intrauterine fetal demise and neonatal death (p⊉<⊉0.05) in group 1. no significant difference between the two groups regarding the rate of preeclampsia, eclampsia, postpartum hemorrhage, prematurity and admission to neonatal intensive care unit (p⊉>⊉0.05). by univariate and multivariate analyzes in the whole study participants, previous thrombosis, triple positivity of aps antibodies, previous delivery before 34 weeks, the presence of antiϲ2gp1 antibodies and maternal age above 30 years were independent predictors of pregnancy loss. poor obstetric outcome is higher in patients with previous thrombosis. the search for optimal prognostic markers and new therapeutic measures to prevent complications in aps patients is warranted.',\n", + " 'although ataxia is the most distressing manifestation of machado-joseph disease (mjd), little is known about its natural history. therefore, we prospectively followed a cohort of patients with mjd for 13 months to characterize the progression of ataxia and identify its contributory factors. the international cooperative ataxia rating scale (icars) was used to estimate severity of ataxia at baseline and at follow-up. thirty-four patients were enrolled in the study, 22 of whom were men. mean age at onset of the disease was 34.7 years and length of expanded cag repeat was 66. mean icars scores at baseline was 37.6 and at follow-up was 42.7 (p < 0.001). multivariate analysis did not find significant association of progression of disease and age at disease onset, length of expanded (cag), or duration of disease.',\n", + " 'background duchenne muscular dystrophy (dmd) is an x-linked disease that causes progressive muscle weakness. affected boys typically die from respiratory or cardiac failure. golden retriever muscular dystrophy (grmd) is genetically homologous with dmd and causes analogous skeletal and cardiac muscle disease. previous studies have detailed features of grmd cardiomyopathy in mostly young dogs. cardiac disease is not well characterized in adult grmd dogs, and cardiac magnetic resonance (cmr) imaging studies have not been completed. methods and results we evaluated echocardiography and cmr in 24 adult grmd dogs at different ages. left ventricular systolic and diastolic functions, wall thickness, and myocardial strain were assessed with echocardiography. features evaluated with cmr included left ventricular function, chamber size, myocardial mass, and late gadolinium enhancement. our results largely paralleled those of dmd cardiomyopathy. ejection fraction and fractional shortening correlated well with age, with systolic dysfunction occurring at ≈30 to 45 months. circumferential strain was more sensitive than ejection fraction in early disease detection. evidence of left ventricular chamber dilatation provided proof of dilated cardiomyopathy. late gadolinium enhancement imaging showed dmd-like left ventricular lateral wall lesions and earlier involvement of the anterior septum. multiple functional indexes were graded objectively and added, with and without late gadolinium enhancement, to give cardiac and cardiomyopathy scores of disease severity. consistent with dmd, there was parallel skeletal muscle involvement, as tibiotarsal joint flexion torque declined in tandem with cardiac function. conclusions this study established parallels of progressive cardiomyopathy between dystrophic dogs and boys, further validating grmd as a model of dmd cardiac disease.',\n", + " \"the natural history of kaposi's sarcoma (ks) as a primary presentation of aids has been well defined, but little is known about the prognosis of ks following a different aids defining illness (adi). retrospective review of 852 consecutive individuals diagnosed with aids at fairfield hospital between 1984 and 1994. demographic data, year of diagnosis, cd4 cell counts, treatment for ks and pcp prophylaxis were included in the analysis. survival following a diagnosis of ks was evaluated, adjusting for the effects of year of diagnosis, primary or secondary ks and degree of immunodeficiency. the overall cumulative incidence of ks by three years post adi was 34%. median survival for ks as an adi (n = 130) was 20 months versus 9 months for ks subsequent to another adi (n = 75, p < 0.001). those with ks as an adi had a higher cd4 count (median 90 vs. 11, p < 0.001), lower incidence of visceral disease (5 of 130 vs. 11 of 75, p = 0.032) and fewer associated aids related illnesses (1 vs. 2, p < 0.001). poorer survival following diagnosis of ks was associated with a lower cd4 count at diagnosis of ks (p = 0.002), extensive cutaneous or visceral ks at diagnosis (p = 0.009 and p < 0.001 respectively) and with the number of associated aids related illnesses (p < 0.001). a multivariate analysis suggested that, after adjusting for these factors, there was no difference in survival between primary and secondary ks. we found no difference in survival between primary and secondary ks after adjusting for potential confounding factors. we cannot exclude, however, that the greater incidence of visceral disease identified in secondary ks reflects an inherently more aggressive biology.\",\n", + " \"avascular necrosis of the femoral head is usually seen in children aged 1.5 to 10 years, reaching a peak incidence between the ages of 4 and 9. avascular necrosis of the femoral head is a known complication of corticosteroid therapy in acute lymphoblastic leukemia. there are few reports in the literature regarding the natural history of this condition, and there is no consensus on its management. this study examined the natural history of avascular necrosis of the femoral head in children with leukemia. from 1993 to 2006, a total of 865 children with acute lymphoblastic leukemia were admitted to the hematology-oncology ward of a children's hospital. the diagnosis of acute lymphoblastic leukemia was established by bone marrow aspiration. based on clinical and radiographic findings, avascular necrosis of the femoral head was found in 7 patients; these patients underwent follow-up for 4 to 9 years. avascular necrosis of the femoral head was clinically symptomatic in all of the children, and they had advanced radiographic collapse of the femoral head. however, the head of the femur was not at risk in any patient based on clinical and radiographic findings. patients received supportive treatment such as abduction brace and physiotherapy. after 4 to 9 years of follow-up, clinical and radiographic results were satisfactory. provided that the head of the femur is not at risk, avascular necrosis of the femoral head in children with acute lymphoblastic leukemia may be successfully managed with nonoperative care.\",\n", + " 'the gaucher outcome survey (gos) is an international disease-specific registry established in 2010 for patients with a confirmed diagnosis of gaucher disease (gd), regardless of gd type or treatment status. historically, there has been a limited understanding of type 3 gd (gd3) and its natural history in patients irrespective of their treatment status. here, we describe the disease characteristics of patients with gd3 enrolled in gos. as of october 2015, 1002 patients had been enrolled, 26 of whom were reported as gd3. the majority of patients with gd3 were from the us (13; 50.0%), seven (26.9%) were from the uk, three (11.5%) from israel, and three (11.5%) from brazil. no patients were of ashkenazi jewish origin. median age of symptom onset was 1.4 (interquartile range: 0.5-2.0) years. the most common gba1 mutation genotype was l444p/l444p, occurring in 16 (69.6%) of 23 patients who had genotyping information available. nine patients reported a family history of gd (any type). of 21 patients with treatment status information, 20 (95.2%) had received gd-specific treatment at any time, primarily imiglucerase (14 patients) and/or velaglucerase alfa (13 patients). hemoglobin concentrations and platelet counts at gos entry were within normal ranges for most patients, and there were no reports of severe hepatomegaly or of splenomegaly in non-splenectomized patients, most likely indicative of the effects of treatment received prior to gos entry. this analysis provides information on the characteristics of patients with gd3 that could be used as the baseline for longitudinal follow-up of these patients.',\n", + " 'acute liver failure (alf) is classically defined by coagulopathy and hepatic encephalopathy (he); however, acute liver injury (ali), i.e., severe acute hepatocyte necrosis without he, has not been carefully defined nor studied. our aim is to describe the clinical course of specifically defined ali, including the risk and clinical predictors of poor outcomes, namely progression to alf, the need for liver transplantation (lt) and death. 386 subjects prospectively enrolled in the acute liver failure study group registry between 1 september 2008 through 25 october 2013, met criteria for ali: international normalized ratio (inr)≥2.0 and alanine aminotransferase (alt)≥10 × elevated (irrespective of bilirubin level) for acetaminophen (n-acetyl-p-aminophenol, apap) ali, or inr≥2.0, alt≥10x elevated, and bilirubin≥3.0⊉mg/dl for non-apap ali, both groups without any discernible he. subjects who progressed to poor outcomes (alf, death, lt) were compared, by univariate analysis, with those who recovered. a model to predict poor outcome was developed using the random forest (rf) procedure. progression to a poor outcome occurred in 90/386 (23%), primarily in non-apap (71/179, 40%) vs. only 14/194 (7.2%) in apap patients comprising 52% of all cases (13 cases did not have an etiology assigned; 5 of whom had a poor outcome). of 82 variables entered into the rf procedure: etiology, bilirubin, inr, apap level and duration of jaundice were the most predictive of progression to alf, lt, or death. a majority of ali cases are due to apap, 93% of whom will improve rapidly and fully recover, while non-apap patients have a far greater risk of poor outcome and should be targeted for early referral to a liver transplant center.',\n", + " 'transient monocular vision loss (tmvl) is an alarming symptom owing to potentially serious etiologies such as thromboembolism or giant cell arteritis. our objective is to describe the phenomenon of tmvl present on awakening, which may represent a distinct and benign entity. we performed a retrospective observational case series of 29 patients who experienced tmvl on awakening. patients who described monocular dimming or blackout of vision were included, and those with blurred vision, concurrent eye pain, and binocular vision loss were excluded. descriptive statistics were used to summarize the study population. of the 29 patients we studied, 90% (n = 26) were female and 48% had crowded discs (cup-to-disc ratio ≤0.2). the mean age was 45.4 years, although women were significantly younger than men (mean ages 43.4 and 62.7 years, respectively, p = 0.017). brain magnetic resonance imaging and vascular imaging (magnetic resonance angiography, computed tomographic angiography, or carotid doppler) were performed in 69% and 55% of cases, respectively, and were uniformly negative. in 14 patients for whom clear follow-up data could be obtained, no medically or visually significant sequelae of this syndrome were found, and 50% experienced resolution of symptoms. evaluation was uniformly negative when patients described waking with isolated vision loss in 1 eye with subsequent resolution, usually in less than 15 minutes. the natural history seems benign with symptoms frequently remitting spontaneously. this visual phenomenon may represent an autoregulatory failure resulting in a supply/demand mismatch during low-light conditions.',\n", + " 'the clinical significance of nonspecific esophageal motility disorder (nemd) is unclear. our aim was to investigate the natural history of nemd. all manometries performed at meir hospital from 1997 to 2004 and diagnosed as nemd were reviewed. manometric criteria for nemd included either low-amplitude peristalsis, nonprogression of peristalsis, prolonged retrograde or triple-peaked waves, or incomplete relaxation of the lower sphincter. patients determined to have nemd were contacted and asked to complete a questionnaire and undergo a second manometry. nemd had been diagnosed in 137 patients. upon review of manometry results, 65 patients were eligible for the study (36 men and 29 women). the other 72 patients did not have nemd when we reviewed their manometry tracing, applying strict criteria as specified in table 1. the average age was 64 +/- 16 years (range 24-83 years). the average follow-up period was 7 +/- 2 years. all 65 patients were symptomatic at their initial prestudy visit. by the second visit, symptoms had resolved in 33 (51%) patients and improved in 13 (19%). dysphagia, chest pain, and food regurgitation had improved, whereas heartburn and respiratory symptoms had not. of 37 patients with triple-peaked waves, only 11 (30%) had improved clinically. of the 65 study patients, 17 (26%) had a second manometry during the study, which was normal in 2 (12%), unchanged in 11 (69%), and revealed achalasia in 4 (23%), representing 6% of all study patients. nemd is generally a benign disorder that improves clinically in most cases. nevertheless, in about 6% of patients, nemd may evolve into achalasia.',\n", + " 'to report the clinical and neuroimaging, central nervous system (cns) findings of patients with fabry disease (fd) during 24 months of enzyme replacement therapy (ert) with agalsidase-alpha. eight patients were included. six completed 24 months of ert. clinical and magnetic resonance imaging (mri) data were obtained at 0, 12 and 24 months of ert. white matter lesions (wml) were evaluated as well as their relation to age, symptoms and neurological examination (cns score). mri was stable in 3 patients. wml and cns score worsened in one patient, fluctuated in another, and improved in the sixth patient. in the whole series, there were 15 wml at baseline, and 19 at the 24th month. in two years, 4 lesions disappeared, whereas 8 appeared. a widespread pattern of silent wml in fd was seen. in two years, some wml appeared, and some disappeared. if these phenomena were related to the natural history, remains to be demonstrated.',\n", + " 'as younger preterm infants are able to survive, more extremely preterm infants are at risk of developing retinopathy of prematurity (rop). to investigate the incidence, progression and risk factors of rop in extremely preterm infants in korea, the medical records of infants born before 25 weeks gestation were retrospectively reviewed. the criteria for laser treatment agreed with type 1 rop as defined by the early treatment for retinopathy of prematurity study. of the 121 infants included in the analysis, 119 (98.4%) infants developed any stage rop, including 78 infants (64.5%) with type 1 rop. the mean postmenstrual age (pma) at the onset of any rop and type 1 rop were 33.5 and 36.1 weeks, respectively. all but one infant developed type 1 rop after 31 weeks pma. univariate analysis showed that duration of total parenteral nutrition and onset of any rop (pma) were associated with the development of type 1 rop. in conclusion, this study shows high incidence of rop in extremely preterm infants and suggests that, although current screening protocols are feasible for most preterm infants born before 25 weeks gestation, earlier screening before 31 weeks pma may be necessary in infants with an unstable clinical course.',\n", + " 'the purpose of this study was to describe the growth pattern of congenital malignant teratoid medulloepithelioma of the ciliary body by reporting clinical and imaging findings with pathological correlation. an 11-month-old little girl presented with a whitish-pink iris mass in the right eye resulting from a small ciliary body mass consistent with medulloepithelioma at both clinical and computed tomography (ct) findings. at ct, the lesion showed heterogeneous attenuation, without intraocular calcifications. eleven months later, clinical and ultrabiomicroscopy showed a clear enlargement of the mass, which invaded the pupil. at magnetic resonance imaging (mri), the lesion showed t1-weighted hyperintensity and t2-weighted slight hypointensity when compared to the vitreous and a notch in the anterolateral aspect of the ipsilateral lens. after intravenous gadolinium administration, the lesion showed intense homogeneous enhancement, and there was leakage of gadolinium in the anterior chamber, resulting from impairment of blood-aqueous barrier. biopsy revealed a malignant teratoid medulloepithelioma. the eye was then enucleated, and histology confirmed the diagnosis. systemic chemotherapy and radiotherapy were not performed, since there was no extraocular extension. the 57-month clinical and mri follow-up did not show disease relapse. this uncommon case displays the natural history of congenital malignant teratoid medulloepithelioma of the ciliary body. while the tumour might have been successfully treated by local excision at diagnosis, the delay in surgical treatment led to tumour overgrowth with consequent need for enucleation. the most important prognostic feature is extraocular extension, which carries a risk of local recurrence, eventually resulting in intracranial extension and/or lymphatic spread.',\n", + " 'the mechanisms leading to disability and the long-term efficacy and safety of disease modifying drugs (dmds) in multiple sclerosis (ms) are unclear. we aimed at building a prospective cohort of ms patients with standardized collection of demographic, clinical, mri data and body fluids that can be used to develop prognostic indicators and biomarkers of disease evolution and therapeutic response. the swiss ms cohort (smsc) is a prospective observational study performed across seven swiss ms centers including patients with ms, clinically isolated syndrome (cis), radiologically isolated syndrome or neuromyelitis optica. neurological and radiological assessments and biological samples are collected every 6-12 months. we recruited 872 patients (clinically isolated syndrome [cis] 5.5%, relapsing-remitting ms [rrms] 85.8%, primary progressive ms [ppms] 3.5%, secondary progressive ms [spms] 5.2%) between june 2012 and july 2015. we performed 2,286 visits (median follow-up 398 days) and collected 2,274 serum, plasma and blood samples, 152 cerebrospinal fluid samples and 1,276 brain mri scans. 158 relapses occurred and expanded disability status scale (edss) scores increased in ppms, spms and rrms patients experiencing relapses. most rrms patients were treated with fingolimod (33.4%), natalizumab (24.5%) or injectable dmds (13.6%). the smsc will provide relevant information regarding dmds efficacy and safety and will serve as a comprehensive infrastructure available for nested research projects.',\n", + " 'juvenile neuronal ceroid lipofuscinosis (jncl, ncl3, batten disease) is usually caused by a 1.02-kb deletion in the cln3 gene. mutations in the cln1 gene may be associated with a variant form of jncl (vjncl). we report the clinical course and molecular studies in 24 patients with jncl collected from 1975 to 2010 with the aim of assessing the natural history of the disorder and phenotype/genotype correlations. patients were classified into the groups of vjncl with mutations in the cln1 gene and/or granular osmiophilic deposit (grod) inclusion bodies (n = 11) and classic jncl (cjncl) with mutations in the cln3 gene and/or fingerprint (fp) profiles (n = 13). psychomotor impairment included regression of acquired skills, cognitive decline, and clinical manifestations of the disease. we used kaplan-meier analyses to estimate the age of onset of psychomotor impairment. patients with vjncl showed learning delay at an earlier age (median 4 years, 95% confidence interval [ci] 3.1-4.8) than those in the cjncl group (median 8 years, 95% ci 6.2-9.7) (p = 0.001) and regression of acquired skills at a younger age. patients with vjncl showed a more severe and progressive clinical course than those with cjncl. there may be a gypsy ancestry for v181l missense mutation in the cln1 gene. the rate of disease progression may be useful to diagnose vjncl or cjncl, which should be confirmed by molecular studies in cln1/cln3 genes. further studies of genotype/phenotype correlation will be helpful for understanding the pathogenesis of this disease.',\n", + " 'congenital pseudarthrosis of the fibula (cpf) is a rare disorder characterized by a deficiency in the continuity of the fibula and can lead to progressive ankle valgus malalignment. an existing classification system for cpf is imperfect and may contribute to heterogeneity in reporting and discrepancy of outcomes in the literature. fifteen patients with cpf treated at our institution between 1995 and 2017 were retrospectively identified. only patients with dysplasia leading to spontaneous fracture or pseudarthrosis were included in this series. the median age at presentation was 2.5 years (range: 3⊉mo to 13.4⊉y). the median duration of follow-up from the initial presentation was 11.8 years (range: 2.0 to 24⊉y). chart review and serial radiographs were analyzed to assess natural history and outcomes following surgery. the coexistence of tibial dysplasia in cpf is very common. patients were classified into 3 groups based on the degree of tibial involvement-group 1: no evidence of tibial dysplasia, group 2: mild tibial dysplasia, and group 3: significant tibial dysplasia. age at presentation and age at which fibular fracture occurred were progressively younger with a greater degree of tibial involvement (p<0.05). in the absence of surgical intervention, group 1 patients did not undergo progressive ankle valgus (defined as the valgus change in tibiotalar angle by ≥4 degrees), whereas all patients in groups 2 and 3 did (p<0.001). fibular osteosynthesis was performed in 6 patients, with union seen only in group 1 patients. ten patients underwent distal tibiofibular fusion, with no cases of nonunion seen. distal tibiofibular fusion with or without medial distal tibial hemiepiphysiodesis halted the progression of ankle valgus in 8 of the 10 patients. further progression of ankle valgus occurred only in patients who did not undergo concurrent medial distal tibial hemiepiphysiodesis and with considerable wedging of the distal tibial epiphysis at the time of fusion. tibial dysplasia and cpf are intimately related. grouping patients on this basis may help guide natural history and treatment and may explain discrepancies in findings in the literature. fibular osteosynthesis, distal tibiofibular fusion, and medial distal tibial hemiepiphysiodesis may all have an important role in the treatment of cpf. level iv-case series.',\n", + " 'our aim was to assess long-term survival in patients transplanted for hcv-related end-stage liver disease (esld) and evaluate potentially modifiable predictors of survival. we performed a retrospective analysis of adult liver transplants (lt) at our institution for hcv-related esld since the program\\'s inception. pertinent demographic, clinical, and biochemical information was retrieved from electronic medical records and histological data from 990 per-protocol liver biopsies were collected. three hundred eighty lt were performed at our institution during the study period, 206 patients were transplanted for hcv-related esld; 6 died within 30 days of transplantation and were not included. the remaining 200 recipients (ddlt 168 ldlt 32) constituted the evaluable population. the demographics were as follows: 150 males, median age 53 years; median donor age 39 years; hepatocellular carcinoma (hcc) in 26%. overall 1-, 5-, and 7-year survival: 95%, 81%, and 79%; median survival 43 months, mortality 15%. significant hcv recurrence (hai >or=6 and/or fibrosis >or=2) was present in 49%, \"early recurrence\" (within 1 year of lt) in 30.5% and biopsy-proven acute rejection was present in 27%. factors with a significant negative impact on patient survival included: fibrosis stage >or=2 at 12-month biopsy, advanced donor age, history of hcc and early acute rejection. survival was similar regardless of the donor type (ddlt vs. ldlt). early and aggressive hcv recurrence has a very heavy toll on patient survival. prompt recognition and treatment of \"rapid fibrosers\" may impart benefit. as has been described before, avoidance of rejection and selection of young donors for hcv-positive recipients will also improve survival in this population. on the basis of our findings, ldlt is a good option for hcv-positive recipients.',\n", + " \"chronic diarrhea and functional abdominal pain (fap) in childhood could be an early manifestation of adult irritable bowel syndrome (ibs). the aim of this study was to investigate the presence of chronic functional digestive symptoms in childhood, interviewing adult patients diagnosed with ibs, in an attempt to establish a relationship between them. by means of a questionnaire, the history of colic, chronic diarrhea, functional abdominal pain, constipation and migraine in childhood, was analyzed in patients diagnosed with ibs according to the current rome iii criteria, and in control patients without known chronic digestive disorders. fisher's exact test was used for comparison of frequencies. the ibs study group was made up of 40 patients (24 women; average age, 33.03 years), and the control group by 40 adults (22 women; average age, 29.62 years). ibs-diagnosed adults spoke about a significantly higher prevalence of chronic diarrhea (32.5/7.5%; odds ratio [or], 7.01; 95% confidence interval [ci]: 26.84-1.80), and fap (37.5/15%; or, 4.30; 95%ci: 12.67-1.43) in their childhood, than the control group. there were no differences in the presence of other childhood functional symptoms. interestingly, the present patients, when asked about the onset of symptoms that led to the diagnosis of ibs, referred to them mostly beginning in adulthood, not linking their current diagnosis of ibs with their background in childhood. in a proportion of adults with ibs the natural history of their symptoms probably began during their childhood.\",\n", + " 'cutaneous squamous cell carcinoma (cscc) is the leading cause of death in patients with recessive dystrophic epidermolysis bullosa (rdeb). we provide the management and prognosis of cscc in rdeb patients at a spanish reference center. we retrospectively included patients with rdeb attended in la paz university hospital from november 1988 to october 2018. fourteen patients developed at least one cscc. tumors were predominantly well differentiated. nearly half of the tumors have recurred. median time to first recurrence was 23.4 months (95% ci: 17.2-29.5). five patients have developed distant metastases. median overall survival (mos) was 136.5 months since the diagnosis of the first cscc (95% ci: 30.6-242.3). when distant metastases occurred, mos was 6.78 months (95% ci: 1.94-11.61). cscc is a life-threatening complication of rdeb patients. although tumors are usually well differentiated, they tend to relapse. this is the first spanish report of cscc arising in rdeb patients.',\n", + " 'the knowledge about the natural history of stroke in chagas disease is incomplete. vascular risk factors and stroke subtypes of asymptomatic trypanosoma cruzi-infected patients with no clinical evidence of heart failure were assessed. they were compared with chronic chagasic cardiomyopathy patients who suffered a stroke and with a control group of 60 t. cruzi-noninfected stroke patients. eighty-six consecutive chagasic stroke patients (mean age: 57.4 years; 64% females) were studied. 38.4% of chagasic stroke patients had asymptomatic t. cruzi infection. smoking was more frequent in asymptomatic chagasic stroke patients (21.2 vs. 5.7%; p = 0.04). prevalence of hypertension, diabetes and prior stroke was similar in both groups. small-vessel infarction (15.6 vs. 3.8%) and large-vessel atherosclerosis (9.4 vs. 3.8%) were significantly more frequent in asymptomatic than in symptomatic t. cruzi-infected stroke patients (p = 0.001). nevertheless, their frequency was even higher in t. cruzi-noninfected stroke patients (36.7 and 13.3%, respectively). apical aneurysm (27.3%), left atrial dilatation (12.1%), left ventricle hypokinesia (9.4%) and right bundle branch block (36.4%) were also detected in asymptomatic t. cruzi-infected stroke patients. ischemic stroke may be the first manifestation of chagas disease in asymptomatic patients with mild left ventricle dysfunction. other noncardioembolic stroke subtypes can occur in asymptomatic t. cruzi-infected patients.',\n", + " 'mccune-albright syndrome is a rare disorder characterized by endocrine disorders, café-au-lait spots and fibrous dysplasia of bone that occurs early in life. a series of 14 pediatric cases were followed between 1994 and 2013 by the competence center for rare endocrine diseases and constitutional bone diseases at chu de nancy (france). the diagnosis is based on the presence of at least two symptoms. the mean follow-up was 6 years (1-17 years). the sex ratio was six girls per boy. the incidence was 0.28 cases/million population/year. mean age at diagnosis was 6 years. a mutation in the gnas gene was found in 33% of patients tested. gonadal involvement (13/14 cases), including early peripheral puberty and ovarian cysts in girls (82%) occurred on average at 4 years of age. bone involvement (10/14 cases) appeared on average at 5 years of age and was most often multiple (80%) with fracture risk, and the skull, with a neurosensory risk. clinical definition and methods of screening and monitoring can be improved to allow for an earlier intervention. it must be multidisciplinary and take into account the disability and quality of life of the patient.',\n", + " 'soft tissue sarcomas (sts) are rare tumors accounting for less than 1% of human cancers. while the highest incidence of sarcomas is observed in elderly, this population is often excluded or poorly represented in clinical trials. the present study reports on clinicopathological presentation, and outcome of sarcoma patients over 90 recorded in the netsarc.org french national database. netsarc (netsarc.org) is a network of 26 reference sarcoma centers with specialized multidisciplinary tumor board (mdtb), funded by the french national cancer institute to improve the outcome of sarcoma patients. since 2010, presentation to an mdtb, second pathological review, and collection of sarcoma patient characteristics and follow-up are collected in a database information of patients registered from january 1, 2010, to december 31, 2016, in netsarc were collected, analyzed and compared to the younger population. patients with sarcomas aged >90 have almost exclusively sarcomas with complex genomics (92.0% vs. 66.3%), are less frequently metastatic (5.3% vs. 14·7%) at diagnosis, have more often superficial tumors (39.8% vs. 14.7%), as well as limbs and head and neck sites (75.2% vs. 38.7%) (all p⊉<⊉0.001). optimal diagnostic procedures and surgery were less frequently performed in patients over 90 (p⊉<⊉0.001). these patients were less frequently operated in netsarc centers, as compared to those of younger age groups including aged 80-90. however, local relapse-free survival, metastatic relapse-free survival and relapse-free survival were not significantly different from those of younger patients, in the whole cohort, as well as in the subgroup of operated patients. as expected overall survival was worse in patients over 90 (p⊉<⊉0.001). patients over 90 who were not operated had worse overall survival than younger patients (9.9 vs. 27.3 months, p⊉<⊉0.001). patients with sts diagnosed after 90 have distinct clinicopathological features, but comparable relapse-free survival, unless clinical practice guidelines recommendations are not applied. standard management should be proposed to these patients if oncogeriatric status allows.',\n", + " 'sacrococcygeal tumors (sct) are relatively uncommon tumors affecting neonates, infants and children. the aim of this article is to clarify any special characterizations in natural history, clinical presentation and outcome of such tumors treated at south egypt cancer institute, the only research center located in south egypt. a retrospective analysis of children with sct treated at the pediatric oncology department south egypt cancer institute, assiut university between 2004 and 2010. nineteen children were included in the study. age ranged between 10 days and 5 years. all but three had sacral mass at presentation. afp levels ranged between normal age-related levels and 217,200 ng/ml. initial resection was possible in 11, while eight patients with clinical suggestion of advanced malignant disease were inoperable. they received initial chemotherapy followed by delayed surgery. yolk sac tumor (yst) was reported in 52.9% of patients. recurrence was reported in 5 patients (3 mature teratomas and 2 yst). five-year os and rfs rates of patients who had malignant disease were 81.8% and 77.8% respectively. older age and delay in presentation that resulted in predominance of extensive disease and malignant transformation at presentation were the main challenges we faced in managing patients with sct in our locality.',\n", + " 'cardiac conduction defects occur after cardiac surgery. we hypothesized that population aging and increased use of beta-blockers would increase the incidence of new conduction defects after coronary surgery. we examined the medical records of 800 coronary artery bypass grafting (cabg) patients (400 from 1991 and 400 from 2001). exclusion criteria included the following: preexisting conduction defect, permanent pacemaker, and perioperative atrial fibrillation, leaving 303 and 269 patients, respectively, included in the two study years. the incidence, type, and persistence of new conduction defects were determined from the preoperative, postoperative, and the predischarge electrocardiogram. multivariate analysis identified predictors of new defects. study populations were well-matched. there was a marked decrease in the incidence of new postoperative conduction defects from 1991 (19%) to 2001 (6%). there was also a change in the most frequently occurring block, from a right-bundle-branch-block in 1991 (10%) to first-degree atrioventricular block (3%) in 2001. finally, conduction defects in 1991 were more transient. while 19% of 1991 patients showed a conduction defect early postoperatively, only 9% were persistent. in 2001, the incidence of conduction defects at discharge (7%), was equivalent to that early postoperatively (6%). predictors of new conduction defects included year of operation, age, intraaortic balloon counterpulsation, number of vessels bypassed, and crystalloid cardioplegia. our results were the opposite of those predicted. our report identifies a changing incidence, type, and natural history of conduction defects after cabg. our comparison demonstrated a decrease in the incidence of new conduction defects, as well as a qualitative change in the defects identified. multivariate analysis provided predictors of new conduction defects after cabg.',\n", + " 'to describe the course, complications, and prognosis of ullrich congenital muscular dystrophy (ucmd), with special reference to life-changing events, including loss of ambulation, respiratory insufficiency, and death. review of the case notes of 13 patients with ucmd, aged 15 years or older at last visit, followed up at a tertiary neuromuscular centre, london, uk, from 1977 to 2007. data collected were age at onset of symptoms, presenting symptoms, mobility, contractures, scoliosis, skin abnormalities, respiratory function, and feeding difficulties. the mean age at onset of symptoms was 12 months (sd 14 months). eight patients (61.5%) acquired independent ambulation at a mean age of 1.7 years (sd 0.8 years). nine patients (69.2%) became constant wheelchair users at a mean age of 11.1 years (sd 4.8 years). three patients continued to ambulate indoors with assistance. forced vital capacity (fvc) values were abnormal in all patients from age 6 years. the mean fvc (% predicted) declined at a mean rate of 2.6% (sd 4.1%) yearly. nine patients (69.2%) started noninvasive ventilation at a mean age of 14.3 years (sd 5.0 years). two patients died of respiratory insufficiency. in ullrich congenital muscular dystrophy (ucmd), the decline in motor and respiratory functions is more rapid in the first decade of life. the deterioration is invariable, but not always correlated with age or severity at presentation. this information should be of help to better anticipate the difficulties encountered by patients with ucmd and in planning future therapeutic trials in this condition.',\n", + " 'to investigate whether an antenatal surveillance protocol including ultrasound and cardiotocograph monitoring reduces intrauterine death (iud) in cases of gastroschisis. secondary outcomes included neonatal death rate, mode of delivery and rate of intervention before planned time of delivery. this was a retrospective observational study of all women with antenatally diagnosed gastroschisis who were managed according to the surveillance program between 2002 and 2015 in a tertiary fetal medicine and pediatric surgical center covering the wessex region of england. we reviewed and analyzed data from the wessex antenatally detected anomalies (wanda) database as well as prospectively managed maternity, ultrasound and neonatal databases over the given time period. case notes were reviewed when delivery was expedited. the iud rate was 2.2%, a 58% reduction since the introduction of the surveillance protocol. delivery was expedited in 35.4% of cases, and in 86% of these, delivery was by cesarean section. in women being induced as planned at 38 weeks, the vaginal delivery rate was 88%, and for those in spontaneous labor before 38 weeks it was 75%. an antenatal surveillance program appears to reduce the iud in gastroschisis. in one-third of cases, delivery was indicated before the planned date of delivery. when expedited delivery was indicated, the chance of cesarean section was high.',\n", + " 'models of huntington disease (hd) recapitulate some neuropathological features of the disease. however, a global natural history of neuroanatomy in a mouse expressing full-length huntingtin has not been conducted. we investigated neuropathological changes in the yac128 murine model of hd using magnetic resonance imaging (mri). structures affected in human hd are reduced in the yac128 mice both in absolute terms and in terms of percentage of brain volume. structures resistant to degeneration in hd, including the cerebellum and hippocampus, are spared in the yac128 mice. segmentation of major white matter structures confirms specific, progressive, loss of white matter in hd. in parallel with their specific volume loss, the yac128 mice also show progressive increases in total ventricular volume, similarly to human hd patients. cortical atrophy in the yac128 mice is layer specific, which is the observed pattern of cortical loss in human hd patients. finally, we have used a classification tree analysis to maximize separation of genotypes using all 62 structure volumes in an objective manner. this analysis demonstrates that sub-cortical gray matter structures (striatum, globus pallidus, thalamus) and cerebral white matter structures (corpus callosum, anterior commisure, fimbria) are the most discriminatory. the high resolution of the current study enables robust measurement of subtle early pathological changes. the use of mice furthermore enables us to address questions difficult to address in humans, including the sequential changes of hd from baseline and the relation between mri and stereological measures.',\n", + " 'atrial tachycardias (ats) are a significant source of morbidity in adults with congenital heart disease (chd). this study evaluates the incidence and clinical predictors of at in a cohort of patients with chd. we included 3311 adults (median age at entry 22.6 years, 50.6% males) with chd (49% simple, 39% moderate, and 12% complex) prospectively followed up in a tertiary center for 37 607 person-years. predictors of at were identified by multivariable cox regression analysis accounting for left truncation. an external validation was performed in a contemporary cohort of 1432 patients. overall, 153 (4.6%) patients presented at. at burden was highest in complex chd, such as single ventricle (22.8%) and d-transposition of the great arteries (22.1%). hazard rates of at across lifetime, age at presentation, and the time lapse between surgery and the first at episode varied among the most common chd. independent risk factors for developing at were univentricular physiology, previous intracardiac repair, systemic right ventricle, pulmonary hypertension, pulmonary regurgitation, pulmonary atrioventricular valve regurgitation, pulmonary and systemic ventricular dysfunction. at the age of 40 years, at-free survival in patients with 0, 1, 2, and ≥3 risk factors was 100%, 94%, 76%, and 50%, respectively. these findings were confirmed in the validation cohort. natural history of at differed among the most common forms of chd. simple clinical parameters, easily obtained by noninvasive means, were independent predictors of at in adults with chd. although risk was negligible in patients without any of these factors, their addition progressively increased at burden.',\n", + " 'to describe the neurocognitive and adaptive behavior profile of children and adolescents with niemann-pick disease type c1 (npc1), a rare genetic disease that frequently presents in childhood, with variable onset and symptom complex involving neurodegeneration. thirty-eight participants (20 males, 18 females; mean age 8y 10mo, sd 4y 8mo, range 1-18y) with npc1 were evaluated through a natural history protocol. npc1 severity was in the mild to moderate range for most participants. cognitive scores (n=32) ranged from very low to above average; about half of the participants exhibited a clinically significant advantage of verbal iq over non-verbal iq. adaptive behavior scores (n=21) were generally in the borderline to impaired range. longitudinal cognitive data (n=19) suggested a pattern of decreasing scores over time. however, most participants remained at the same general level of functioning throughout the study. this study begins to systematically describe the neurocognitive phenotype of children and adolescents with npc1, identifying heterogeneity and decline, aiding in understanding the natural history of the disease to plan treatment studies.',\n", + " 'autosomal dominant polycystic kidney disease (adpkd) is the most common hereditary kidney disease. hypophosphatemia was demonstrated in adult patients with preserved renal function, together with high fibroblast growth factor 23 (fgf23) and low soluble klotho levels. the latter explained the relative fgf23 hyporesponsiveness in this cohort. evaluating phosphate and bone mineral metabolism in children with adpkd compared with what is known in adult adpkd patients. observational cross-sectional study. multicenter study via ambulatory care in tertiary centers. ninety-two children with adpkd (52 males; mean ± standard deviation age, 10.2 ± 5.0 years) and 22 healthy controls (hcs, 10 males; mean ± standard deviation age, 10.3 ± 4.1 years). the predictor was early adpkd stage. bone mineral metabolism and renal phosphate handling were the main outcome measures. performed measurements were serum phosphate, tubular maximum phosphorus reabsorption per glomerular filtration rate, fgf23, soluble klotho, sclerostin, and bone alkaline phosphatase. adpkd children had significantly lower serum phosphate levels compared with hc. low tubular maximum phosphorus reabsorption per glomerular filtration rate was observed in 24% of patients, although not significantly different from hc. serum fgf23 and soluble klotho levels were comparable between patients and hc. in addition, we showed decreased bone alkaline phosphatase levels in adpkd children, suggesting suppressed bone formation. this report demonstrates hypophosphatemia and suppressed bone formation in a pediatric adpkd cohort, with preserved renal function, compared with hc. although fgf23 levels were not different from controls, they should be considered inappropriate, given the concomitant hypophosphatemia. further studies are required to elucidate underlying pathophysiology and potential clinical consequences.',\n", + " \"sleep disturbances are common in patients with parkinson's disease (pd). we aimed to evaluate prevalence and severity of nighttime sleep disturbances in italian pd patients and to validate the italian version of the parkinson's disease sleep scale. a total of 221 pd patients and 57 healthy controls participated in a cross-sectional study with retest. pdss, epworth sleepiness scale (ess), hamilton depression rating scale, unified parkinson's disease rating scale (updrs), and hoehn and yahr staging were applied. pdss total and individual items scores from patients were significantly lower than those in controls. internal consistency of pdss scale was satisfactory and intraclass correlation coefficient for test-retest reliability was 0.96 for total pdss score. a significant negative correlation was found between total pdss and ess scores, and between total pdss and hdrs scores. pdss scores were also related to updrs sections ii, iii and iv, and h&y stage. pdss and ess scores were not related to levodopa equivalent dose. daytime sleepiness, depressive symptoms and disease severity correlate with sleep disturbances in italian pd patients. the pdss is a valid and reliable tool to evaluate sleep disturbances in italian patients.\",\n", + " 'patients with cholestatic liver function tests and histological features of primary sclerosing cholangitis (psc) but without the typical cholangiographic changes are considered to have small-duct psc. the incidence of small-duct psc and the natural history still is not known. we performed a retrospective search for patients diagnosed with small-duct psc between january 1997 and december 2003. the diagnosis of small-duct psc was based on biochemical features of chronic cholestasis, liver biopsy findings consistent with psc, and a normal cholangiogram on endoscopic retrograde cholangiography. six patients fulfilled the diagnostic criteria for small-duct psc. all patients received medical therapy. after a mean follow-up time of 26.0 +/- 29.8 months (range, 7-84 months), all patients are alive. repeated liver biopsy was performed in one patient, 58 months after the initial one, and disclosed amelioration of histological findings (reduction in the ludwig fibrosis score from 4 to 2). during follow-up symptoms disappeared in all patients who were symptomatic at diagnosis; none of those who were asymptomatic at diagnosis developed symptoms. at the time of last follow-up all patients showed significant improvement of their biochemical variables compared to baseline. administration of aminosalicylates seemed to be of benefit irrespective of the presence of inflammatory bowel disease. no patients underwent liver transplantation or developed cholangiocarcinoma. even though our study included a low number of patients and the follow-up time was relatively short, we can suggest that small-duct psc rarely progresses to large-duct psc and does not seem to be associated with development of cholangiocarcinoma. it thus seems to represent a separate entity with a favorable prognosis.',\n", + " 'the natural history of cervical dystonia (spasmodic torticollis) was investigated in a population-based study in rochester, minnesota. eleven new cases were identified with onset during the 20-year period 1960-1979. the overall incidence rate was 1.2 per 100,000 person-years (95% confidence interval 0.5-1.9) with a female:male ratio of age-adjusted incidence rates of 3.6:1. a unitary etiology was not apparent: injury antedated onset in four of the 11 patients, whereas six had documented thyroid disease and four had diabetes. a family history of movement disorder was recorded for only one subject. only one of the cases would have been classified as moderate in severity; the others were mild. in follow-up through 1993, progressive disability was noted in only two patients, and two others went into remission. three cases of intracranial aneurysm were confirmed, two of which produced fatal subarachnoid hemorrahage. a third death was due to amyotrophic lateral sclerosis.',\n", + " 'hereditary (attrv) and wild-type (attrwt) transthyretin amyloidosis are severe and fatal systemic diseases, characterised by amyloid fibrillar accumulation principally in the heart or peripheral nerves (or both). since 2012, tafamidis has been used in france to treat patients with attrv with neuropathy (alone or combined with cardiomyopathy). recently, the phase iii attr-act trial showed that tafamidis decreased the relative risk of mortality in attr amyloidosis with cardiomyopathy. the aims of this study were to assess the clinical characteristics of attr amyloidosis in a real-life population in comparison to the population included in the attr-act trial and to assess the impact of tafamidis treatment on major cardiovascular outcome (mco)-free survival time without cardiac decompensation, heart transplant, or death. from june 2008 to november 2018, 648 patients with attr amyloidosis (423 attrwt and 225 attrv) consecutively referred to the french referral center for cardiac amyloidosis were included. a total of 467 (72%) patients matched the inclusion criteria of the attr-act trial. for the 631 patients with cardiomyopathy, tafamidis treatment was associated with a longer median mco-free survival time (n = 98): 1565 (1010-2400) days vs. 771 (686-895) days without treatment (log-rank p⊉<⊉0.001). this association was confirmed after considering confounding factors (age at inclusion, n-terminal pro-b-type natriuretic peptide and amyloidosis type) with a propensity score (hazard ratio 0.546; p = 0.0132). in a large cohort of attrwt and attrv patients, representative of the inclusion criteria of the attr-act trial, the present results show an association between tafamidis treatment and a lower occurrence of cardiovascular outcomes in a real-life population.',\n", + " 'to determine the outcome of congenital lung abnormalities, data were collected retrospectively between january 1991 and december 1996 on any foetus found to have a lung lesion on antenatal ultrasound. a total of 23 foetuses had lung lesions on antenatal ultrasound. in two foetuses the antenatal ultrasound showed bilateral enlarged \"bright\" echogenic lungs with evidence of hydrops. both pregnancies were terminated and tracheal atresia was confirmed. in 15 foetuses the antenatal ultrasound appearance was of a unilateral \"bright\" echogenic lung. there was one case of bronchial atresia and two cases of congenital lobar emphysema, which all had surgery. in nine cases there was a reduction in the size of the lesion on serial antenatal ultrasounds and no lesion was detected after birth. in three cases a small lesion was present after birth on chest radiography. in six foetuses the antenatal ultrasound appearance was of unilateral cystic or mixed cystic and echogenic lung lesions. two pregnancies were terminated; both had congenital cystic adenomatoid malformation. four pregnancies were continued and three infants had surgery soon after birth and were confirmed to have had congenital cystic adenomatoid malformation. one infant has been managed conservatively. in conclusion, a definitive diagnosis cannot usually be made antenatally. a large lesion on initial scan does not necessarily predict a poor outcome. the natural history of small asymptomatic postnatal lesions is unknown and a long-term prospective study is needed to determine the outcome of these lesions.',\n", + " 'there is limited data on the natural history of takotsubo (stress-induced) cardiomyopathy in south-east asian patients. we aim to evaluate the clinical characteristics, predisposing factors and outcomes of patients diagnosed with takotsubo cardiomyopathy in our region. from january 2010 to march 2017, 98 patients were diagnosed with takotsubo cardiomyopathy in our institution. data were collected retrospectively on baseline clinical characteristics, presenting symptoms, precipitating factors, clinical investigations and in-hospital clinical outcomes. 82% of the patients were female. an antecedent physical stressor was more common than emotional trigger with 35% of patients having no identifiable stressor. the most common presenting symptoms were chest pain (53.1%), dyspnea (45%) and diaphoresis (18.5%).the apical variant (89%) was the most common form of takotsubo cardiomyopathy followed by the mid-ventricular type (5.1%). the mean left ventricular ejection fraction was 35⊿±⊿11%.in-hospital mortality due to cardiovascular causes was 4.1%. 38% of patients developed in-hospital complications. by multi-variable analysis, lower left ventricular function was an independent predictor of in-hospital complication. south-east asian patients with takotsubo cardiomyopathy are characterised by female predominance, higher incidence of physical triggers and low cardiovascular mortality. lower left ventricular function was an independent predictor of adverse outcomes.',\n", + " 'although plasma leakage is the major cause of mortality and morbidity in patients with dengue hemorrhagic fever (dhf), a detailed assessment of the natural course of this process is still lacking. we employed serial ultrasound examination to delineate the locations and the timing of plasma leakage and to evaluate the usefulness of ultrasound in detecting plasma leakage in dhf. daily ultrasound examinations of the abdomen and right thorax were performed in 158 suspected dengue cases to detect ascites, thickened gall bladder wall and pleural effusions. cases were classified into dengue fever (df), dhf or other febrile illness (ofi) based on serology and evidence of plasma leakage including hemoconcentration and pleural effusion detected by chest radiograph. ultrasonographic evidence of plasma leakage was detected in dhf cases starting from 2 days before defervescence and was detected in some cases within 3 days after fever onset. pleural effusion was the most common ultrasonographic sign of plasma leakage (62% of dhf cases one day after defervescence). thickening of the gallbladder wall and ascites were detected less frequently (43% and 52% of dhf cases respectively) and resolved more rapidly than pleural effusions. the size of pleural effusions, ascites and gall bladder wall thickness in dhf grade i and ii were smaller than those of grade iii patients. ultrasound detected plasma leakage in 12 of 17 dhf cases who did not meet the criteria for significant hemoconcentration. ultrasound examinations detected plasma leakage in multiple body compartments around the time of defervescence. ultrasonographic signs of plasma leakage were detectable before changes in hematocrits. ultrasound is a useful tool for detecting plasma leakage in dengue infection.',\n", + " 'oculomotor abnormalities are common in the spinocerebellar ataxias (scas). in studies of scas 1, 2, 3, and 6, eye movement abnormalities correlate with disease severity. oculomotor abnormalities may be the sole motor manifestation of early and/or premanifest disease; however, not all ataxia rating scales include oculomotor assessment. we sought to identify the prevalence and characteristics of oculomotor abnormalities at first presentation in a large sca cohort, including those in earlier stages of disease. we performed a retrospective assessment of initial clinical examinations of sca patients followed in the massachusetts general hospital ataxia unit and assessed with the brief ataxia rating scale (bars). one hundred thirty-four sca patients were assessed: 17 sca1, 13 sca2, 55 sca3, 2 sca5, 22 sca6, 11 sca7, 9 sca8, and 5 sca17, mainly in the early stages of disease (67.2% stage 0-1). oculomotor abnormalities were present on initial assessment in 94.8%, including 7/9 stage 0 and 77/81 stage 1 patients. stage 0/1 patients had frequent saccadic intrusions, nystagmus, and hypo/hypermetric saccades. saccadic slowing was present even in early stage sca7 and sca2, eventually leading to ophthalmoplegia. the burden of oculomotor abnormalities correlated with disease stage, duration, and severity, remaining highly significant even when controlling for age. the ubiquitous presence of oculomotor abnormalities in the scas, particularly early in the course, underscores the importance of oculomotor assessment in ataxia rating scales such as bars. these findings highlight the potential for quantitative physiological oculomotor measures as clinical biomarkers in natural history studies and clinical trials.',\n", + " 'to determine whether earlier treatment using ablation of the avascular retina in high-risk prethreshold retinopathy of prematurity (rop) results in improved grating visual acuity and retinal structural outcomes compared with conventional treatment. infants with bilateral high-risk prethreshold rop (n = 317) had one eye randomized to early treatment with the fellow eye managed conventionally (control eye). in asymmetric cases (n = 84), the eye with high-risk prethreshold rop was randomized to early treatment or conventional management. high risk was determined using a model based on the multicenter trial of cryotherapy for retinopathy of prematurity natural history cohort. at a corrected age of 9 months, visual acuity was assessed by masked testers using the teller acuity card procedure. at corrected ages of 6 and 9 months, eyes were examined for structural outcome. outcomes for the 2 treatment groups of eyes were compared using chi2 analysis, combining data for bilateral and asymmetric cases. grating acuity results showed a reduction in unfavorable visual acuity outcomes with earlier treatment, from 19.5% to 14.5% (p =.01). unfavorable structural outcomes were reduced from 15.6% to 9.1% (p<.001) at 9 months. further analysis supported retinal ablative therapy for eyes with type 1 rop, defined as zone i, any stage rop with plus disease (a degree of dilation and tortuosity of the posterior retinal blood vessels meeting or exceeding that of a standard photograph); zone i, stage 3 rop without plus disease; or zone ii, stage 2 or 3 rop with plus disease. the analysis supported a wait-and-watch approach to type 2 rop, defined as zone i, stage 1 or 2 rop without plus disease or zone ii, stage 3 rop without plus disease. these eyes should be considered for treatment only if they progress to type 1 or threshold rop. early treatment of high-risk prethreshold rop significantly reduced unfavorable outcomes to a clinically important degree. additional analyses led to modified recommendations for the use of peripheral retinal ablation in eyes with rop. long-term follow-up is being conducted to learn whether the benefits noted in the first year after birth will persist into childhood.',\n", + " 'cognitive testing was repeated at intervals ranging from 1 to 8 years in 47 adult patients with temporal lobe epilepsy (tle). each patient underwent standardized batteries, including the wechsler adult intelligence scale, revised (wais-r), and wechsler memory scale (wms). both surgically treated and nonsurgical patients were examined. the nonsurgical group underwent serial testing for clinical indications, usually for complaints of memory dysfunction. longitudinal testing could not verify any mean deterioration of intellect or memory in this group; variance over time was similar to test-retest norms in healthy controls. wais-r scores before and after resection in the surgical group were similar to our serial wais-r data in nonsurgical patients. when we divided surgical patients according to side of epileptogenesis, we noted the expected differences in verbal and visual memory. right-sided surgery patients improved significantly in full-scale iq (fsiq) and tended to improve in logical memory on postoperative testing. patients undergoing left resections had no retest improvement and tended to show decrease in several measures of verbal memory. our findings should stimulate continued investigation into the natural history of lateralized memory and intellectual function in epilepsy, particularly to clarify long-term cognitive outcome in nonsurgical patients.',\n", + " \"most leiomyomas are located in the uterus. leiomyomas are rarely found outside the uterus and classified as leiomyoma beyond the uterus (lbu). this group consists of disseminated peritoneal leiomyomatosis, benign metastasizing leiomyoma, intravenous leiomyomatosis, parasite leiomyoma located in the broad ligament and retroperitoneal space. the descriptions of the patients who suffer from these types of leiomyomas are presented mainly in case reports. a 34-year-old multiparous woman was operated on multiple recurrent uterine leiomyoma in parametrium. at one time, 32 leiomyomas were removed. thirteen months following it, in next laparotomy, 132 leiomyomas were excised. histologically, both were intravenous leiomyomas (ivls). in follow-up, computed tomography (ct) and magnetic resonance imaging scans were performed to look for next recurrent leiomyoma. accidentally, the mass was found in inferior vena cava which was diagnosed as intravenous vena cava leiomyoma. the mass was removed and the final diagnosis of intravenous myoma was confirmed in histopathology. ct scan performed 3 months after the surgery for leiomyoma in vena cava revealed no pathology. next 10 months' follow-up was uneventful. the recurrent multiple uterine leiomyoma precede lbu. the uterine leiomyoma spreads intravenously route to parametria as parasite leiomyoma, then to vena cava. it has to be taken into account in follow-up.\",\n", + " 'raine syndrome (rs) is a rare autosomal recessive disorder caused by biallelic loss-of-function mutations of fam20c. the most common clinical features are microcephaly, exophthalmos, hypoplastic nose and severe midface hypoplasia, leading to choanal atresia. the radiological findings include generalized osteosclerosis and brain calcifications. rs is usually lethal during the neonatal period due to severe respiratory distress. however, there exists a non-lethal rs form, the phenotype of which is extremely heterogeneous. there is paucity of data about clinical course and life expectancy of these patients. this is the first description of follow-up features of non-lethal rs patients. moreover, we present three unpublished cases. there are five asian and two arab patients. all were born to consanguineous parents. the most common neonatal comorbidity was respiratory distress secondary to choanal atresia. a variable degree of neurodevelopmental delay was seen in the majority of our cases and seizures and hearing or vision involvement were also frequent. neurological and orthopedic issues were the most frequent complications seen at follow-up in our group. persistent hypophosphatemic rickets was the most striking endocrinological manifestation, which was scarcely responsive to therapy with phosphate salts and alfacalcidol. life expectancy of our patients goes beyond childhood, with the oldest of those described being 18⊉years old at present. manifestations of rs in those surviving the neonatal period are being increasingly recognized. our study supports previous findings and provides clinical and biochemical observations and data from longer follow up. finally, we propose multidisciplinary follow up for patients with non-lethal rs.',\n", + " 'no gold standard has been established as a primary endpoint in trials of initial treatment of chronic graft-versus-host disease (gvhd), and evidence showing the association of any proposed primary endpoint with clinical benefit has not been conclusively demonstrated. to address this gap, we analyzed outcomes in a cohort of 328 patients enrolled in a prospective, multicenter, observational study within 3 months after diagnosis of chronic gvhd. complete and partial response, stable disease, and progressive disease were defined according to the 2014 national institutes of health consensus development conference on criteria for clinical trials in chronic graft-versus-host disease. success was defined as complete or partial response with no secondary systemic treatment or recurrent malignancy at 1 year after enrollment. success was observed in fewer than 20% of the patients. the burden of disease manifestations at 1 year was lower for patients in this category than for those with stable or progressive disease. systemic treatment ended earlier, and subsequent mortality was lower among patients with complete or partial response than among those with stable or progressive disease and those who had received secondary systemic treatment. we conclude that survival with a complete or partial response and no previous secondary systemic treatment or recurrent malignancy at 1 year after initial systemic therapy is associated with clinical benefit, a critical characteristic for consideration as a primary endpoint in a pivotal clinical trial. this prospective observational study was registered at www.clinicaltrials.gov as #nct00637689.',\n", + " 'to determine a detailed clinical and haplotypic variability of the slovenian ush2a patients with homozygous c.11864g>a (p.trp3955ter) nonsense mutation and to develop sensitive, accurate and rapid screening test. ten unrelated homozygous patients with detailed ophthalmological exam were included in our study. the high-resolution melting (hrm) method was developed for fast and reliable detection of the c.11864g>a mutation. the c.11864g>a mutation represents the vast majority of pathogenic alleles in slovenian ush2a-usher syndrome population (84%). the median age of onset of nyctalopia was 16 years and all patients younger than 40 years had hyperautofluorescent rings on fundus autofluorescence imaging. the kaplan meier survival analysis showed a decline of central vision after the age of 40, with 50% patients reaching visual acuity (va) ≤ 0.05 at the average age of 66 years visual field diameter less than 20° at the average age of 59 years. there was a relatively large phenotypic variability in the retinal and audiological phenotype. analysis of the p.trp3955ter-homozygous patients revealed four different haplotypes, with the frequency of the most common haplotype ~65%. disease severity did not correlate with the haplotype. according to the natural history of homozygous p.trp3955ter patients any therapy aimed to slow disease progression in these patients would be best started before the age of 40. phenotypic variability suggests the presence of cis and/or trans factors outside the ush2a gene that are able to affect disease severity. high frequency of p.trp3955ter mutation in slovenian ush2a gene pool appears to be initiated from different unrelated founders because of migrations from neighboring populations. the mutation on haplotype 2 seems to be the major founder allele.',\n", + " 'anti-n-methyl-d-aspartate-receptor (nmdar) encephalitis is the most frequent autoimmune encephalitis in pediatric age. this retrospective observational study was aimed at describing the clinical characteristics of the disease in a cohort of children and teenagers. eighteen patients (10 females and 8 males), with a median age of 12.4 years at symptom onset were enrolled. the clinical presentation of the disease was marked by neurological manifestations in 13 patients and by severe psychiatric and behavioral symptoms in 5. the symptoms at onset varied according to the age: all the children presented with prominent neurological symptoms, whereas psychiatric symptoms were prominent in teenagers. regardless the age, movement disorders (mds) were distinctive symptoms during the acute stage of the disease. several mds might coexist in a given patient, and persist during sleep. the complexity, and the oddness of mds often challenged their definition and the differential diagnosis with psychiatric manifestations and epileptic seizures. stereotyped motor phenomena were the most typical mds, and were recorded in all patients. among them, perseveration, reproduction of acquired complex motor activities, and orofacial dyskinesia were the most distinctive features. in children, hyperkinetic mds dominate; in teenagers, by contrast, a constellation of symptoms consistent with catatonia was the most frequent syndrome observed. the management of the several symptoms requires their accurate recognition, definition and assessment, and the knowledge of the potential side effects of antiepileptic and psychotropic drugs which could either mimic or worsen symptoms of encephalitis.',\n", + " 'epidemiologic data indicate that people who consume low glycemic index (gi) diets are at reduced risk for the onset and progression of age-related macular degeneration (amd). the authors sought corroboration of this observation in an animal model. five- and 16-month-old c57bl/6 mice were fed high or low gi diets until they were 17 and 23.5 months of age, respectively. retinal lesions were evaluated by transmission electron microscopy, and advanced glycation end products (ages) were evaluated by immunohistochemistry. retinal lesions including basal laminar deposits, loss of basal infoldings, and vacuoles in the retinal pigment epithelium were more prevalent in the 23.5- than in the 17-month-old mice. within each age group, consumption of a high gi diet increased the risk for lesions and the risk for photoreceptor abnormalities and accumulation of ages. consuming high gi diets accelerates the appearance of age-related retinal lesions that precede amd in mice, perhaps by increasing the deposition of toxic ages in the retina. the data support the hypothesis that consuming lower gi diets, or simulation of their effects with nutraceuticals or drugs, may protect against amd. the high gi-fed c57bl/6 mouse is a new model of age-related retinal lesions that precede amd and mimic the early stages of disease and may be useful for drug discovery.',\n", + " 'survivors of hodgkin lymphoma and other patients who receive neck irradiation are at increased risk of thyroid cancer. ultrasonography provides an inexpensive and non-invasive method of thyroid screening, but the clinical significance of thyroid nodules detected by ultrasound screening is uncertain. we reviewed the demographics, clinical characteristics, method of detection, and outcome of patients who developed thyroid nodules after treatment for pediatric hodgkin lymphoma at our institution. one radiologist reviewed all imaging studies. sixty-seven children treated for hodgkin lymphoma from 1962 to 2001 developed thyroid nodules. the study group represented 9,024 person-years of follow-up after the diagnosis of hodgkin lymphoma and 581 person-years after diagnosis of a thyroid nodule. a median of 10.5 years (range, 0.2-24.8 years) elapsed between the diagnoses of hodgkin lymphoma and thyroid nodule(s). all but one patient had received neck irradiation for hodgkin lymphoma, with a median thyroid radiation dose of 35 gy (range, 12-45 gy). thyroid nodules were found to be malignant in seven patients (10%), at a median of 16.2 years (range, 8.4-23.7 years) after diagnosis of hodgkin lymphoma. only one malignancy was found through screening ultrasonography. all patients with thyroid cancer remained disease-free at 0.4-16.2 years of follow-up. thyroid nodules are common in hodgkin lymphoma survivors treated with neck irradiation, but the majority of these lesions have an indolent clinical course and do not undergo malignant transformation. only patients with a palpable mass or clinical symptoms need more extensive evaluation, including doppler-flow ultrasonography and fine-needle aspiration.',\n", + " 'to document the natural history of stuttering by age 4 years, including (1) cumulative incidence of onset, (2) 12-month recovery status, (3) predictors of stuttering onset and recovery, and (4) potential comorbidities. the study cohort was a prospective community-ascertained cohort (the early language in victoria study) from melbourne, australia, of 4-year-old children (n = 1619; recruited at age 8 months) and their mothers. outcome was stuttering onset by age 4 years and recovery within 12 months of onset, defined using concurrent monthly parent and speech pathologist ratings. potential predictors: child gender, birth weight, birth order, prematurity, and twinning; maternal mental health and education; socioeconomic status; and family history of stuttering. potential comorbidities: preonset and concurrent temperament, language, nonverbal cognition, and health-related quality of life. by age 4 years, the cumulative incidence of stuttering onset was 11.2% (95% confidence interval [ci]: 9.7% to 12.8%). higher maternal education (p = .004), male gender (p = .02), and twinning (p = .005) predicted stuttering onset. at outcome, stuttering children had stronger language (mean [sd]: 105.0 [13.0] vs 99.6 [14.6]; mean difference 5.5, 95% ci: 3.1 to 7.8; p < .001) and nonverbal cognition (mean [sd]: 106.5 [11.4] vs 103.9 [13.7], mean difference 2.6, 95% ci: 0.4 to 4.8; p = .02) and better health-related quality of life but were otherwise similar to their nonstuttering peers. only 9 of 142 children (6.3%; 95% ci: 2.9% to 11.7%) recovered within 12 months of onset. although stuttering onset is common in preschoolers, adverse affects are not the norm in the first year after onset.',\n", + " \"the long-term outcome of optic neuritis (on) is heterogeneous, and it appears to vary among different populations. identification of determinants of natural history of on would be helpful in therapeutic planning and prognostication, while relevant investigations in asian patients were less reported. this study aims to clarify whether comorbidities and treatment in on patients are associated with differential risks of subsequent development of multiple sclerosis (ms) or neuromyelitis optica (nmo) in taiwan. we conducted the nationwide population-based cohort study using data from taiwan's national health insurance research database. incident on cases during 2003~2014 were followed until the end of 2015. pediatric and adult sub-cohorts were examined separately. the associations between immune-related comorbidities or treatment and outcomes were analyzed using cox proportional hazards models. a total of 11,923 adult and 1365 pediatric on patients were enrolled. the rates of subsequent development of ms were 2.7% for adult and 3.1% for pediatric on with median follow-up duration of 6.3 and 7.3 years respectively, while 1.2% of pediatric and adult on evolved to nmo. comorbid systemic lupus erythematosus was associated with increased risks of subsequent development of ms in adult (adjusted hazard ratio [ahr], 2.80; 95% ci, 1.04-7.49) and pediatric on patients (ahr, 21.65; 95% ci, 1.29-363.4). adult on patients were at increased risks of nmo if comorbid with myasthenia gravis (ahr, 9.13; 95% ci, 1.20-69.45) or sjogren's syndrome (ahr, 4.71; 95% ci, 1.74-12.76). on could be the sentinel event linking several peripheral autoimmune comorbidities to distinct forms of central nervous system demyelination.\",\n", + " 'tuba1a and tubb2b tubulinopathies are rare neurodevelopmental disorders characterized by cortical and extracortical malformations and heterogenic phenotypes. there is a need for quantitative clinical endpoints that will be beneficial for future diagnostic and therapeutic trials. quantitative natural history modeling of individuals with tuba1a and tubb2b tubulinopathies from clinical reports and database entries of decipher and clinvar. main outcome measures were age at disease onset, survival, and diagnostic delay. phenotypical, neuroradiological, and histopathological features were descriptively illustrated. mean age at disease onset was 4 (tuba1a) and 6 months (tubb2b), respectively. mortality was equally estimated with 7% at 3.2 (tuba1a) and 8.0 years (tubb2b). diagnostic delay was significantly higher in tubb2b (12.3 years) compared with tuba1a tubulinopathy (4.2 years). we delineated the isotype-dependent clinical, neuroradiological, and histopathological phenotype of affected individuals and present brain malformations associated with epilepsy and an unfavorable course of disease. the natural history of tubulinopathies is defined by the genotype and associated brain malformations. defined data on estimated survival, diagnostic delay, and disease characteristics of tuba1a and tubb2b tubulinopathy will help to raise disease awareness and encourage future clinical trials to optimize genetic testing, family counseling, and supportive care.',\n", + " \"a prospective, community-based, observational study of the outcome of surgical and nonoperative management was conducted. the study included 429 patients with carpal tunnel syndrome recruited in physicians' offices throughout maine. patients were assessed at baseline and at 6, 18, and 30 months following presentation using validated scales that measured symptom severity, functional status, and satisfaction. seventy-seven percent of eligible survivors from the original cohort were monitored for 30 months. surgically treated patients demonstrated improvements of 1.2 to 1.6 points on the 5-point symptom severity and functional status scales (23% to 45% improvement in scores), which persisted over the 30-month follow-up period. the nonoperatively managed patients showed little change in clinical status at 6, 18, and 30 months. while workers' compensation recipients had worse outcomes than nonrecipients, 36 of 68 (53%) workers' compensation recipients were completely or very satisfied with the results of the procedure 30 months after surgery. there were no significant differences in outcome between patients treated with endoscopic versus open carpal tunnel release. among worker's compensation recipients, 12 of 68 (18%) surgical patients and 4 of 32 (13%) nonoperatively treated patients remained out of work because of carpal tunnel syndrome at 30 months. thus, carpal tunnel surgery offered excellent symptom relief and functional improvement in this prospective community-based sample, irrespective of the surgical approach, even in workers' compensation recipients. work absence remained high in both surgically and nonoperatively managed workers' compensation recipients.\",\n", + " 'cavernous angiomas are well-circumscribed cerebrovascular malformations whose natural history is poorly understood. we reviewed 5,000 cranial mri reports of studies performed between 1986 and 1993 and retrospectively evaluated the histories and imaging studies of 29 patients whose lesions were suggestive of cavernous angiomas. patients ranged from 3 to 66 years and 27 were of hispanic origin. the number of malformations per patient ranged from one to 30, and 24 patients had more than one lesion. in our series, the number of lesions per patient increased at a rate of one lesion per decade of age, but the mean size of the lesions was smaller with advancing decade (p < 0.05). all patients had mri evidence of old or recent hemorrhage confined only to the malformation and adjacent brain. in only one patient was it deemed necessary to remove the malformation. two excluded patients with typical lesions on mri had small arteriovenous malformations found at surgery. thus, mri or ct cannot identify cavernous angiomas with certainty. this study supports studies that propose that cavernous angioma-like lesions, as identified by mri or ct, are more common in hispanics. it is possible that patients may not be born with mri-identifiable malformations, but with advancing age the malformations become mri-visible through malformation growth, hemorrhage, or both. the declining size by decade favors hemorrhage rather than growth. cavernous angiomas may be more benign than previously thought.',\n", + " 'spinal and bulbar muscular atrophy (sbma) is a slowly progressive disease with weakness of bulbar and extremity muscles. there is no curative treatment for the disease, but several clinical trials have been conducted over the past years. the results from these trials have uncovered a great need to develop quantitative, reliable outcome measures. in this study, we prospectively investigated disease progression over 18 months in 29 patients with genetically confirmed sbma, using quantitative outcome measures, including dixon magnetic resonance imaging (mri). we used mri to assess changes in muscle fat content and stationary dynamometry to assess changes in muscle strength. disease progression was also investigated with the sbma functional rating scale, bulbar rating scale, 6-minute walk test, and blood samples, among others. mean muscle fat content, muscle strength in knee extensors, handgrip strength, walking distance, and creatinine levels changed significantly. mean muscle fat content increased by 2⊉±⊉1.25%, and knee extension strength decreased from 83⊉±⊉60 to 76⊉±⊉56nm, handgrip strength from 31⊉±⊉13 to 29⊉±⊉13kg, walking distance from 362⊉±⊉216 to 336⊉±⊉219m, and creatinine level from 58⊉±⊉21 to 54⊉±⊉20⊉ϼmol/l. functional rating scores did not change. the present study demonstrates a slow and steady disease progression in sbma. dixon mri detected increases in muscle fat content in all investigated muscles and is therefore a suitable candidate for an outcome measure in natural history or treatment studies in sbma. the 6-minute walk test and handgrip strength also seem to be reliable outcome measures for sbma. ann neurol 2018;84:762-773.',\n", + " 'we evaluated the natural history of median nerve sensory conduction, hand/wrist symptoms, and carpal tunnel syndrome (cts) in an 11-year longitudinal study of 289 workers from four industries. twenty hands which had carpal tunnel release surgery were excluded, leaving 558 hands for the primary study group. overall, the trend was for mean sensory latencies and prevalence of slowing to increase, the prevalence of symptoms to decrease, and the prevalence of cts to remain unchanged. among individual hands, nerve conduction abnormalities tended to persist (82% 11-year persistence), while symptoms fluctuated widely (13% 11-year persistence). there was a strong, direct linear correlation between initial severity of slowing and subsequent development of cts; however, most workers who developed de novo slowing did not develop symptoms or cts. we conclude that changes in conduction status of the median nerve occur naturally with increasing age and do not necessarily lead to symptoms and cts.',\n", + " 'to gather natural history data to better understand the changing course of type 2 gaucher disease (gd2) in order to guide future interventional protocols. a structured interview was conducted with parents of living or deceased patients with gd2. retrospective information obtained included disease presentation, progression, medical and surgical history, medications, family history, management, complications, and cause of death, as well as the impact of disease on families. data from 23 patients were analyzed (20 deceased and 3 living), showing a mean age at death of 19.2 months, ranging from 3 to 55 months. fourteen patients were treated with enzyme replacement therapy, 2 were treated with substrate reduction therapy, and 3 underwent bone marrow transplantation. five patients received ambroxol and one was on n-acetylcysteine, both considered experimental treatments. fifteen patients had gastrostomy tubes placed; 10 underwent tracheostomies. neurologic disease manifestations included choking episodes, myoclonic jerks, autonomic dysfunction, apnea, seizures, and diminished blinking, all of which worsened as disease progressed. current available therapies appear to prolong life but do not alter neurologic manifestations. despite aggressive therapeutic interventions, gd2 remains a progressive disorder with a devastating prognosis that may benefit from new treatment approaches.',\n", + " 'x-linked alport syndrome (xlas) is a hereditary disease characterized by progressive nephritis, hearing loss, and ocular abnormalities. affected male patients usually progress to end-stage renal disease in early or middle adulthood, and disease severity is strongly correlated with genotype. however, the clinical course in female patients has rarely been reported. we conducted a retrospective analysis of females with genetically proven xlas (n = 275) and their affected female family members (n = 61) from 179 japanese families. patients suspected to have alport syndrome from pathologic findings or a family history who were referred from anywhere in japan for genetic diagnosis between 2006-2015 were included in this study. clinical and laboratory data were collected from medical records at the time of registration for genetic analysis. proteinuria was detected in 175 genetically proven patients (72.6%), and the median age for developing proteinuria was 7.0 years. fifty-two of 336 patients developed end-stage renal disease with a median renal survival age of 65.0 years. no obvious genotype-phenotype correlation was observed. additionally, targeted sequencing for podocyte-related genes in patients with severe phenotypes revealed no obvious variants considered to be modifier genes except for 1 patient with a col4a3 gene variant. this study revealed that phenotypes in female xlas patients may be severe, but genotype does not help to predict the disease severity. clinicians must therefore pay careful attention to the clinical course and appropriate treatment in females with xlas.',\n", + " 'multifocal atrial tachycardias confer an adverse prognosis in hospitalized patients. we assessed the prognostic impact of multifocal atrial rhythms (mars-either chaotic atrial rhythm or multifocal atrial tachycardia/bradycardia) in very elderly outpatients. one hundred ten subjects aged 60-74 years, 112 aged 75-89 years, and 61 over 90 years old, were enrolled and prospectively evaluated. several demographic and clinical characteristic were recorded in all individuals. a high prevalence of mars was detected in the study population (namely, 6%), which in subjects >90 years was even higher (15%). individuals with mars were older, more often female and less active. in multivariate analysis, independent predictors of mars were age (or = 1.07, 95% ci: 1.02-1.13, p = 0.01) and female sex (or = 4.77, 95% ci: 1.23-18.48, p = 0.02). the mortality rate during the follow-up period was 8.4% without differences between age groups (p = 0.209). in particular, mortality rate was 6% in individuals with mars and 9% in those without (p = 0.72). mortality was associated with age (or 1.07, 95% ci: 1.02-1.12, p = 0.005) and history of cardiovascular disease at baseline (or 4.57, 95% ci: 1.87-11.2 p = 0.001). contrary to hospitalized individuals with multifocal atrial tachycardias, mars were not associated with increased mortality in elderly outpatients in this study.',\n", + " 'this was a single center, retrospective observational study. to investigate-in a cancer population-the prevalence and hallmarks of intravertebral enhancement (ive) detected on contrast-enhanced ct. intravertebral enhancements secondary to iodinated contrast stagnation have been described. cancer patients have an increased risk of perivertebral venous thrombosis or stenosis secondary to several risk factors (cancer or drug induced hypercoagulability, deterioration of venous flow linked to catheter insertion, prolonged immobilization). in case of a high density lesion identified on ct, the diagnostic choice between metastasis and contrast media within bone marrow vessels may be an issue, especially as oncologic follow-up ct scans are usually performed with contrast medium injection. 2572 contrast-enhanced body ct scans performed in cancer patients over 3 months in the medical imaging department of a university hospital were retrospectively reviewed. ive was sought when paravertebral venous collateral circulation was detected and bone metastasis ruled out and classified as linear or nodular. their locations within vertebra, their relation to the injection side and the predominant collateral venous network side were evaluated. sixty-seven (2.8%) patients had a collateral paravertebral venous system and among them 21 had ive (37%). there were 208 ive locations involving 75 vertebrae. 199 ive were linear-shaped (95.7%) and 9 nodular-shaped (4.3%). 80.8% were located between c6 and t4. 88.9% were localized in the vertebral body. 73.1% were located medially or ipsilateral to the injection side. intravertebral enhancement is found in 37% of the patients with paraspinal collateral venous circulation when a ct scan is performed for cancer. the ipsilateral or medial position of the ive relative to the injection side and the side of the dominant perivertebral venous system, and the possibility of connecting the ive to a paravertebral vein may be in favor of vascular opacification.',\n", + " \"pain is a common problem in people with dementia, however the exact prevalence of pain in dementia subtypes, e.g. alzheimer's disease (ad), vascular dementia (vad), frontotemporal dementia (ftd) and dementia with lewy bodies (dlb), is unknown, as is the relation between pain and the different subtypes of dementia. in this study, the prevalence of pain in people with dementia will be investigated per dementia subtype and the relationship between the various subtypes of dementia and the presence of specific types of pain (i.e. musculoskeletal pain, neuropathic pain and orofacial pain) will be examined. secondly, associations between various types of pain, cognitive functioning, neuropsychiatric symptoms and quality of life in people with dementia will be examined. a third purpose is to study the value of the assessment of autonomic responses in assessing pain in people with dementia. finally, the effect of feedback to the attending physician on the presence of pain, based on examination by investigators with backgrounds in neuropsychology, geriatric dentistry and elderly care medicine, will be evaluated. a cross-sectional, partially longitudinal observational study in 400 participants with dementia, aged 60 years and older. participants will be recruited from an outpatient memory clinic and dementia special care units. all participants will be examined by an elderly care medicine trainee, a dentist with experience in geriatric dentistry, and a neuropsychologist. the primary outcome is presence of pain. secondary outcomes will include oral health, autonomic responses to pain stimulus, vital sensibility and gnostic sensibility, musculoskeletal examination, cognitive functioning, neuropsychiatric symptoms, and quality of life. this study will help to enhance our knowledge regarding the prevalence of different types of pain in different dementia subtypes i.e. ad, vad, ftd and dlb. this study also aims to contribute to a better understanding of oral health status in people with dementia, the use of autonomic responses in the assessment of pain in people with dementia and the relationships between pain and cognitive symptoms, neuropsychiatric symptoms and quality of life in people with various dementia subtypes and in different stages of the disease.\",\n", + " 'von hippel lindau (vhl) disease is a syndrome that is defined by variety of tumours such as cerebellar haemangioblastomas, renal cell carcinomas, phaeochromocytomas, pancreatic adenomas and ear, nose and throat (ent) adenomas. this disease is often genetic and inherited in an autosomal dominant fashion, and can present in childhood, adolescence or adult life. this study describes the presentation, natural history and manifestations of patients attending our institutions with this condition. we aim to highlight the importance of screening in diagnosing the manifestations of vhl. a retrospective review was performed on all patients diagnosed with vhl and coded as such by the national hospital inpatient enquiry scheme at beaumont hospital dublin and cork university hospital. this was performed over a 20 years period between 1989 and 2009. age, sex, mode of presentation, presence or absence of end stage kidney disease and genotype were documented. presence or absence of the characteristic tumours of vhl was also recorded, as were the initial presenting features of these tumours. thirty-six patients were diagnosed with vhl. these patients ranged from 18 to 78 years old. three patients were members of the irish travelling community. the most frequent mode of presentation was altered neurological signs (40%), with a significant proportion presenting with haematuria (23%). patients diagnosed prior to 1995 were more likely to have presented with significant complications of vhl, while those diagnosed after this time were more likely to have been diagnosed via screening. genetic testing was performed on 17 patients; those who did not have genetic testing performed were more likely to have been diagnosed prior to the era of genetic testing. thirty-one patients had received screening for complications of vhl including renal cell carcinomas, central nervous system (cns) haemangioblastomas and phaeochromocytomas. the patients who did not receive any screening presented with neurological symptoms. beaumont hospital dublin and cork university hospital are tertiary referral centres for nephrology, urology and neurosurgery and deals with a significant proportion of patients diagnosed with vhl in ireland. this study highlights the significant burden of this illness and emphasizes the importance of screening for these renal/cns and ent complications. this study also highlights the importance of family screening in diagnosing this condition.',\n", + " 'synovial sarcoma is a high-grade tumor that is associated with poor prognosis. previous studies analyzing prognostic factors are limited because of inclusion of heterogeneous cohorts of patients with nonextremity and recurrent tumors. the objective of this study was to determine independent prognostic factors of primary synovial sarcoma localized to the extremity. between july 1, 1982, and june 30, 1996, 112 patients underwent surgical resection for cure at our institution and then were followed-up prospectively. clinical and pathologic factors examined for prognostic value included age, sex, tumor site and location, depth, size, microscopic status of surgical margins, invasion of bone or neurovascular structures, and monophasic or biphasic histology. the end points analyzed were the time to first local recurrence that was not preceded by a distant recurrence, time to any distant recurrence, and time to disease-related mortality. these end points were modeled using the method of kaplan and meier and analyzed by the log-rank test and cox regression. the median duration of follow-up among survivors in this cohort of 112 patients was 72 months. the 5-year local-recurrence, distant-recurrence, and mortality rates were 12%, 39%, and 25%, respectively. tumor size > or = 5 cm (p =.001; relative risk [rr] = 2. 7; 95% confidence interval [ci], 1.5 to 5.2) and the presence of bone or neurovascular invasion (p =.04; rr = 2.3; 95% ci, 1.0 to 5. 3) were independent adverse predictors of distant recurrence. tumor size > or= 5 cm (p =.003; rr = 2.3; 95% ci, 1.4 to 6.3) and the presence of bone or neurovascular invasion (p =.03; rr = 2.7; 95% ci, 1.0 to 6.5) were also independent adverse predictors of mortality. the natural history of primary synovial sarcoma of the extremity is related to tumor size and invasion of bone and neurovascular structures.',\n", + " 'prader-willi syndrome (pws) is characterized by temper tantrums, impulsivity, mood fluctuations, difficulty with change in routine, skinpicking, stubbornness and aggression. many studies on behavior in pws are limited by sample size, age range, a lack of genetically confirmed diagnosis of pws and inconsistent assessment of behavior. the aim of this study was to explore systematically the relation between behavioral problems and age groups, genetic subtypes and bmi categories in an adult pws population. participants were contacted via the dutch prader-willi parent association and through physicians specialized in persons with id. behaviors were studied using the developmental behavior checklist for adults (dbc-a). the forms were completed by the main caregivers of 98 adults with a genetically confirmed diagnosis of pws. differences between age groups were statistically significant (anova, p=0.03). dbc-a total scores were higher in the consecutive age groups, with the most behavioral problems in the oldest age groups. differences between genetic subtypes were also statistically significant (anova, p<0.01). persons with mupd had higher total scores on the dbc-a than persons with a deletion. those with a type i deletion showed higher total dbc-a scores than persons with a type ii deletion. there were no statistically significant differences in dbc-a total scores between the different bmi categories. individuals with a bmi<25 had higher scores on the self-absorbed subscale compared to persons with a bmi between 25 and 30. unlike previous descriptions of the behavioral phenotype in adults with pws, we did not find a reduction in behavioral problems in older adults. therefore, special attention should be paid to behavioral problems as part of general management of adults with pws. longitudinal studies are warranted to gain more insight into the natural history and course of behavioral problems in adults and older people with pws over the long term and possible risk and preventive factors.',\n", + " 'the autosomal recessive form of polycystic kidney disease (arpkd) is generally considered an infantile disorder with the typical presentation of greatly enlarged echogenic kidneys detected in utero or within the neonatal period, often resulting in neonatal demise. however, there is an increasing realization that survivors often thrive into adulthood with complications of the ductal plate malformation, manifesting as congenital hepatic fibrosis and caroli disease, becoming prominent. previous natural history studies have concentrated almost exclusively on the infantile presenting group. however, developments in understanding the genetic basis of arpkd, through identification of the disease gene, pkhd1, have allowed exploration of the etiology in patients with arpkd-like disease or congenital hepatic fibrosis presenting later in childhood or as adults. in the current study we retrospectively reviewed the clinical records, and where possible performed pkhd1 mutation screening, in patients diagnosed with arpkd or congenital hepatic fibrosis at the mayo clinic, rochester, mn, from 1961 to 2004. of a total of 133 cases reviewed, 65 were considered to meet the diagnostic criteria with an average duration of follow-up of 8.6 +/- 6.4 years. fifty-five cases had arpkd and 10 had isolated congenital hepatic fibrosis with no or minimal renal involvement. the patients were analyzed as 3 groups categorized by the age at diagnosis; <1 years (n = 22), 1-20 years (n = 23), and >20 years (n = 20). the presenting feature in the neonates was typically associated with renal enlargement, but in the older groups, more often involved manifestations of liver disease, including hepatosplenomegaly, hypersplenism, variceal bleeding, and cholangitis. during follow-up, 22 patients had renal insufficiency and 8 developed end-stage renal disease (esrd), most from the neonatal group. liver disease was evident on follow-up in all diagnostic groups but particularly prevalent in those diagnosed later in life. a total of 12 patients died, 6 in the neonatal period, but 86% of patients were alive at 40 years of age. the likelihood of being alive without esrd differed significantly between the diagnostic groups with 36%, 80%, and 88% survival in the 3 diagnostic groups, respectively, 20 years after the diagnosis. considerable evidence of intrafamilial phenotype variability was observed. mutation analysis was performed in 31 families and at least 1 mutation was detected in 25 (81%), with 76% of mutant alleles detected in those cases. consistent with the relatively mild disease manifestations in this population, the majority of changes were missense (79%) and no case had 2 truncating changes. mutations were detected in all diagnostic groups, indicating that congenital hepatic fibrosis with minimal kidney involvement can result from pkhd1 mutation. the finding of 6 cases with no detected mutations may represent missed mutations or possible evidence of genetic heterogeneity. the current study indicates a broadened spectrum for the arpkd phenotype and that later presenting cases with predominant liver disease should be considered part of arpkd.',\n", + " 'immunoglobulin m (igm)-related light chain (al) amyloidosis, which accounts for 6% to 10% of all al amyloidosis cases, is a rare and poorly studied clinical entity. its natural history and management is not clearly defined. prognostic and response criteria for al amyloidosis in general have not been validated in this population. we retrospectively gathered data for 250 patients diagnosed with igm al amyloidosis from three european amyloidosis centers. clinical features, hematologic response, and overall survival (os) were analyzed. the current staging and response criteria in non-igm al amyloidosis was applied to this series to assess its utility in this patient cohort. patients with igm al amyloidosis have a significant igm paraprotein (median, 10 g/l), less frequent lambda light chain isotype, and evaluable difference between involved and uninvolved free light chains (dflcs; > 50 mg/l) in only two thirds of patients. bone marrow showed clear non-hodgkin lymphoma as the underlying disorder in 54% of patients. cardiac involvement (45%) is less common but there is more frequent lymph node (20%) and neuropathic (28%) involvement compared with non-igm al. fifty-seven percent of patients achieved a hematologic response (14% very good partial response/complete response [vgpr/cr]), with median os not reached for patients achieving vgpr/cr, 64 months for pr, and 28 months for nonresponders (p < .001). on multivariate analysis, cardiac involvement, advanced mayo disease stage, neuropathic involvement, and liver involvement were independent factors that had an impact on survival. combining abnormal n-terminal pro-brain natriuretic peptide (nt-probnp) and troponin t with liver involvement and the presence of neuropathy gives a better risk model: median os of patients with none, one, or two or more abnormal factors was 90, 33, and 16 months, respectively. igm al amyloidosis is a distinct clinical entity. low-risk disease can be defined by combining cardiac involvement with novel prognostic markers. deeper hematologic responses translate into improved outcomes, yet deep responses remain dismally poor, which highlights the urgent need for novel therapies.',\n", + " 'to assess macrophage activation syndrome (mas) in septic shock leading to multiorgan dysfunction syndrome (mods). a prospective observational study was conducted at a tertiary care hospital to evaluate the mas criteria in different stages of sepsis. children aged 6 months to 12 years in different stages of septic shock were recruited. the paediatric rheumatology international trials organisation collaborative initiative (printo) criteria of mas were applied initially at the stage of septic shock and subsequently at the stage of mods (mods cohort) or following recovery from septic shock without going through mods (non-mods cohort). a total of 127 subjects were studied, with 53 comprising the mods cohort and the rest 74 the non-mods cohort. at the initial assessment, a comparable proportion of subjects in the mods and non-mods groups satisfied the mas criteria (20.75% and 25.68%, respectively; p=0.529). however, by the time of progression to mods, 81.13% of the subjects satisfied the mas criteria in the mods group, whereas only 16.18% subjects in the non-mods group continued to satisfy the mas criteria (p<0.001). thus, there was a definite increase in the proportion of subjects showing mas by the time they progressed to multiorgan dysfunction (p<0.001). in contrast, the proportion declined significantly (25.68% to 16.18%; p=0.008) in the subjects who had recovered. the findings bear out the hypothesis that mods in sepsis is a reflection of mas secondary to sepsis. however, studies in larger cohorts are needed to validate these findings and explore the therapeutic implications.',\n", + " 'pulmonary nocardiosis is a rare but severe infection caused by nocardia species. this study aimed at describing the clinical characteristics and prognosis of pulmonary nocardiosis. an observational, retrospective study was undertaken of patients diagnosed with pulmonary nocardiosis over a 13-year period at the kinki-chuo chest medical center, osaka, japan. seven patients with airway nocardial colonization and 59 patients with pulmonary nocardiosis were identified, one of whom had disseminated nocardiosis. patients with pulmonary nocardiosis were predominantly male patients (73%), with a mean age of 66 (range, 15-88) years. new-onset cough and dyspnea were the most common manifestations (76%). although 52 (88%) patients had at least one underlying pulmonary disease, most patients did not appear to be systemically immunocompromised. the predominant abnormality on chest computed tomography in pulmonary nocardiosis was airspace consolidation (52%), sometimes associated with cavitation. multivariate cox proportional-hazards analysis revealed the following significant and independent risk factors for overall mortality: age >68 years (hazard ratio [hr], 4.7; 95% confidence interval [ci], 1.6-14; p=0.05), pulmonary aspergillosis (hr, 8.8; 95% ci, 2.4-33; p=0.01), and trimethoprim/sulfamethoxazole (tmp-smz) resistance (hr, 4.3; 95% ci, 1.6-11; p=0.04). clinicians should be aware that pulmonary nocardiosis can occur even in immunocompetent patients, especially those with an underlying pulmonary disease. in pulmonary nocardiosis, older age, pulmonary aspergillosis, and tmp-smz resistance are associated with increased risk of mortality.',\n", + " 'the incidence of pancreatic neuroendocrine tumors (pnets) is increasing, but only a subset of these heterogeneous tumors will progress to malignant disease, which is associated with a poor prognosis. currently, there are limited data on the natural history of these tumors and it is difficult to determine which patients require surgical intervention because the risk of metastatic disease cannot be accurately determined. we conducted a prospective study of 87 patients with von hippel lindau syndrome-associated solid pancreatic lesions to determine the natural history of these tumors with biochemical testing, follow-up anatomic and functional imaging, and advanced imaging analysis, with a median follow-up of 4 years. approximately 20% of consecutive tumor measurements during follow-up were decreased in size and 20% showed no change. this included 2 of 4 surgically proven malignant tumors, which had a net decrease in tumor size over time. tumor volume, as derived from greatest diameter and volumetric measurements, showed good correlation to pathology tumor measurement of surgically resected tumors (spearman rank correlation ό = 0.72, p = 0.0011, and ό = 0.83, p < 0.0001, respectively). tumor density measurement had an inverse relationship with tumor size (spearman rank correlation -0.22, p = 0.0047). a tumor density cutoff of 200 was 75% specific for malignant tumors. pancreatic neuroendocrine tumors demonstrate a nonlinear growth pattern, which includes periods of no growth and apparent decrease in size by imaging. these growth patterns are variable and are not associated with tumor grade and malignancy. tumor density, as measured in this cohort, may offer a specific diagnostic tool for malignant disease.',\n", + " 'the natural history of patients with myelodysplastic syndromes (mds) is variable. the revised international prognostic score (ipss-r) is commonly used in practice to predict outcomes in patients with mds at both diagnosis and before hematopoietic stem cell transplantation (hsct). however, the effect of change in the ipss-r before allogeneic hsct with chemotherapy or hypomethylating agents on post-transplantation outcomes is currently unknown. we assessed whether improvement in ipss-r prognostic score pre-hsct would result in improvement in clinical outcomes post-hsct. secondary goals included studying the effect of prognostic factors on post-transplantation survival. all patients with mds who underwent allogeneic hsct at the leukemia/bmt program of british columbia between february 1997 and april 2013 were included. pertinent information was reviewed from the program database. ipss-r was calculated based on data from the time of mds diagnosis and before hsct. outcomes of patients who had improved ipss-r pre-hsct were compared with those with stable or worse ipss-r. overall survival (os) and event-free survival (efs) were estimated using the kaplan-meier method, with p values determined using the log-rank test. hazard ratios were calculated using multivariable cox proportional hazards regression models to study the effects of the prognostic variables on os and efs. a total of 138 consecutive patients were included. ipss-r improved in 62 of these patients (45%), worsened in 23 (17%), remained stable in 41 (30%), and was unknown in 12 (9%). os was not statistically different across the improved, worsened, and stable groups (30% versus 22% versus 40%, respectively; p⊉=⊉.63). the cumulative incidences of relapse and nonrelapse mortality at 5 years were 28.4% (95% confidence interval [ci], 21.1 to 36.1) and 31.6% (95% ci, 23.8 to 39.7), respectively. the rate of relapse was 23% in patients with <5% blasts at the time of hsct, 69% in those with 5% to 20% blasts, and 66% in those with >20% blasts (p⊉=⊉.0004). in the entire cohort os was 34% and efs was 33%. there was no significant difference in outcomes between patients who received myeloablative conditioning and those who received nonmyeloablative conditioning before hsct (os, 34% and 39%, respectively; p⊉=⊉.63 and efs, 34% and 32%, respectively; p⊉=⊉.86). os was not statistically different among patients with improved, worsened, or stable ipss-r. on multivariate analysis, only 3 factors were associated with os: cytogenetic risk group at diagnosis, blast count at transplantation, and the presence or absence of chronic graft-versus-host disease. improving ipss-r before hsct does not translate into better survival outcomes. blast count pretransplantation was highly predictive of post-transplantation outcomes.',\n", + " \"although human herpesvirus 8 (hhv-8) has been suspected to be the etiologic agent of kaposi's sarcoma, little is known about its seroprevalence in the population, its modes of transmission, and its natural history. the san francisco men's health study, begun in 1984, is a study of a population-based sample of men in an area with a high incidence of human immunodeficiency virus (hiv) infection. we studied all 400 men infected at base line with hiv and a sample of 400 uninfected men. base-line serum samples were assayed for antibodies to hhv-8 latency-associated nuclear antigen (anti-lana). in addition to the seroprevalence and risk factors for anti-lana seropositivity, we analyzed the time to the development of kaposi's sarcoma. anti-lana antibodies were found in 223 of 593 men (37.6 percent) who reported any homosexual activity in the previous five years and in none of 195 exclusively heterosexual men. anti-lana seropositivity correlated with a history of sexually transmitted diseases and had a linear association with the number of male sexual-intercourse partners. among the men who were infected with both hiv and hhv-8 at base line, the 10-year probability of kaposi's sarcoma was 49.6 percent. base-line anti-lana seropositivity preceded and was independently associated with subsequent kaposi's sarcoma, even after adjustment for cd4 cell counts and the number of homosexual partners. the prevalence of hhv-8 infection is high among homosexual men, correlates with the number of homosexual partners, and is temporally and independently associated with kaposi's sarcoma. these observations are further evidence that hhv-8 has an etiologic role in kaposi's sarcoma and is sexually transmitted among men.\",\n", + " \"this study investigated the survival and natural history of trisomy 13 in a series of patients, comparing the management and outcome before and after the implementation of taiwan's national health insurance program (nhi). a total of 28 cases of trisomy 13 seen at mackay memorial hospital, taipei, taiwan, from 1985 to 2004 were retrospectively reviewed. survival and management before (12 cases) and after (16 cases) the implementation of national health insurance were compared, and structural defects, imaging findings, and cytogenetic results were analyzed. the cases that were diagnosed prenatally, and finally terminated, were excluded from this study. the diagnosis of trisomy 13 was based on the postnatal chromosome analysis. all patients except one with trisomy 13 translocation died in their first year because of severe malformations of the cardiovascular or central nervous system. the median survival was 9 days. after implementation of national health insurance, survival with trisomy 13 was significantly longer than before (p < 0.05). the three most common structural defects were abnormal auricular helices or low-set ears (89%), cryptorchidism and abnormal scrotum of male (73%) and cleft lip and/or palate (71%). using echocardiography, the most commonly detected heart defects were patent ductus arteriosus (68%), ventricular septal defect (50%) and atrial septal defect (50%), and eight cases (36%) had complex congenital heart defects. the most common brain lesion was lenticulostriate vasculopathy (22%), followed by holoprosencephaly (17%), brain edema (13%) and subependymal cyst (13%). early diagnosis and the survival patterns from the data collected should be used to inform parents and health-care professionals to assist in decision making. although most patients with trisomy 13 die within the first weeks after birth, it is important to recognize that a few may survive the first year. when counseling families, the long-term survival prospects of trisomy 13 patients should be included.\",\n", + " 'prognostic genetic testing is recommended for patients with chronic lymphocytic leukemia (cll) to guide clinical management. specific abnormalities, such as del(17p), del(11q), and unmutated ighv, can predict the depth and durability of the response to cll therapy. in the present analysis of the connect cll registry (clinicaltrials.gov identifier, nct01081015), a prospective observational cohort study of patients treated across 199 centers, the patterns of prognostic testing and outcomes of patients with unfavorable-risk genetics were analyzed. from 2010 to 2014, 1494 treated patients were enrolled in the registry by line of therapy (lot), and stratified by the results of cytogenetic/fluorescence in situ hybridization (fish) testing into 3 risk levels: unfavorable (presence of del[17p] or del[11q]), favorable (absence of del[17p] and del[11q]), and unknown. cytogenetic/fish testing was performed in 861 patients (58%) at enrollment; only 40% of these patients were retested before starting a subsequent lot. of those enrolled at the first lot, unfavorable-risk patients had inferior event-free survival compared with favorable-risk patients (hazard ratio, 1.60; p = .001). event-free survival was inferior with bendamustine-containing regimens (p < .0001). event-free survival did not differ significantly between risk groups for patients treated with ibrutinib or idelalisib in the relapse/refractory setting. the predictors of reduced event-free survival included unfavorable-risk genetics, age ≥ 75 years, race, and treatment choice at enrollment. the present study has shown that prognostic cytogenetic/fish testing is infrequently performed and that patients with unfavorable-risk genetics treated with immunochemotherapy combinations have worse outcomes. this underscores the importance of performing prognostic genetic testing for all cll patients to guide treatment.',\n", + " 'disorders of sex development (dsd) constitutes a small but difficult and equally important area of endocrinology. it is often a social emergency as the decision regarding sex assignment in these cases is extremely disturbing and difficult to both families and healthcare professionals. our study was devised to assess the clinical and chromosomal profile of patients with suspected dsd and classify them according to the new dsd consensus document. this study was a cross-sectional observational study carried out in the department of pediatrics of a tertiary care hospital from august 2012 to august 2014. all patients with suspected dsd in the age group of 0-19 years were included. after detailed history and examination, karyotyping, abdominal sonography, and hormonal analysis were done. additional studies like gonadal biopsy, laparoscopy, and hormone stimulation tests were done in selected cases. about 41 patients were included in the study. the mean age of presentation was 87 months (1 day to 16 years). only seven (13.7%) patients presented in neonatal period. in total, 25 patients had ambiguous genitalia; 46, xx dsd were diagnosed in 24 (58.5%) patients, 46, xy dsd in 10 (24.4%) patients, and sex chromosome dsd in 7 (17.1%). congenital adrenal hyperplasia (cah) was the commonest disease diagnosed in 21 (51.2%) patients. turner syndrome, klinefelter syndrome, androgen insensitivity syndrome, 46, xx ovotesticular disorder, and 46, xy gonadal dysgenesis were diagnosed in 3, 3, 4, 3, and 5 patients, respectively. eleven patients with cah presented in shock and six had history of sib deaths. 46, xx dsd were the commonest etiological group in our study and cah was the commonest individual disease. there is a need for educating general public and practitioners regarding dsd to allow early intervention. moreover, there is a need to introduce routine neonatal screening for cah in our country.',\n", + " 'the aim of this review is to study natural history, presentation, treatment and prognosis of head and neck liposarcomas. we carry a retrospective study about 15 patients diagnosed and treated in our department between 1969 and 2001. therapeutic modalities included surgery, radiotherapy and chemotherapy. tumors were mostly localized at the neck (4 cases) and the scalp (3 cases). cervical lymphadenopathy was found in 1 case. chest x-ray found showed metastases in 2 cases. histological types of liposarcomas were the following: myxoid (5 cases), well differentiated (4 cases), pleomorphic (4 cases), round cell (1 case) and dedifferentiated (1 case). twelve patients underwent surgery. complete excision was performed in 7 cases. in the other 5 cases, exeresis was incomplete and 4 of them received postoperative radiotherapy. three patients were not operated because of vascular involvement (1 case) or metastasis (2 cases), and they all received radiotherapy alone. after initial treatment, complete remission was achieved in 7 cases (46.7%). a recurrence occurred in 8 cases (53.3%). two of these patients were reoperated and another one received chemotherapy. in the other 5 cases, the tumor was uncontrollable and no additional treatment has been proposed. five-year survival rate was 87% for patients who underwent surgery alone, 75% for those who underwent surgery and postoperative radiotherapy, and 0% for those treated by radiotherapy alone. the mainstay of treatment of head and neck liposarcomas is surgical excision and the prognosis is largely determined by the histological grade and the clinical stage.',\n", + " 'early prediction of respiratory muscle involvement and chronic hypoventilation (ch) in amyotrophic lateral sclerosis (als) patients can help to plan mechanical ventilatory aids and palliative care interventions well before respiratory failure occurs. to describe the natural history of the progressive pulmonary dysfunction leading to ch, and to identify potential parameters associated with its development in als, we prospectively followed 38 als patients up to 26 months, starting from their first presentation at our clinic. at study entry, median fvc was 87% (interquartile range: 72-104%) and declined by 10% after 6 months (range: 2-49%), showing a very high inter-patient variability. over the 26-months follow-up, 19 patients (50%) presented ch in the first 12 months, and eight patients (21%) developed ch in the remaining 14 months of the study. the remaining 29% of patients did not show signs of ch during the whole period of observation. in the cox model, the category of disease progression (rapid vs. intermediate and slow), assessed using the appel als rating scale (aars) in the first 3 months after presentation, was the only variable associated with a significantly increased likelihood of ch. we conclude that ch can occur within 1 year from presentation in a great proportion of patients, independently from their initial respiratory status. including the patients in specific categories of early disease progression, as assessed with the aars, could be a sensitive method to identify patients with different risk of developing ch, and may help physicians to more efficiently plan the frequencies of respiratory evaluations, initiate mechanical ventilation and discuss advance directives with the patients and their caregivers.',\n", + " \"previous natural history studies have advanced the understanding of sickle cell disease (scd), but generally have not included sufficient lifespan data or investigation of the role of genetics in clinical outcomes, and have often occurred before the widespread use of disease-modifying therapies, such as hydroxyurea and chronic erythrocyte transfusions. to further advance knowledge of scd, st. jude children's research hospital established the sickle cell clinical research and intervention program (sccrip), to conduct research in a clinically evaluated cohort of individuals with scd across their lifetime. initiated in 2014, the sccrip study prospectively recruits patients diagnosed with scd and includes retrospective and longitudinal collection of clinical, neurocognitive, geospatial, psychosocial, and health outcomes data. biological samples are banked for future genomics and proteomics studies. the organizational structure of sccrip is based upon organ/system-specific working groups and is opened to the research community for partnerships. as of august 2017, 1,044 (92.3% of eligible) patients with scd have enrolled in the study (860 children and 184 adults), with 11,915 person-years of observation. population demographics included mean age at last visit of 11.3 years (range 0.7-30.1), 49.8% females, 57.7% treated with hydroxyurea, 8.5% treated with monthly transfusions, and 62.9% hemoglobin (hb) ss or hbsb0 -thalassemia, 25.7% hbsc, 8.4% hbsb+ -thalassemia, 1.7% hbs/hpfh, and 1.2% other. the sccrip cohort will provide a rich resource for the conduct of high impact multidisciplinary research in scd.\",\n", + " 'chronic hepatitis b virus (hbv) infection has a complicated course. three phases are identified: an immune tolerant phase with high hbv dna and normal alanine aminotransferase (alt) levels associated with minimal liver disease; an immune active phase with high hbv dna and elevated alt levels with active liver inflammation; and an inactive phase with hbv dna levels < 2000 iu/ml and normal alt levels with minimal inflammation and fibrosis on liver biopsy. affected persons can move progressively from one phase to the next and may revert backward. the primary adverse outcomes of chronic hbv infection are hepatocellular carcinoma (hcc) and cirrhosis. published natural history studies were reviewed and ranked by the strength of evidence regarding the study design. factors with the highest evidence of risk for development of hcc or cirrhosis from population-based prospective cohort studies include male sex, family history of hcc, hbv dna level above 2000 iu/ml in persons above age 40, hbv genotypes c and f, and basal core promoter mutation. those with the next highest level of evidence include aflatoxin exposure, and heavy alcohol and tobacco use. improved methods to identify persons at highest risk of developing hcc or cirrhosis are needed to allow intervention earlier with antiviral therapy in appropriate patients. future studies should include prospective follow-up of established population-based cohorts as well as new cohorts recruited from multiple centers stratified by hbv genotypes/subgenotypes and clinical phase to determine the incidence of the various hbv phases, hcc, and cirrhosis. also, nested case-control studies assessing immunological and host genetic factors among persons with active and inactive disease phases, hcc, and cirrhosis could be conducted using these types of cohorts.',\n", + " 'optic pathway glioma (opg) represents the most common central nervous system tumor in children with neurofibromatosis type-1 (nf1). although overall survival is usually good, no clear prognostic factors have been identified so far. we assessed the natural history of opg in a cohort of unselected patients affected by nf1. we retrospectively evaluated 414 consecutive patients affected by nf1 and referred to our nf1 clinic before age 6. average follow-up was 11.9 years: 52 out of 414 patients had opg with a total cumulative incidence of 15.4% at age 15 (kaplan-meier estimate) and a statistically significant difference according to sex. brain and orbit mri was performed in 44.7% of patients: 34.6% for screening purposes and 65.4% because of the presence of neurological, ocular or other symptoms. opg was diagnosed in 12.5% of cases in the first group, whereas in 36.4% in the latter group (p⊉=⊉0.001). clinical management was conservative in most patients, while 8 of them underwent therapy mainly because of visual deterioration. opg was diagnosed earlier in treated patients, but the difference was not statistically significant. conversely, all patients who underwent screening mri had normal visual outcome. in conclusion, opg location does not correlate with need for treatment; female patients were more frequently affected by opg but not more frequently treated. opg diagnosis by screening mri does not affect the natural history of the tumor.',\n", + " 'we sought to further define the role of sarcomere mutations in dilated cardiomyopathy (dcm) and associated clinical phenotypes. mutations in several contractile proteins contribute to dcm, but definitive evidence for the roles of most sarcomere genes remains limited by the lack of robust genetic support. direct sequencing of 6 sarcomere genes was performed on 334 probands with dcm. a novel d230n missense mutation in the gene encoding alpha-tropomyosin (tpm1) was identified. functional assessment was performed by the use of an in vitro reconstituted sarcomere complex to evaluate atpase regulation and ca(2+) affinity as correlates of contractility. tpm1 d230n segregated with dcm in 2 large unrelated families. this mutation altered an evolutionarily conserved residue and was absent in >1,000 control chromosomes. in vitro studies demonstrated major inhibitory effects on sarcomere function with reduced ca(2+) sensitivity, maximum activation, and ca(2+) affinity compared with wild-type tpm1. clinical manifestations ranged from decompensated heart failure or sudden death in those presenting early in life to asymptomatic left ventricular dysfunction in those diagnosed during adulthood. notably, several affected infants had remarkable improvement. genetic segregation in 2 unrelated families and functional analyses conclusively establish a pathogenic role for tpm1 mutations in dcm. in vitro results demonstrate contrasting effects of dcm and hypertrophic cardiomyopathy mutations in tpm1, suggesting that specific functional consequences shape cardiac remodeling. along with previous reports, our data support a distinctive, age-dependent phenotype with sarcomere-associated dcm where presentation early in life is associated with severe, sometimes lethal, disease. these observations have implications for the management of familial dcm.',\n", + " 'segmental arterial mediolysis (sam) is a rare non-atherosclerotic, non-inflammatory vascular disorder varying widely in clinical course. the purpose of this study is to analyze detailing clinical and imaging manifestations over time in patients with sam through a literature review and to suggest an optimal management strategy. a retrospective review of eight consecutive patients diagnosed with sam between january, 2000 and january, 2012 was conducted. all presented with acute-onset abdominal or flank pain. clinical features, imaging studies, and laboratory findings served as grounds for diagnosis, having excluded more common conditions (ie, fibromuscular dysplasia, collagen vascular disorders, or arteritis). ct angiography was done initially and repeated periodically (week 1, month 3, then yearly). treatment was conservative, utilizing endovascular intervention as warranted by ct diagnostics. in a related systematic review, all english literature from 1976 to 2015 was screened via the pubmed database, assessing patient demographics, affected arteries, clinical presentations, and treatment methods. ultimately, 25 arterial lesions identified in eight patients (median age, 62.8 years; range, 40-84 years) were monitored for a median period of 26 months (range, 15-57 months). at baseline, celiac axis (3/8, 37.5%), superior mesenteric (4/8, 50%), and common hepatic (2/8, 25%) arteries were involved, in addition to isolated lesions of right renal, splenic, right colic, middle colic, gastroduodenal, left gastric, right gastroepiploic, proper hepatic, right hepatic, and left hepatic arteries. compared with prior publications, celiac axis and superior mesenteric artery were more commonly affected in cohort. arterial dissections (n = 8), aneurysms (n = 5), stenoses or occlusions (n = 4), and a single pseudoaneurysm were documented. despite careful conservative management, new splanchnic arterial lesions (n = 4) arose during follow-up. considering the few available reports of new arterial lesions in the literature, newly developing pathology is a distinctive feature of our patients, four of whom eventually required endovascular interventions. careful clinical observation via periodic ct angiography is required in patients with sam, checking for newly developing lesions. the natural history of sam should be clarified in a larger patient population.',\n", + " \"primary malignant tumors of the iliopsoas compartment are rare entities that have been infrequently reported. we present our experience of iliopsoas malignancy to better characterize and define the natural history of this condition. primary iliopsoas tumors occurring from january 1990 were identified from the royal marsden hospital's (rmh) sarcoma unit prospective database. nineteen malignant tumors (11 limited to the psoas muscle only, 1 involving only the iliacus muscle and 7 involving both the iliacus and psoas) of the iliopsoas compartment were evaluated and treated at the rmh during this period. leiomyosarcoma (n = 5) and liposarcoma (n = 3) were the most frequent histologic types. there were 3 g1, 5 g2, 10 g3 tumors and grade could not be assessed in 1 patient. there were 17 t2 tumors and size was not available in 2 patients. surgery was done in 14 patients (negative microscopic margins-7, positive microscopic margins-3, and positive gross margins-3 and the margin of excision was not known in 1 patient). five of 14 surgically treated patients had local recurrence and 6 of 19 patients developed metastases. ten patients died of their disease at a median follow-up of 12 months. the estimated 2 and 5 year survival rates were 44 and 23%, respectively. tumors in this location have a poor prognosis due to the lack of early diagnosis, large size at presentation, multiple attachments of the psoas muscle, and being relatively surgically inaccessible.\",\n", + " 'to define the natural history of the c9orf72 amyotrophic lateral sclerosis (c9als) patient population, develop disease biomarkers, and characterize patient pathologies. we prospectively collected clinical and demographic data from 116 symptomatic c9als and 12 non-amyotrophic lateral sclerosis (als) full expansion carriers across 7 institutions in the united states and the netherlands. in addition, we collected blood samples for dna repeat size assessment, csf samples for biomarker identification, and autopsy samples for dipeptide repeat protein (dpr) size determination. finally, we collected retrospective clinical data via chart review from 208 individuals with c9als and 450 individuals with singleton als. the mean age at onset in the symptomatic prospective cohort was 57.9 ± 8.3 years, and median duration of survival after onset was 36.9 months. the monthly change was -1.8 ± 1.7 for als functional rating scale-revised and -1.4% ± 3.24% of predicted for slow vital capacity. in blood dna, we found that g4c2 repeat size correlates positively with age. in csf, we observed that concentrations of poly(gp) negatively correlate with dna expansion size but do not correlate with measures of disease progression. finally, we found that size of poly(gp) dipeptides in the brain can reach large sizes similar to that of their dna repeat derivatives. we present a thorough investigation of c9als natural history, providing the basis for c9als clinical trial design. we found that clinical features of this genetic subset are less variant than in singleton als. in addition, we identified important correlations of c9als patient pathologies with clinical and demographic data.',\n", + " \"to illustrate the natural history of leber's hereditary optic neuropathy (lhon). prospective observational case series. the soave-brazil pedigree of m.11778g>a/nd4 mitochondrial dna lhon mutation. a prospectively acquired database of the soave-brazil pedigree was reviewed. data from 285 individuals were included in the database over a 15-year period. the pedigree was reviewed for unaffected mutation carriers who converted to affected status, 6 patients with lhon were identified. the medical records were reviewed 1 year preconversion to 1 year postconversion for visual acuity (logarithm of the minimum angle of resolution [logmar]), humphrey visual field (hvf) mean deviation (md), and retinal nerve fiber layer (rnfl) thickness, as measured by cirrus (carl zeiss, oberkochen, germany) optic coherence tomography (oct). the rnfl thickness values were normalized for age. visual acuity, hvf, and processed rnfl data from each of the 12 eyes were then sorted into 2-month time periods relative to the date of conversion, within which they were averaged. the main outcome measures were visual acuity, hvf md, and rnfl thickness. decreased visual acuity preceded conversion by up to 2 months and then declined up to 8 months postconversion. decrease in hvf md occurred at least 4 months preceding conversion, after which values decreased until plateau at 6 to 8 months. average rnfl thickness was above normal baseline thickness in all 4 quadrants as measured by oct at the time of conversion. increase in rnfl thickness preceded conversion as early as 4 to 6 months, peaked at conversion, and decreased until individual plateaus. the temporal quadrant was first to be involved, then the inferior and superior quadrants, and the nasal quadrant showed the latest and least changes. subclinical changes preceded the date of conversion and may reflect the complicated nature of identifying the date of conversion in lhon. early increases in rnfl preceding conversion suggest that structural changes precede clinically significant vision loss. asynchronous quadrant involvement supports a previously published mathematical model. the natural history of lhon is not a subacute process, as previously believed, but progresses more slowly, taking up to 8 months to plateau.\",\n", + " 'to delineate the full phenotypic spectrum, discriminative features, piloting longitudinal progression data, and sample size calculations of replication factor complex subunit 1 (rfc1) repeat expansions, recently identified as causing cerebellar ataxia, neuropathy, vestibular areflexia syndrome (canvas). multimodal rfc1 repeat screening (pcr, southern blot, whole-exome/genome sequencing-based approaches) combined with cross-sectional and longitudinal deep phenotyping in (1) cross-european cohort a (70 families) with ≥2 features of canvas or ataxia with chronic cough (acc) and (2) turkish cohort b (105 families) with unselected late-onset ataxia. prevalence of rfc1 disease was 67% in cohort a, 14% in unselected cohort b, 68% in clinical canvas, and 100% in acc. rfc1 disease was also identified in western and eastern asian individuals and even by whole-exome sequencing. visual compensation, sensory symptoms, and cough were strong positive discriminative predictors (>90%) against rfc1-negative patients. the phenotype across 70 rfc1-positive patients was mostly multisystemic (69%), including dysautonomia (62%) and bradykinesia (28%) (overlap with cerebellar-type multiple system atrophy [msa-c]), postural instability (49%), slow vertical saccades (17%), and chorea or dystonia (11%). ataxia progression was ≈1.3 scale for the assessment and rating of ataxia points per year (32 cross-sectional, 17 longitudinal assessments, follow-up ≤9 years [mean 3.1 years]) but also included early falls, variable nonlinear phases of msa-c-like progression (sara points 2.5-5.5 per year), and premature death. treatment trials require 330 (1-year trial) and 132 (2-year trial) patients in total to detect 50% reduced progression. rfc1 disease is frequent and occurs across continents, with canvas and acc as highly diagnostic phenotypes yet as variable, overlapping clusters along a continuous multisystemic disease spectrum, including msa-c-overlap. our natural history data help to inform future rfc1 treatment trials. this study provides class ii evidence that rfc1 repeat expansions are associated with canvas and acc.',\n", + " \"to provide 9-year incidence estimates of age-related macular degeneration (amd) in a population of african descent. population-based cohort study. two thousand seven hundred ninety-three participants (81% of eligible) after 9 years' follow-up. nine-year incidence of amd-related features, based on fundus photographic gradings and/or clinical examinations. the overall incidence rate of early amd was 12.6% (95% confidence interval [ci], 11.0%-14.1%), and that of late amd was 0.7% (95% ci, 0.4%-1.1%). both increased with age (p<0.05). for early amd, incidence ranged from 10.7% at 40 to 49 years of age to 16.8% at > or =70 years. for late amd, incidence increased from 0.1% to 2.3% in the same age groups. late amd was more likely to develop in eyes with pigment changes (risk ratio [rr], 5.8; 95% ci, 2.0-16.8) and retinal pigment epithelial atrophy (rr, 5.4; 95% ci, 1.9-15.8) at baseline. crude rrs indicated significant associations of late amd to elevated systolic blood pressure and diabetes history, but only the diabetes relationship was suggested after adjusting for age, with borderline statistical significance (age-adjusted rr, 2.7; p = 0.054). nine-year data on natural history indicate that early amd is common in this population of african origin, although late amd is infrequent. these long-term observations provide further evidence for the lower amd risk in black populations compared with white populations.\",\n", + " 'the primary immune deficiency treatment consortium (pidtc) consists of 33 centers in north america. we hypothesized that the analysis of uniform data on patients with severe combined immunodeficiency (scid) enrolled in a prospective protocol will identify variables that contribute to optimal outcomes following treatment. we report baseline clinical, immunologic, and genetic features of the first 50 patients enrolled, and the initial therapies administered, reflecting current practice in the diagnosis and treatment of both typical (n⊉=⊉37) and atypical forms (n⊉=⊉13) of scid. from august 2010 to may 2012, patients with suspected scid underwent evaluation and therapy per local center practices. diagnostic information was reviewed by the pidtc eligibility review panel, and hematopoietic cell transplantation (hct) details were obtained from the center for international blood and marrow transplant research. most patients (92 %) had mutations in a known scid gene. half of the patients were diagnosed by newborn screening or family history, were younger than those diagnosed by clinical signs (median 15 vs. 181 days; p⊉=⊉<0.0001), and went to hct at a median of 67 days vs. 214 days of life (p⊉=⊉<0.0001). most patients (92 %) were treated with hct within 1-2 months of diagnosis. three patients were treated with gene therapy and 1 with enzyme replacement. the pidtc plans to enroll over 250 such patients and analyze short and long-term outcomes for factors beneficial or deleterious to survival, clinical outcome, and t- and b-cell reconstitution, and which biomarkers are predictive of these outcomes. ',\n", + " \"hirschsprung-associated enterocolitis is a significant cause of morbidity and mortality in infants with hirschsprung's disease. the fact that the symptoms are so variable and unspecific leads to a slow or incorrect diagnosis. the purpose of this study is to identify clinical factors associated with the diagnosis, as well as to evaluate the subsequent management of children with suspected hirschsprung-associated enterocolitis in a paediatric emergency department. a retrospective descriptive study was conducted on patients with hirschsprung's disease who were seen in a paediatric emergency department between april 2011 and november 2015 due to clinical symptoms compatible with enterocolitis. an analytical multivariate analysis was also performed on the epidemiological and clinical variables associated to enterocolitis. a total of 75 consultation episodes in the paediatric emergency department were studied, of which 52% (39) were finally diagnosed as enterocolitis. overall, diarrhoea was the most frequent reason for consultation (74.7%). lethargy, abdominal distension, and pathological findings on the x-ray showed a significant association with the diagnosis of hirschsprung-associated enterocolitis. hospital admission rate was 77.3%. hirschsprung-associated enterocolitis should be considered in all children with hirschsprung's disease that consult the emergency department, especially those with gastrointestinal symptoms associated with lethargy, abdominal distension and pathological findings on the x-ray. the therapeutic diagnostic process should be initiated as soon as possible, either by clinical observation, if there are any doubts, or by medical treatment if there is a high clinical suspicion.\",\n", + " 'the prognosis of multiple myeloma has considerably improved due to the introduction of novel agents in the upfront setting. however, the great majority of patients ultimately relapse, and choosing a salvage treatment at first relapse remains challenging. the natural history of first relapsed disease in the current era is also not well described. we retrospectively studied 300 patients with first relapsed myeloma seen between 2004 and 2019 from two institutes in singapore. the median duration from diagnosis to first relapse was 22.7 months (1.1-97.0 months). most patients received novel agent-based induction therapy, and 41.3% underwent autologous stem cell transplant. a very good partial response (vgpr) or better was achieved in 48.6%. regarding first relapse, 50.5% were symptomatic and 19.0% received newer agent-containing regimens. nearly a third of patients (31.7%) had a vgpr or better response. the median progression free and overall survival from first relapse was 12.0 and 44.8 months, respectively. based on a randomized sample splitting, we first identified non-hyperdiploid karyotype at diagnosis, clinical relapse, and treatment sequence as impacting survival independently from a testing cohort, and we then further demonstrated their significance in a validation cohort. this study provides a real-world picture of first relapsed myeloma and highlights the prognostic importance of the treatment sequence.',\n", + " 'the objective of this study was to elucidate the natural history of late-onset transthyretin val30met-associated familial amyloid polyneuropathy (fap attr val30met) in non-endemic areas. the authors retrospectively assessed the development of major clinical landmarks and abnormalities of nerve conduction and cardiac examination indices in 50 patients with an age of onset older than 50 years and no relationship to endemic foci. once the neuropathic process was initiated, sensory and motor symptoms of both the upper and lower extremities appeared within a period of one and a half years. digestive and orthostatic symptoms also tended to occur in the early phase of the disease, whereas urinary symptoms appeared in the middle of the disease progress. along with pain in the extremities, these symptoms progressed over time and significantly disturbed the quality of life during the late phase of the disease, resulting in the need for wheelchair use. although cardiomyopathy became clinically apparent only in the late phase of the disease, it was found to be the major cause of death. the mean duration of the disease onset to death was 7.3 years. although values at the time of diagnosis were extremely variable, serial measurements of electrophysiological indices, the cardiothoracic ratio and interventricular septum thickness indicated a steady exacerbation in these outcomes among patients within a span of a couple of years. the ages of onset of each clinical landmark were extremely variable between patients. however, once an initial symptom appeared, the chronological sequence of other clinical landmarks tended to be uniform, occurring within a relatively short time span.',\n", + " 'the natural history of chronic obstructive pulmonary disease is characterized by frequent exacerbations. majority of exacerbations are infectious and bacteria responsible for 30-50% of these cases. the purpose of this study was to determine the bacteriology of acute exacerbations of chronic obstructive pulmonary disease in hospitalized patients in our institution and their antibiotic susceptibility pattern to formulate cost effective antibiotic strategy and reducing the emergence of drug resistance. one hundred and seven clinically diagnosed cases of acute exacerbations of chronic obstructive pulmonary disease admitted in medicine, tuberculosis and chest wards were selected for the study. direct gram stain was done for all sputum samples. the suitable sputum samples were cultured. identification of organism and antimicrobial susceptibility testing was done by standard microbiological techniques. our study showed growth of pathogenic organisms in 41.12% cases. males (67.29%) are more affected than females (32.71%). gram negative bacilli were more isolated than gram positive cocci. the commonest isolate was klebsiella pneumoniae 15 (38.46%), followed by staphylococcus aureus 9 (23.08%), streptococcus species 6 (15.39%), pseudomonas aeruginosa 4 (10.26%), e.coli 2 (5.13%), acinetobacter species 2 (5.13%) and enterobacter species 1(2.56%). the antibiotic susceptibility reveals that vancomycin, linezolid, azithromycin and clarithromycin were most effective drugs for gram positive cocci, meropenem & piperacillin-tazobactam for gram negative bacilli and amikacin & levofloxacin for both gram positive cocci & gram negative bacilli. in developing country like india acute exacerbations of chronic obstructive pulmonary disease is common in adults more than 50 years of age due to smoking habits and high indoor pollution. this leads to a major impact on the quality of life of patients with the condition. they are a major cause of hospital admission and health care utilization.',\n", + " 'immune thrombocytopenic purpura (itp) in children is a common pediatric bleeding disorder with heterogeneous manifestations and a natural history that is not fully understood. to better understand the natural history of chronic itp and detect response trends and outcomes of therapy, we conducted a 10-year retrospective survey of children from age 1 to 18 years with a diagnosis of chronic itp. data on 198 patients from 8 canadian pediatric hematology/oncology centers were analyzed. the majority of patients were female (58%), and were previously diagnosed with acute (primary) itp (85%). the age at diagnosis of chronic itp ranged from 1.1 to 17.2 years with a mean of 8.2+/-4.4 years. ninety percent of patients received some form of treatment. untreated patients had a higher mean platelet count at diagnosis of chronic itp (p=0.009) despite similarities in mean age at first presentation and mean duration of follow-up. thirty-four (17%) patients underwent splenectomy. splenectomized patients tended to be significantly older, had a lower mean platelet count at diagnosis of chronic itp, and had a longer duration of follow-up. the results from this study are consistent with published reports.',\n", + " \"6-thioguanine (6-tg) has been used as an alternative thiopurine for inflammatory bowel disease (ibd) patients not responsive to or intolerant of azathioprine (aza) and 6-mercaptopurine (6-mp). 6-tg-related hepatotoxicity, including liver biochemistry value elevations, sinusoidal collagen deposition on electron microscopy, and veno-occlusive disease, have been described related to its use as therapy for neoplastic disease. we studied 38 liver biopsies from patients treated with 6-tg, almost all of whom (n = 125) received 6-tg for 1 to 3 years at the inflammatory bowel disease center at cedars-sinai medical center. all biopsies were fixed in 4% buffered formalin and prepared in the usual manner. hematoxylin and eosin, masson's trichrome (trichrome), and reticulin silver impregnation (reticulin) stained slides were studied. in 23 cases, tissue was also prospectively fixed in glutaraldehyde and processed for electron microscopy. in 20 of the 37 patients studied (53%), nodular regeneration of varying degree was seen with reticulin. in only 4 of these 20 instances (11% of the total) were the changes seen with hematoxylin and eosin and in 3 of the 4, only in retrospect after studying the reticulin preparation. minimal fibrosis was seen with trichrome in only 13 biopsies (34%), but sinusoidal collagen deposition was observed in 14 of the 23 cases studied with electron microscopy (60%). the biopsy from the 1 patient with nodular hyperplasia obvious with hematoxylin and eosin also demonstrated changes of venous outflow obstruction. 6-tg-treated ibd patients are at significant risk for nodular hyperplasia, early fibrosis and, less often, venous outflow disease (budd-chiari). the natural history of these changes is unknown and follow-up biopsies are needed to determine histologic and clinical sequela. patients not demonstrating nodular hyperplasia or fibrosis who continue with 6-tg because there are no better therapeutic choices should be periodically rebiopsied.\",\n", + " 'little is known about the etiological associations and clinical features of extrahepatic primary malignant (ehpm) neoplasms in subjects with hepatocellular carcinoma (hcc). the aim of this study was to characterize this phenomenon in a consecutive series of spanish patients in order to define its natural history and influence on survival. a retrospective analysis of 245 patients with hcc during the period 1999-2003 was performed. subjects identified with a second primary malignancy elsewhere constituted the ehpm group and were compared to patients with hcc alone. eighteen patients (7.3%) had one or two associated extrahepatic malignancies (mean age 67.7 +/- 9.7 years); of these, 17 had double cancer and one patient, triple. nine of the 19 ehpm occurred before hcc diagnosis. the associated cancers included five cases of colorectal carcinoma, four cases of head and neck carcinoma, three cases of genitourinary cancer, two cases of lymphoproliferative disorder, one lung carcinoma, one skin melanoma, one breast carcinoma, and two cancers of unknown origin. age and sex distribution, etiology of underlying hepatopathy, and liver function tests did not differ significantly between both groups. there was no difference between the overall survival rates. ehpm is not rare among spanish patients with hcc, although no specific clinicopathological features were detected in this population. our results suggest that the association of another primary tumor with hcc does not imply a worse prognosis. the possibility of development of ehpm should be kept in mind when deciding on therapy and follow-up of hcc.',\n", + " 'to evaluate the clinical characteristics of patients with hematological disease admitted to the intensive care unit and the use of noninvasive mechanical ventilation in a subgroup with respiratory dysfunction. a retrospective observational study from september 2011 to january 2014. overall, 157 patients were included. the mean age was 45.13 (± 17.2) years and 46.5% of the patients were female. sixty-seven (48.4%) patients had sepsis, and 90 (57.3%) patients required vasoactive vasopressors. the main cause for admission to the intensive care unit was acute respiratory failure (94.3%). among the 157 studied patients, 47 (29.9%) were intubated within the first 24 hours, and 38 (24.2%) underwent noninvasive mechanical ventilation. among the 38 patients who initially received noninvasive mechanical ventilation, 26 (68.4%) were subsequently intubated, and 12 (31.6%) responded to this mode of ventilation. patients who failed to respond to noninvasive mechanical ventilation had higher intensive care unit mortality (66.7% versus 16.7%; p = 0.004) and a longer stay in the intensive care unit (9.6 days versus 4.6 days, p = 0.02) compared with the successful cases. baseline severity scores (sofa and saps 3) and the total leukocyte count were not significantly different between these two subgroups. in a multivariate logistic regression model including the 157 patients, intubation at any time during the stay in the intensive care unit and saps 3 were independently associated with intensive care unit mortality, while using noninvasive mechanical ventilation was not. in this retrospective study with severely ill hematologic patients, those who underwent noninvasive mechanical ventilation at admission and failed to respond to it presented elevated intensive care unit mortality. however, only intubation during the intensive care unit stay was independently associated with a poor outcome. further studies are needed to define predictors of noninvasive mechanical ventilation failure.',\n", + " \"the disease-specific unified multiple system atrophy rating scale (umsars) has been developed recently and validated for assessing disease severity in multiple system atrophy (msa). here, we aimed at (1) assessing rates of disease progression in msa and (2) validating umsars for sensitivity to change over time. impairment was assessed at two time points 12 months apart using umsars part i (historical review), umsars part ii (motor examination), as well as measures of global disease severity, including umsars part iv, hoehn and yahr (hy) parkinson's disease staging, schwab england activities of daily living (se adl), and a three-point global severity scale (ss3). fifty patients (male:female ratio, 1:0.9; possible msa, 16%; probable msa, 84%; msa-parkinsonian, 58%; msa-cerebellar, 42%) were assessed twice with an interval of 12.3 months. umsars ii scores progressed by 57.3% (p<0.0001) and umsars i scores by 35.6% (p<0.0001) in relation to the respective baseline scores with no differences between motor subtypes, diagnostic categories and gender. significant inverse correlations between (1) umsars i or umsars ii progression and (2) baseline disability measures (i.e., the respective umsars or ss3 scores) and disease duration were found. furthermore, the increases in hy staging, se adl and ss3 correlated significantly with umsars i, umsars ii, and umsars iv progression. this report is the first prospective study showing rapid annual umsars rates of decline in msa. our data contribute to the ongoing validation process of umsars, and they facilitate the planning and implementation of future neuroprotective intervention trials.\"]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(df_test['ABSTRACT'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b7926499", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(7922, 12)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_bin.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a9ab47ea", + "metadata": {}, + "outputs": [ + { + "data": { + 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PMIDLabeling_StateCorrect_Labelbinary_labelbinary2_labelAgreementExplanationTITLEABSTRACTvectorcuratedy
027504812Gold Standard2110.900NaNThe Natural History of Primary Sclerosing Chol...data regarding pediatric primary sclerosing ch...[0.0, 0.35, 0.78, 12.03]22
133564419Labeled-1000.545NaNRecurrent acute interstitial nephritis: what l...acute interstitial nephritis (ain) is an emerg...[2.95, 0.0, 2.03, 0.54]-1-1
223544812Labeled2110.696NaNAcute lymphoblastic leukemia in infants: 20 ye...to analyze patients younger than 2 years with ...[0.83, 0.51, 1.73, 7.6]22
323830870Labeled0000.560NaNAssessment of maternal near-miss and quality o...to assess the baseline incidence of maternal n...[0.89, 7.18, 2.41, 1.46]00
427052060Labeled1100.700NaNThe role of blood lactate clearance as a predi...the identification of biomarkers for predictin...[0.32, 0.48, 3.83, 0.52]11
.......................................
791731655715Labeled2110.833NaNThe Natural History of Iron Deficiency Anemiacurrent evidence suggests that adult men and n...[0.6, 0.0, 0.0, 2.74]22
791829924878Labeled2110.455NaNChiari I Malformation and Basilar Invagination...fibrous dysplasia (fd) is a mosaic disorder of...[0.3, 0.52, 1.45, 2.39]22
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792012629620Labeled2110.625NaNMultiresistant Pseudomonas aeruginosa in a ped...it has been suggested that cystic fibrosis (cf...[0.34, 0.0, 0.89, 2.35]22
792112230442Labeled2110.600NaNOutcome of antenatally diagnosed talipes equin...to investigate the natural history and outcome...[0.42, 0.9, 0.53, 3.49]22
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" + ], + "text/plain": [ + " PMID Labeling_State Correct_Label binary_label binary2_label \\\n", + "0 27504812 Gold Standard 2 1 1 \n", + "1 33564419 Labeled -1 0 0 \n", + "2 23544812 Labeled 2 1 1 \n", + "3 23830870 Labeled 0 0 0 \n", + "4 27052060 Labeled 1 1 0 \n", + "... ... ... ... ... ... \n", + "7917 31655715 Labeled 2 1 1 \n", + "7918 29924878 Labeled 2 1 1 \n", + "7919 20446944 Labeled 2 1 1 \n", + "7920 12629620 Labeled 2 1 1 \n", + "7921 12230442 Labeled 2 1 1 \n", + "\n", + " Agreement Explanation \\\n", + "0 0.900 NaN \n", + "1 0.545 NaN \n", + "2 0.696 NaN \n", + "3 0.560 NaN \n", + "4 0.700 NaN \n", + "... ... ... \n", + "7917 0.833 NaN \n", + "7918 0.455 NaN \n", + "7919 0.400 NaN \n", + "7920 0.625 NaN \n", + "7921 0.600 NaN \n", + "\n", + " TITLE \\\n", + "0 The Natural History of Primary Sclerosing Chol... \n", + "1 Recurrent acute interstitial nephritis: what l... \n", + "2 Acute lymphoblastic leukemia in infants: 20 ye... \n", + "3 Assessment of maternal near-miss and quality o... \n", + "4 The role of blood lactate clearance as a predi... \n", + "... ... \n", + "7917 The Natural History of Iron Deficiency Anemia \n", + "7918 Chiari I Malformation and Basilar Invagination... \n", + "7919 The Virtual International Stroke Trials Archiv... \n", + "7920 Multiresistant Pseudomonas aeruginosa in a ped... \n", + "7921 Outcome of antenatally diagnosed talipes equin... \n", + "\n", + " ABSTRACT \\\n", + "0 data regarding pediatric primary sclerosing ch... \n", + "1 acute interstitial nephritis (ain) is an emerg... \n", + "2 to analyze patients younger than 2 years with ... \n", + "3 to assess the baseline incidence of maternal n... \n", + "4 the identification of biomarkers for predictin... \n", + "... ... \n", + "7917 current evidence suggests that adult men and n... \n", + "7918 fibrous dysplasia (fd) is a mosaic disorder of... \n", + "7919 the virtual international stroke trials archiv... \n", + "7920 it has been suggested that cystic fibrosis (cf... \n", + "7921 to investigate the natural history and outcome... \n", + "\n", + " vector curated y \n", + "0 [0.0, 0.35, 0.78, 12.03] 2 2 \n", + "1 [2.95, 0.0, 2.03, 0.54] -1 -1 \n", + "2 [0.83, 0.51, 1.73, 7.6] 2 2 \n", + "3 [0.89, 7.18, 2.41, 1.46] 0 0 \n", + "4 [0.32, 0.48, 3.83, 0.52] 1 1 \n", + "... ... ... .. \n", + "7917 [0.6, 0.0, 0.0, 2.74] 2 2 \n", + "7918 [0.3, 0.52, 1.45, 2.39] 2 2 \n", + "7919 [3.1, 2.65, 1.83, 5.4] 2 2 \n", + "7920 [0.34, 0.0, 0.89, 2.35] 2 2 \n", + "7921 [0.42, 0.9, 0.53, 3.49] 2 2 \n", + "\n", + "[7922 rows x 12 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_bin" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "pw9SLlcxV4eX", + "metadata": { + "id": "pw9SLlcxV4eX" + }, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "\n", + "def bin_model(model_type, vectortype, C=1, n_components=1000):\n", + " # Vectorization\n", + " if vectortype == \"tfidf\":\n", + " vectorizer = TfidfVectorizer()\n", + " \n", + " elif vectortype == \"countvec\":\n", + " vectorizer = CountVectorizer()\n", + " \n", + " X_train = vectorizer.fit_transform(df_bin['ABSTRACT'])\n", + " y_train = df_bin['binary2_label']\n", + " feature_names = vectorizer.get_feature_names_out()\n", + " \n", + " # Dimensionality Reduction with PCA\n", + " pca = PCA(n_components=n_components)\n", + " X_train_reduced = pca.fit_transform(X_train.toarray()) # Ensure dense array if needed\n", + "\n", + " # Model Training\n", + " if model_type == 'nb':\n", + " print(\"NB model cannot be used with negative values generated by PCA.\")\n", + " return\n", + " elif model_type == 'lr':\n", + " model = LogisticRegression(max_iter=1000)\n", + " elif model_type == 'svm':\n", + " model = LinearSVC(C=C)\n", + " elif model_type == 'knn':\n", + " model = KNeighborsClassifier(n_neighbors=7)\n", + " elif model_type == 'rf':\n", + " model = RandomForestClassifier()\n", + " elif model_type == 'ada':\n", + " model = AdaBoostClassifier(n_estimators=50)\n", + " elif model_type == 'gb':\n", + " model = GradientBoostingClassifier(n_estimators=50)\n", + "\n", + " model.fit(X_train_reduced, y_train)\n", + " print('Training Accuracy:', model.score(X_train_reduced, y_train))\n", + "\n", + " # Transform the test set\n", + " X_test = vectorizer.transform(df_test['ABSTRACT'])\n", + " X_test_reduced = pca.transform(X_test.toarray())\n", + " y_test = df_test['binary2_label']\n", + " y_pred = model.predict(X_test_reduced)\n", + "\n", + " # Evaluation\n", + " print('Test Accuracy:', accuracy_score(y_test, y_pred))\n", + " print('F1 score:', f1_score(y_test, y_pred, average=\"macro\"))\n", + " print('Precision:', precision_score(y_test, y_pred, average=\"macro\"))\n", + " print('Recall:', recall_score(y_test, y_pred, average=\"macro\"))\n", + "\n", + " return X_train,X_train_reduced, y_train\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "963a1b37", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.7535975763696037\n", + "Test Accuracy: 0.7572115384615384\n", + "F1 score: 0.7420036228546867\n", + "Precision: 0.7617818788447503\n", + "Recall: 0.737406330520294\n" + ] + } + ], + "source": [ + "X_train,X_train_reduced, y_train=bin_model('svm', 'tfidf',C=0.05,n_components=100)#c=0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c5b33add", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((7922, 39504), (7922, 100))" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train.shape,X_train_reduced.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ddbd65e2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.7992931078010603\n", + "Test Accuracy: 0.78125\n", + "F1 score: 0.7707572592121597\n", + "Precision: 0.7824310776942356\n", + "Recall: 0.7663877266387726\n" + ] + } + ], + "source": [ + "X_train,X_train_reduced, y_train=bin_model('svm', 'tfidf',C=0.1)#c=0.1" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7ebed7d0", + "metadata": {}, + "outputs": [], + "source": [ + "# when feature selection = 8000, C=1\n", + "# Training Accuracy: 0.9323403181014895\n", + "# Test Accuracy: 0.8004807692307693\n", + "# F1 score: 0.7909104671935083\n", + "# Precision: 0.8032832080200502\n", + "# Recall: 0.7860553625038413\n", + "\n", + "# when feature selection = 8200, C=1\n", + "# Training Accuracy: 0.9336026255995961\n", + "# Test Accuracy: 0.8004807692307693\n", + "# F1 score: 0.7904536489151874\n", + "# Precision: 0.8043061718434852\n", + "# Recall: 0.7853225539559843" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "bf48e7f1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.8226457965160313\n", + "Test Accuracy: 0.7836538461538461\n", + "F1 score: 0.776183644189383\n", + "Precision: 0.7806687844031135\n", + "Recall: 0.7736094366829775\n" + ] + } + ], + "source": [ + "X_train,X_train_reduced, y_train=bin_model('svm', 'tfidf',C=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "f1167067", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(7922, 39504)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " X_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7a9673f1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(7922, 1000)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " X_train_reduced.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "37320218", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.12219787, 0.01697213, 0.0420014 , ..., 0.00657354,\n", + " 0.00307302, 0.00015528],\n", + " [ 0.02598663, 0.02201446, 0.00461343, ..., 0.00925405,\n", + " -0.00760952, -0.01009363],\n", + " [ 0.08053427, 0.13851041, -0.01302804, ..., -0.00386296,\n", + " -0.00855793, -0.02477481],\n", + " ...,\n", + " [-0.00359626, -0.03799162, 0.00905005, ..., -0.00654286,\n", + " -0.00281804, 0.00186728],\n", + " [-0.0351844 , 0.00195559, -0.00884116, ..., 0.02047284,\n", + " 0.00491759, -0.00724833],\n", + " [ 0.01359462, -0.00347871, -0.00996569, ..., 0.01006569,\n", + " 0.01343355, -0.00829938]])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train_reduced" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "3ea2a85f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.7982832618025751\n", + "Test Accuracy: 0.7692307692307693\n", + "F1 score: 0.7584204413472706\n", + "Precision: 0.7690116206422593\n", + "Recall: 0.7544618584970333\n" + ] + } + ], + "source": [ + "X_train,X_train_reduced, y_train=bin_model('lr', 'tfidf')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c4147ca7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\ensemble\\_weight_boosting.py:519: FutureWarning: The SAMME.R algorithm (the default) is deprecated and will be removed in 1.6. Use the SAMME algorithm to circumvent this warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.7736682655894976\n", + "Test Accuracy: 0.7548076923076923\n", + "F1 score: 0.7488636363636363\n", + "Precision: 0.7492590397154713\n", + "Recall: 0.7485048341725173\n" + ] + } + ], + "source": [ + "X_train,X_train_reduced, y_train=bin_model('ada', 'tfidf')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a9102069", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.7890684170663974\n", + "Test Accuracy: 0.7259615384615384\n", + "F1 score: 0.7148834860399682\n", + "Precision: 0.7209748419939502\n", + "Recall: 0.7124081034442002\n" + ] + } + ], + "source": [ + "X_train,X_train_reduced, y_train=bin_model('gb', 'tfidf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d945a941", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_original.ipynb b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_original.ipynb new file mode 100644 index 0000000..ed3618d --- /dev/null +++ b/NaturalHistory_Binary_ML_model_notebook_codes/ML_Basic_Binary_Models_original.ipynb @@ -0,0 +1,277 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "TnmP6ceCLnV0", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TnmP6ceCLnV0", + "outputId": "c5fa8655-05ac-46b2-ad4f-2ff174ac21c3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: scikit-plot in /usr/local/lib/python3.10/dist-packages (0.3.7)\n", + "Requirement already satisfied: matplotlib>=1.4.0 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (3.7.1)\n", + "Requirement already satisfied: scikit-learn>=0.18 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (1.2.2)\n", + "Requirement already satisfied: scipy>=0.9 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (1.11.4)\n", + "Requirement already satisfied: joblib>=0.10 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (1.3.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (1.2.0)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (4.49.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (1.4.5)\n", + "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (1.25.2)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (23.2)\n", + "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (3.1.1)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (2.8.2)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.18->scikit-plot) (3.3.0)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=1.4.0->scikit-plot) (1.16.0)\n" + ] + } + ], + "source": [ + "# !pip install scikit-plot" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "IUkvcptnLWx5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IUkvcptnLWx5", + "outputId": "85ad9fe5-91bf-4246-af45-214496a012e6" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\aom2\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import nltk\n", + "nltk.download('stopwords')\n", + "from nltk.corpus import stopwords\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn import svm\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, classification_report, f1_score, recall_score, precision_score\n", + "import matplotlib.pyplot as plt\n", + "import scikitplot as skplt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3f3a63a4", + "metadata": { + "id": "3f3a63a4" + }, + "outputs": [], + "source": [ + "df_bin = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "df_bin['binary2_label'].value_counts()\n", + "df_test = pd.read_excel(\"content/final_testset.xlsx\")\n", + "df_bin['ABSTRACT'] = df_bin['ABSTRACT'].apply(str.lower)\n", + "df_test['ABSTRACT'] = df_test['ABSTRACT'].apply(str.lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f42e0c79", + "metadata": { + "id": "f42e0c79" + }, + "outputs": [], + "source": [ + "def bin_model(model_type, vectortype):\n", + " if vectortype == \"tfidf\":\n", + " vectorizer = TfidfVectorizer()\n", + " elif vectortype == \"countvec\":\n", + " vectorizer = CountVectorizer()\n", + "\n", + " bow_train = np.array(vectorizer.fit_transform(df_bin['ABSTRACT']).todense())\n", + "\n", + " X_train = bow_train\n", + " y_train = df_bin['binary2_label']\n", + "\n", + " if model_type == 'nb':\n", + " model = MultinomialNB().fit(X_train, y_train)\n", + " elif model_type == 'lr':\n", + " model = LogisticRegression(max_iter=1000).fit(X_train, y_train)\n", + " elif model_type == 'svm':\n", + " model = LinearSVC().fit(X_train, y_train)\n", + " elif model_type == 'knn':\n", + " model = KNeighborsClassifier(n_neighbors=7).fit(X_train, y_train)\n", + " elif model_type == 'rf':\n", + " model = RandomForestClassifier().fit(X_train, y_train)\n", + " elif model_type == 'ada':\n", + " model = AdaBoostClassifier(n_estimators=50).fit(X_train, y_train)\n", + " elif model_type == 'gb':\n", + " model = GradientBoostingClassifier(n_estimators=50).fit(X_train, y_train)\n", + "\n", + " print('Training Accuracy:', model.score(X_train, y_train))\n", + "\n", + " bow_test = vectorizer.transform(df_test['ABSTRACT'])\n", + " X_test = bow_test\n", + " y_test = df_test['binary2_label']\n", + " y_pred = model.predict(X_test)\n", + "\n", + " print('Test Accuracy:', accuracy_score(y_test, y_pred))\n", + " print('F1 score:', f1_score(y_test, y_pred, average=\"macro\"))\n", + " print('Precision:', precision_score(y_test, y_pred, average=\"macro\"))\n", + " print('Recall:', recall_score(y_test, y_pred, average=\"macro\"))\n", + "\n", + " fig = plt.figure(figsize=(15,6))\n", + " ax1 = fig.add_subplot(121)\n", + "\n", + " skplt.metrics.plot_confusion_matrix(y_test, y_pred,\n", + " title=\"Binary Confusion Matrix\",\n", + " ax=ax1)\n", + "# plt.savefig('/content/drive/MyDrive/BinMLResults' + model_type + '_' + vectortype + '_binmat.png')\n", + " # return y_test, y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "pw9SLlcxV4eX", + "metadata": { + "id": "pw9SLlcxV4eX" + }, + "outputs": [], + "source": [ + "# from google.colab import drive\n", + "# drive.mount('/content/drive')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "28a614a7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 0.9843473870234789\n", + "Test Accuracy: 0.78125\n", + "F1 score: 0.7721809986339045\n", + "Precision: 0.7801282051282051\n", + "Recall: 0.7685861522823441\n" + ] + }, + { + "data": { + "image/png": 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X7t277V5IQsUGZcYjjzyili1bqmXLlho8eLCtNH+9+RuOCA4O1scff6xy5crpgQce0NChQ1W+fPkilxvbY8CAAZKkBx980LBC6K9MmzZNO3bsUFhYmCZNmqSOHTtqwIAB2rRpk8aMGaNp06ZJku11B2PGjNHSpUvVtWtX29Lvbdu22fWfi72qV6+u9evX6/fff9f999+v8ePHq1+/frbVQAWaN2+upKQkTZw4UdHR0frb3/4mX19fbdu2TfXq1btm/23bttW2bdtsSeDAgQOVmpqqDRs22L6OpemRRx7RSy+9pE8//VRdu3bVjBkz9MwzzxT5qIFXX31VNWvW1MCBA9WsWTMNHz7c4fu9+eabWrlypV577TXb183Ly0tr1qzRhQsXCq3EA66rBIeiIiIiDK9ZiI+P/8twrFarxowZozZt2qh+/fqSrlRAJSkkJMTQNiQkxHYuKSlJXl5eqlChwjXb2PXlsBZVDwfwl+bNm6fRo0fryJEj1/2mDgAlIS0tTYGBgfJuOkoWd+f9oCNJ1vxsZR+Yp8TERMMiCnsqNk888YQ+/vhj7dq1y/ZQ0N27d6t169b6+eefDRPsH3vsMSUmJmrjxo1atWqVHnnkkUJz2zp16qTbbrtNr7/+ul2xMxQFOOjQoUNKSEjQtGnT1KtXL5IaAKWsJJZnX+kvICCgyNWh1zJq1Cht2LBBO3fuNLzTr+D5U0lJSYbEJjk52VbFCQ0NVU5OjlJSUgxVm+TkZLVq1crByAHYrU+fPho0aJAaN25s908QAODKrFarnnzySX3wwQfatm1boXmR1atXV2hoqOE1Jzk5OdqxY4ctaWnatKk8PT0NbQqe2O5IYkPFBnBQwft+AKBMKMbybLv6dMATTzyhVatWaf369fL397fNiQkMDJSvr68sFotiYmIUFxenmjVrqmbNmoqLi1O5cuVsc9kCAwM1bNgwjR07VsHBwQoKCtK4cePUoEEDdezY0e5YSGwAAMANWbhwoSTZXgpbYOnSpbZVoxMmTFBmZqZGjhyplJQUNW/eXJs3bzY8S2z27Nny8PBQ//79lZmZqQ4dOmjZsmUOvWaEycMAAJiQbfJwszGyeDh58nBetrL3zVJqaqpDc2zKAio2AACYWRkYiipLTJ3YXL58WT///LP8/f1L9AFfAADYy2q16uLFiwoPD5ebG2t0bjZTJzY///yzIiIiSjsMAAAKSUxMNCx5LjEl8TZuE7/d29SJTcGEI6+6Q2Rx9yrlaABzO7P95dIOAXAJF9PSdHv1iGu+YBcly9SJTcHwk8Xdi8QGuEFmmyAIlHU3bYoEc2wMzFtrAgAAuIqpKzYAAPzPY46NgXkjBwAAuAoVGwAAzMxiKYGKjXnn2JDYAABgZm6WK5uz+zQphqIAAIDLoGIDAICZMXnYwLyRAwAAXIWKDQAAZsYD+gyo2AAAAJdBxQYAADNjjo2BeSMHAAC4ChUbAADMjDk2BiQ2AACYGUNRBuaNHAAA4CpUbAAAMDOGogyo2AAAAJdBxQYAADNjjo2BeSMHAAC4ChUbAADMjDk2BlRsAACAy6BiAwCAqZXAHBsT1z1IbAAAMDOGogzMm5IBAABchYoNAABmZrGUwHJvKjYAAACljooNAABmxgP6DMwbOQAAwFWo2AAAYGasijKgYgMAAFwGFRsAAMyMOTYGJDYAAJgZQ1EG5k3JAAAArkLFBgAAM2MoysC8kQMAAFyFig0AAGbGHBsDKjYAAMBlULEBAMDELBaLLFRsbKjYAAAAl0FiAwCAiRVUbJy9OWrnzp3q0aOHwsPDZbFYtG7dOsP59PR0Pfnkk6pSpYp8fX1Vp04dLVy40NAmOztbo0aNUsWKFeXn56eePXvq7NmzDsVBYgMAAG5YRkaGGjVqpPnz5xd5/umnn9bGjRu1cuVKHTt2TE8//bRGjRql9evX29rExMRo7dq1Wr16tXbt2qX09HR1795d+fn5dsfBHBsAAMzM8sfm7D4d1KVLF3Xp0uWa5/fs2aMhQ4aoXbt2kqS//e1vWrRokfbv369evXopNTVVS5Ys0YoVK9SxY0dJ0sqVKxUREaGtW7eqc+fOdsVBxQYAABMryaGotLQ0w5adnV3sONu0aaMNGzbop59+ktVq1eeff64TJ07YEpYDBw4oNzdX0dHRtmvCw8NVv3597d692+77kNgAAIAiRUREKDAw0LbFx8cXu6+5c+eqbt26qlKliry8vHTfffdpwYIFatOmjSQpKSlJXl5eqlChguG6kJAQJSUl2X0fhqIAADCxklzunZiYqICAANthb2/vYnc5d+5cffXVV9qwYYOqVq2qnTt3auTIkQoLC7MNPRXFarU69PlIbAAAQJECAgIMiU1xZWZm6u9//7vWrl2rbt26SZIaNmyow4cP6+WXX1bHjh0VGhqqnJwcpaSkGKo2ycnJatWqld33YigKAAATKyvLva8nNzdXubm5cnMzph3u7u66fPmyJKlp06by9PTUli1bbOfPnTunI0eOOJTYULEBAAA3LD09XSdPnrTtJyQk6PDhwwoKClJkZKTatm2r8ePHy9fXV1WrVtWOHTv09ttva9asWZKkwMBADRs2TGPHjlVwcLCCgoI0btw4NWjQ4LpDVVcjsQEAwMTKyisV9u/fr/bt29v2x4wZI0kaMmSIli1bptWrV+vZZ5/V4MGDdeHCBVWtWlXTp0/XiBEjbNfMnj1bHh4e6t+/vzIzM9WhQwctW7ZM7u7u9odutVqtDkdfRqSlpSkwMFDeDR6Txd2rtMMBTC1lX9EP1QLgmLS0NIUEByo1NdUp81Oud5/AwED5/98iWTx9ndq3NTdTF98fXuKfoSRQsQEAwMzKyAP6ygoSGwAATKysDEWVFayKAgAALoOKDQAAJmaxqAQqNs7t7maiYgMAAFwGFRsAAEzMohKYY2Pikg0VGwAA4DKo2AAAYGKsijKiYgMAAFwGFRsAAMyMB/QZkNgAAGBmJTAUZWUoCgAAoPRRsQEAwMRKYvKw85eP3zxUbAAAgMugYgMAgIlRsTGiYgMAAFwGFRsAAMyM5d4GVGwAAIDLoGIDAICJMcfGiMQGAAATI7ExYigKAAC4DCo2AACYGBUbIyo2AADAZVCxAQDAxKjYGFGxAQAALoOKDQAAZsYD+gyo2AAAAJdBxQYAABNjjo0RiQ0AACZGYmPEUBQAAHAZVGwAADAxKjZGVGwAAIDLoGIDAICZsdzbgIoNAABwGVRsAAAwMebYGFGxAQAALoOKDQAAJkbFxojEBgAAE7OoBBIbE88eZigKAAC4DCo2AACYGENRRlRsAACAy6BiAwCAmfGAPgMqNgAAwGWQ2AAAYGIFc2ycvTlq586d6tGjh8LDw2WxWLRu3bpCbY4dO6aePXsqMDBQ/v7+atGihc6cOWM7n52drVGjRqlixYry8/NTz549dfbsWYfiILEBAAA3LCMjQ40aNdL8+fOLPP/DDz+oTZs2ql27trZv365vvvlGkydPlo+Pj61NTEyM1q5dq9WrV2vXrl1KT09X9+7dlZ+fb3cczLEBAMDEysqqqC5duqhLly7XPD9p0iR17dpVM2fOtB2rUaOG7fepqalasmSJVqxYoY4dO0qSVq5cqYiICG3dulWdO3e2Kw4qNgAAmJjFUjKbM12+fFkff/yxatWqpc6dO6ty5cpq3ry5YbjqwIEDys3NVXR0tO1YeHi46tevr927d9t9LxIbFMu4odHatXK8kne9rNOfxevdWY+pZtXKhdpNGt5VP26ergt7ZmnT4qdUp0boNftcN/9xZR6arx7tGpZk6ECZ9sbrC9WsSUNVDgpQ5aAAtW3TUps2fmo7/9jQh+XraTFs97RuUYoRw5WlpaUZtuzs7GL1k5ycrPT0dL300ku67777tHnzZvXp00d9+/bVjh07JElJSUny8vJShQoVDNeGhIQoKSnJ7nuR2KBY7r7zdr2+ZqfaPvSyuj8+X+7u7vpo4ZMq5+NlazP24Y4a/UB7Pf3Su2rzwD/0y29p+vj1USpfzrtQf6MGt5fVejM/AVA23Vqlil6Ie0lffrVfX361X+3a36t+fXvpu6NHbW2iO9+nhMRztm3dh5+UYsQobVcqLM6ePHyl74iICAUGBtq2+Pj4YsV4+fJlSVKvXr309NNPq3HjxnrmmWfUvXt3vf7669e91mq1OjQ0VuqJzYIFC1S9enX5+PioadOm+uKLL0o7JNih15MLtPLDvTr2Y5K+PfGThseuVGRYkJrUjbC1eWJQe81csknrt32j7344p0cnr5Cvj6cGdIky9NWg1q0a/cC9GhG78mZ/DKDM6da9h+7r0lU1a9VSzVq19PwL01W+fHl9vfcrWxsvb2+FhobatqCgoFKMGK4sMTFRqamptu3ZZ58tVj8VK1aUh4eH6tatazhep04d26qo0NBQ5eTkKCUlxdAmOTlZISEhdt+rVBObNWvWKCYmRpMmTdKhQ4d09913q0uXLoalXzCHgPJXZrWnpF6SJFW7NVhhlQK1dc9/bG1ycvP0xYGTatHov5PFfH08tTz+YT0941398tvFmxs0UMbl5+fr3TWrlZGRoeYtWtqOf7FjuyLDK6tB3VoaOfwxJScnl2KUKHUlMb/mjwJJQECAYfP2Llxxt4eXl5eaNWum48ePG46fOHFCVatWlSQ1bdpUnp6e2rJli+38uXPndOTIEbVq1crue5XqqqhZs2Zp2LBhevTRRyVJc+bM0aZNm7Rw4cJil7tQOmaM/T99efCkvvvhnCQptGKAJCn5gjFZSf7toiLD/vvT5cyx/6evvknQR9u/vXnBAmXckW+/Vbu7WyorK0vly5fXmn+tVZ0/ftKNvq+L+t7fT5GRVXXqVIKmTZ2sLtH3avfeA8X+pgM4Q3p6uk6ePGnbT0hI0OHDhxUUFKTIyEiNHz9eAwYM0D333KP27dtr48aN+vDDD7V9+3ZJUmBgoIYNG6axY8cqODhYQUFBGjdunBo0aGBbJWWPUktscnJydODAAT3zzDOG49HR0dec/ZydnW2YuJSWllaiMcI+s5/prwY1w9XhkdmFzlmvmjhjsfz3WLe2DdTurlpqMfClmxInYBa17rhDe/cf1u+//651a9/XY0OHaPNnO1Snbl316z/A1q5e/fq6s2mU7ritqj795GP17tO3FKNGaSkry73379+v9u3b2/bHjBkjSRoyZIiWLVumPn366PXXX1d8fLxGjx6tO+64Q++//77atGlju2b27Nny8PBQ//79lZmZqQ4dOmjZsmVyd3e3O45SS2x+/fVX5efnFxo3u97s5/j4eD3//PM3IzzYadbEfuretoE6Dpujn5J/tx1P+vVK0hkSHGD7vSRVCvK3VXHaNaulGlUqKmnnPwx9vvPyo/ry0A/q/NirJf8BgDLIy8tLt91+uySpaVSUDuzfp9fmvar5CxcVahsWFqbIqlV18uT3NztMwKBdu3aFfpi92tChQzV06NBrnvfx8dG8efM0b968YsdR6g/ouzorvN7s52effdaWAUpXKjYRERFFtkXJmz2xn3re20jRj72q0z//Zjh36qffdO58qjq0qK1vjl95HLanh7vubnq7nnt1vSTp5aWbtXStsTp34F+TNOGV9/XxjiM350MAJmC1Wq+5zPa3337T2cREhYWG3eSoUFaUxHNnnN3fzVRqiU3FihXl7u5eqDpzvdnP3t7ejCGXEXOe7a8BXaLU7+k3lJ6RpZBgf0lSanqWsrJzJUmvrfpc44dF6+SZZJ08c14ThnVWZlau1ny6X5L0y28Xi5wwnHgupVCiBPyvmPLc3xV9XxdFVInQxYsX9d67q7Vzx3Zt+Hij0tPT9eK0WPXu838KCwvT6dOnNOW5vyu4YkX17N2ntENHKXFzs8jNzbmZiNXJ/d1MpZbYeHl5qWnTptqyZYv69PnvP8gtW7aoV69epRUW7DS8/z2SpC1vxhiOPzZlhVZ+uFeS9MqyrfLx9tKcZweoQkA57TtySt0fn6/0S8V7wBPwvyD5l1807OEHlXTunAIDA1W/QUNt+HijOnTspMzMTB098q1WrXxbv//+u0LDwtS2bXutWLVG/v7+pR06UCaU6lDUmDFj9OCDDyoqKkotW7bUG2+8oTNnzmjEiBGlGRbs4NvkSbvaTV/0iaYvsv/hYfb2C7iq1xcvueY5X19fffjJppsYDcyAoSijUk1sBgwYoN9++03Tpk3TuXPnVL9+fX3yySe2Ne0AAACOKPXJwyNHjtTIkSNLOwwAAEyprCz3LitK/ZUKAAAAzlLqFRsAAFB8zLExomIDAABcBhUbAABMjDk2RlRsAACAy6BiAwCAiVGxMSKxAQDAxJg8bMRQFAAAcBlUbAAAMDGLSmAoSuYt2VCxAQAALoOKDQAAJsYcGyMqNgAAwGVQsQEAwMRY7m1ExQYAALgMKjYAAJgYc2yMSGwAADAxhqKMGIoCAAAug4oNAAAmxlCUERUbAADgMqjYAABgYsyxMaJiAwAAXAYVGwAAzKwE5tiY+B2YVGwAAIDroGIDAICJMcfGiMQGAAATY7m3EUNRAADAZVCxAQDAxBiKMqJiAwAAXAYVGwAATIw5NkZUbAAAgMugYgMAgIkxx8aIig0AAHAZVGwAADAxKjZGJDYAAJgYk4eNGIoCAAAug4oNAAAmxlCUERUbAADgMqjYAABgYsyxMaJiAwAAbtjOnTvVo0cPhYeHy2KxaN26dddsO3z4cFksFs2ZM8dwPDs7W6NGjVLFihXl5+ennj176uzZsw7FQWIDAICJFcyxcfbmqIyMDDVq1Ejz58+/brt169Zp7969Cg8PL3QuJiZGa9eu1erVq7Vr1y6lp6ere/fuys/PtzsOhqIAAMAN69Kli7p06XLdNj/99JOefPJJbdq0Sd26dTOcS01N1ZIlS7RixQp17NhRkrRy5UpFRERo69at6ty5s11xULEBAMDELPrvPBunbX/0nZaWZtiys7OLHefly5f14IMPavz48apXr16h8wcOHFBubq6io6Ntx8LDw1W/fn3t3r3b7vuQ2AAAYGJuFkuJbJIUERGhwMBA2xYfH1/sOGfMmCEPDw+NHj26yPNJSUny8vJShQoVDMdDQkKUlJRk930YigIAAEVKTExUQECAbd/b27tY/Rw4cECvvvqqDh486PD8HavV6tA1VGwAADAxpw9D/Wn5eEBAgGErbmLzxRdfKDk5WZGRkfLw8JCHh4dOnz6tsWPHqlq1apKk0NBQ5eTkKCUlxXBtcnKyQkJC7L4XiQ0AAChRDz74oP7973/r8OHDti08PFzjx4/Xpk2bJElNmzaVp6entmzZYrvu3LlzOnLkiFq1amX3vRiKAgDAxMrKKxXS09N18uRJ235CQoIOHz6soKAgRUZGKjg42NDe09NToaGhuuOOOyRJgYGBGjZsmMaOHavg4GAFBQVp3LhxatCggW2VlD1IbAAAwA3bv3+/2rdvb9sfM2aMJGnIkCFatmyZXX3Mnj1bHh4e6t+/vzIzM9WhQwctW7ZM7u7udsdBYgMAgIm5Wa5szu7TUe3atZPVarW7/alTpwod8/Hx0bx58zRv3jzHA/gDc2wAAIDLoGIDAICZWYo3J+av+jQrEhsAAEyMt3sbMRQFAABcBhUbAABMzPLHL2f3aVZUbAAAgMugYgMAgImVleXeZQUVGwAA4DKo2AAAYGJl5ZUKZQUVGwAA4DKo2AAAYGI8x8aIxAYAABNzs1jk5uRMxNn93UwMRQEAAJdBxQYAABNjKMqIig0AAHAZVGwAADAxlnsbUbEBAAAug4oNAAAmxhwbI7sSm7lz59rd4ejRo4sdDAAAwI2wK7GZPXu2XZ1ZLBYSGwAAbiKeY2NkV2KTkJBQ0nEAAIBisPyxObtPsyr25OGcnBwdP35ceXl5zowHAACg2BxObC5duqRhw4apXLlyqlevns6cOSPpytyal156yekBAgCAaytY7u3szawcTmyeffZZffPNN9q+fbt8fHxsxzt27Kg1a9Y4NTgAAABHOLzce926dVqzZo1atGhhyOjq1q2rH374wanBAQCA63OzXNmc3adZOVyxOX/+vCpXrlzoeEZGhqlLVwAAwPwcTmyaNWumjz/+2LZfkMwsXrxYLVu2dF5kAADgLzHHxsjhoaj4+Hjdd999+u6775SXl6dXX31VR48e1Z49e7Rjx46SiBEAAMAuDldsWrVqpS+//FKXLl3Sbbfdps2bNyskJER79uxR06ZNSyJGAABwHQWvVXDWZmbFeldUgwYNtHz5cmfHAgAAcEOKldjk5+dr7dq1OnbsmCwWi+rUqaNevXrJw4N3agIAcDOVxJyY/6k5NkeOHFGvXr2UlJSkO+64Q5J04sQJVapUSRs2bFCDBg2cHiQAACgay72NHJ5j8+ijj6pevXo6e/asDh48qIMHDyoxMVENGzbU3/72t5KIEQAAwC4OV2y++eYb7d+/XxUqVLAdq1ChgqZPn65mzZo5NTgAAHB9DEUZOVyxueOOO/TLL78UOp6cnKzbb7/dKUEBAAAUh10Vm7S0NNvv4+LiNHr0aMXGxqpFixaSpK+++krTpk3TjBkzSiZKAABQJMsfm7P7NCu7EptbbrnFUJayWq3q37+/7ZjVapUk9ejRQ/n5+SUQJgAAwF+zK7H5/PPPSzoOAABQDG4Wi9ycPCfG2f3dTHYlNm3bti3pOAAAAG5YsZ+od+nSJZ05c0Y5OTmG4w0bNrzhoAAAgH1K4jUIJi7YOJ7YnD9/Xo888og+/fTTIs8zxwYAgJuH5d5GDi/3jomJUUpKir766iv5+vpq48aNWr58uWrWrKkNGzaURIwAAAB2cbhis23bNq1fv17NmjWTm5ubqlatqk6dOikgIEDx8fHq1q1bScQJAACKwFCUkcMVm4yMDFWuXFmSFBQUpPPnz0u68sbvgwcPOjc6AAAABxTrycPHjx+XJDVu3FiLFi3STz/9pNdff11hYWFODxAAAFxbwXJvZ2+O2rlzp3r06KHw8HBZLBatW7fOdi43N1cTJ05UgwYN5Ofnp/DwcD300EP6+eefDX1kZ2dr1KhRqlixovz8/NSzZ0+dPXvWsa+Ho4HHxMTo3LlzkqSpU6dq48aNioyM1Ny5cxUXF+dodwAAwAVkZGSoUaNGmj9/fqFzly5d0sGDBzV58mQdPHhQH3zwgU6cOKGePXsa2sXExGjt2rVavXq1du3apfT0dHXv3t2hhUkOz7EZPHiw7fdNmjTRqVOn9J///EeRkZGqWLGio90BAIAbUFbm2HTp0kVdunQp8lxgYKC2bNliODZv3jzdddddOnPmjCIjI5WamqolS5ZoxYoV6tixoyRp5cqVioiI0NatW9W5c2e74nC4YnO1cuXK6c477ySpAQDAxaSlpRm27Oxsp/Wdmpoqi8WiW265RZJ04MAB5ebmKjo62tYmPDxc9evX1+7du+3u166KzZgxY+zucNasWXa3BQAAN6Ykn2MTERFhOD516lTFxsbecP9ZWVl65plnNGjQIAUEBEiSkpKS5OXlpQoVKhjahoSEKCkpye6+7UpsDh06ZFdnpfVAn6/Xvyh//4BSuTfgKmLWHS3tEACXkHMp/abez01OGH4pok9JSkxMtCUekuTt7X3Dfefm5mrgwIG6fPmyFixY8JftrVarQ/kFL8EEAABFCggIMCQ2Nyo3N1f9+/dXQkKCtm3bZug7NDRUOTk5SklJMVRtkpOT1apVK7vv4ewkDwAA3EQFQ1HO3pytIKn5/vvvtXXrVgUHBxvON23aVJ6enoZJxufOndORI0ccSmyK/RJMAACAAunp6Tp58qRtPyEhQYcPH1ZQUJDCw8N1//336+DBg/roo4+Un59vmzcTFBQkLy8vBQYGatiwYRo7dqyCg4MVFBSkcePGqUGDBrZVUvYgsQEAwMQsFsmtDCz33r9/v9q3b2/bL1h4NGTIEMXGxtreJ9m4cWPDdZ9//rnatWsnSZo9e7Y8PDzUv39/ZWZmqkOHDlq2bJnc3d3tjoPEBgAA3LB27drJarVe8/z1zhXw8fHRvHnzNG/evGLHQWIDAICJuZVAxcbZ/d1MxZo8vGLFCrVu3Vrh4eE6ffq0JGnOnDlav369U4MDAABwhMOJzcKFCzVmzBh17dpVv//+u+39DbfccovmzJnj7PgAAMB1mGVV1M3icGIzb948LV68WJMmTTJM5omKitK3337r1OAAAMD1FQxFOXszK4cTm4SEBDVp0qTQcW9vb2VkZDglKAAAgOJwOLGpXr26Dh8+XOj4p59+qrp16zojJgAAYKeCt3s7ezMrh1dFjR8/Xk888YSysrJktVr19ddf65133lF8fLzefPPNkogRAADALg4nNo888ojy8vI0YcIEXbp0SYMGDdKtt96qV199VQMHDiyJGAEAwDW4WSxyc3KJxdn93UzFeo7NY489pscee0y//vqrLl++rMqVKzs7LgAAAIfd0AP6Klas6Kw4AABAMbjJ+W+0NvMbsh1ObKpXr37d9e0//vjjDQUEAABQXA4nNjExMYb93NxcHTp0SBs3btT48eOdFRcAALBDSaxiMvEUG8cTm6eeeqrI46+99pr2799/wwEBAAD7uakEJg/LvJmN04bRunTpovfff99Z3QEAADjMaW/3/te//qWgoCBndQcAAOzAUJSRw4lNkyZNDJOHrVarkpKSdP78eS1YsMCpwQEAADjC4cSmd+/ehn03NzdVqlRJ7dq1U+3atZ0VFwAAsENJvLTSzC/BdCixycvLU7Vq1dS5c2eFhoaWVEwAAADF4tDkYQ8PDz3++OPKzs4uqXgAAIADLJb/vlbBWZuZ59g4vCqqefPmOnToUEnEAgAAcEMcnmMzcuRIjR07VmfPnlXTpk3l5+dnON+wYUOnBQcAAK6PVVFGdic2Q4cO1Zw5czRgwABJ0ujRo23nLBaLrFarLBaL8vPznR8lAAAoEpOHjexObJYvX66XXnpJCQkJJRkPAABAsdmd2FitVklS1apVSywYAADgGMsfv5zdp1k5NHn4em/1BgAAKG0OTR6uVavWXyY3Fy5cuKGAAACA/ZhjY+RQYvP8888rMDCwpGIBAAC4IQ4lNgMHDlTlypVLKhYAAOAgKjZGds+xYX4NAAAo6xxeFQUAAMoOi8Xi9OKDmYsZdic2ly9fLsk4AABAMTAUZeTwu6IAAADKKoffFQUAAMoO3hVlRMUGAAC4DCo2AACYmJvFIjcnl1ic3d/NRMUGAAC4DCo2AACYGKuijKjYAAAAl0HFBgAAMyuBVVEyccWGxAYAABNzk0VuTs5EnN3fzcRQFAAAcBlUbAAAMDEe0GdExQYAALgMKjYAAJgYy72NqNgAAIAbtnPnTvXo0UPh4eGyWCxat26d4bzValVsbKzCw8Pl6+urdu3a6ejRo4Y22dnZGjVqlCpWrCg/Pz/17NlTZ8+edSgOEhsAAEys4JUKzt4clZGRoUaNGmn+/PlFnp85c6ZmzZql+fPna9++fQoNDVWnTp108eJFW5uYmBitXbtWq1ev1q5du5Senq7u3bsrPz/f7jgYigIAADesS5cu6tKlS5HnrFar5syZo0mTJqlv376SpOXLlyskJESrVq3S8OHDlZqaqiVLlmjFihXq2LGjJGnlypWKiIjQ1q1b1blzZ7vioGIDAICJFayKcvYmSWlpaYYtOzu7WDEmJCQoKSlJ0dHRtmPe3t5q27atdu/eLUk6cOCAcnNzDW3Cw8NVv359Wxt7kNgAAGBibiqBoag/HtAXERGhwMBA2xYfH1+sGJOSkiRJISEhhuMhISG2c0lJSfLy8lKFChWu2cYeDEUBAIAiJSYmKiAgwLbv7e19Q/1Zrpq7Y7VaCx27mj1t/oyKDQAAJlaSQ1EBAQGGrbiJTWhoqCQVqrwkJyfbqjihoaHKyclRSkrKNdvYg8QGAACUqOrVqys0NFRbtmyxHcvJydGOHTvUqlUrSVLTpk3l6elpaHPu3DkdOXLE1sYeDEUBAGBibnJ+laI4/aWnp+vkyZO2/YSEBB0+fFhBQUGKjIxUTEyM4uLiVLNmTdWsWVNxcXEqV66cBg0aJEkKDAzUsGHDNHbsWAUHBysoKEjjxo1TgwYNbKuk7EFiAwAAbtj+/fvVvn172/6YMWMkSUOGDNGyZcs0YcIEZWZmauTIkUpJSVHz5s21efNm+fv7266ZPXu2PDw81L9/f2VmZqpDhw5atmyZ3N3d7Y7DYrVarc77WDdXWlqaAgMD9c2Pv8jfP+CvLwBwTTO2/1DaIQAuIedSupYOaaHU1FTDxFtnK/geuPDzo/It7//XFzggM/2iHm9fr8Q/Q0lgjg0AAHAZDEUBAGBilj82Z/dpVlRsAACAy6BiAwCAiRX3pZV/1adZkdgAAGBy5k1DnI+hKAAA4DKo2AAAYGJ/fgWCM/s0Kyo2AADAZVCxAQDAxCwWi0Nvv7a3T7OiYgMAAFwGFRsAAEysrLwEs6wwc+wAAAAGVGwAADAx5tgYkdgAAGBivCvKiKEoAADgMqjYAABgYgxFGVGxAQAALoOKDQAAJsZybyMzxw4AAGBAxQYAABNjjo0RFRsAAOAyqNgAAGBiPMfGiMQGAAATs1iubM7u06wYigIAAC6Dig0AACbmJovcnDx45Oz+biYqNgAAwGVQsQEAwMSYY2NExQYAALgMKjYAAJiY5Y9fzu7TrKjYAAAAl0HFBgAAE2OOjRGJDQAAJmYpgeXeDEUBAACUAVRsAAAwMYaijKjYAAAAl0HFBgAAE6NiY0TFBgAAuAwqNgAAmBgP6DOiYgMAAFwGFRs4xZyZL2ruP6YbjlWsFKKvvztl2z954j+aMe057d39hayXL6tm7Tqa9+ZK3Vol8iZHC5Qdt1csp+haFRVZwUe3+Hpq4e4z+ubni5IkN4vUq36I6oeWV0U/L2Xm5us/yRla++0vSs3Ks/XRpnoF3RUZqIhbfOTr6a6n1x9TZu7l0vpIuMncLFc2Z/dpViQ2cJpatetqxb8+tu27ubvbfn864Uf1795B/QcPUcyE5+QfEKiTJ/4jb2+f0ggVKDO8Pdx0NjVLu0+laEQrY5Lv5e6myFt89Mmx8zr7e5bKebmrX6NQjWwVqfhtP/6pnUVHk9J1NCldfRqE3OyPgFLGUJRRqSY2O3fu1D/+8Q8dOHBA586d09q1a9W7d+/SDAk3wN3dQ5VCQos890rcVLXr2FnPTI2zHYusVv1mhQaUWQUJSVGy8i7r1S9OG46tOXxOz3a4TRV8PZWSmStJ2nbygiSpVqVyJRssYAKlOscmIyNDjRo10vz580szDDjJqYSTalG/uu5pWlujH3tQZ04lSJIuX76sz7dsVPXbampIvx5qVidSfTrfrc2fbCjliAHz8fV012WrVZm5+aUdCsqIguXezt7MqlQTmy5duujFF19U3759SzMMOEHjO5vp5flvatm7Hypu1gKdT/5F93dtr5QLv+m388nKyEjX63Nf1j0dOmn5ux8qumtPPf7wQO398ovSDh0wDQ83i/rUD9G+M6nKymMODcqOvLw8Pffcc6pevbp8fX1Vo0YNTZs2TZcv//fvqdVqVWxsrMLDw+Xr66t27drp6NGjTo/FVHNssrOzlZ2dbdtPS0srxWjwZ+06djbs3xnVXO2a1dP7a1aqR59+kqSO93XXsBGjJUl1GzTSwX179c/li9W89d03PV7AbNws0qPNq8hikd45dK60w0EZYpHz58Q42tuMGTP0+uuva/ny5apXr57279+vRx55RIGBgXrqqackSTNnztSsWbO0bNky1apVSy+++KI6deqk48ePy9/f32mxm2q5d3x8vAIDA21bREREaYeEayjn56c76tbTqR9/UIWgivLw8FDNWnUMbW6rdYfOnU0spQgB83CzSH9rEaGKfl569YvTVGtQ5uzZs0e9evVSt27dVK1aNd1///2Kjo7W/v37JV2p1syZM0eTJk1S3759Vb9+fS1fvlyXLl3SqlWrnBqLqRKbZ599VqmpqbYtMZFvimVVdna2fjjxH1UOCZWXl5caNmmqH384YWhz6ofvFR7BUm/gegqSmkrlvTRn5yll5DC3BkYFy72dvUlXRkb+vP151OTP2rRpo88++0wnTlz5f/6bb77Rrl271LVrV0lSQkKCkpKSFB0dbbvG29tbbdu21e7du5369TDVUJS3t7e8vb1LOwwUIW7qM+oQ3U3hVSL026/Jmj9rhtIvXtT/DRgsSXrsiac1+rEHdVfLNmrRuq12btuszzZ9olXrNpVy5EDp8nZ3U6XyXrb9in5eqhLoo4ycfKVm5Wp4ywhF3OKr1748LTeLRQHeV/7bzsjJV77VKkkK8PZQgI+HKvld6efWQB9l5V7WhUu5usQkY9yAq0dGpk6dqtjY2ELtJk6cqNTUVNWuXVvu7u7Kz8/X9OnT9f/+3/+TJCUlJUmSQkKMjyMICQnR6dOnC/V3I0yV2KDsSvr5Jz01/CGlXPhNQcEV1bjpXXp/4w7dGlFVktS5Wy+98I95WvjqP/T838eqxm21tGDpO2rWonUpRw6UrqpBPhrT9r+PPujX6MojE/acStFH351Xo/AASdLkTrcbrpu1I0Enzl+SJN1zWwV1r1vZdm5cuyv9Ld/3k/ac/r0kw0cZUJLPsUlMTFRAQIDt+LWKC2vWrNHKlSu1atUq1atXT4cPH1ZMTIzCw8M1ZMiQ//Z71XIrq9Va6NiNKtXEJj09XSdPnrTtJyQk6PDhwwoKClJkJEMUZjJ38Yq/bNN/8BD1HzzkL9sB/0tOnL+kEf+69sqQ650r8NF35/XRd+edGRZMpCTf7h0QEGBIbK5l/PjxeuaZZzRw4EBJUoMGDXT69GnFx8dryJAhCg29krAnJSUpLCzMdl1ycnKhKs6NKtU5Nvv371eTJk3UpEkTSdKYMWPUpEkTTZkypTTDAgAADrh06ZLc3Iwphbu7u225d/Xq1RUaGqotW7bYzufk5GjHjh1q1aqVU2Mp1YpNu3btZP1jjBgAADjOIseXZ9vTpyN69Oih6dOnKzIyUvXq1dOhQ4c0a9YsDR069Ep/FotiYmIUFxenmjVrqmbNmoqLi1O5cuU0aNAgp8bOHBsAAHBD5s2bp8mTJ2vkyJFKTk5WeHi4hg8fbhiBmTBhgjIzMzVy5EilpKSoefPm2rx5s1OfYSNJFquJSyZpaWkKDAzUNz/+In//vx4DBHBtM7b/UNohAC4h51K6lg5podTUVLvmpxRXwffALQdPy8/J3wMzLqap051VS/wzlARTPccGAADgehiKAgDAxMrCHJuyhIoNAABwGVRsAAAwM0o2BiQ2AACYWEk+ediMGIoCAAAug4oNAABmVgKvVDBxwYaKDQAAcB1UbAAAMDHmDhtRsQEAAC6Dig0AAGZGycaAig0AAHAZVGwAADAxnmNjRGIDAICJWUpgubfTl4/fRAxFAQAAl0HFBgAAE2PusBEVGwAA4DKo2AAAYGaUbAyo2AAAAJdBxQYAABNjubcRFRsAAOAyqNgAAGBiPMfGiIoNAABwGVRsAAAwMRZFGZHYAABgZmQ2BgxFAQAAl0HFBgAAE2O5txEVGwAA4DKo2AAAYGIs9zaiYgMAAFwGFRsAAEyMRVFGVGwAAIDLoGIDAICZUbIxILEBAMDEWO5txFAUAABwGVRsAAAwMZZ7G1GxAQAALoOKDQAAJsbcYSMqNgAAwGVQsQEAwMwo2RhQsQEAAC6Dig0AACbGc2yMSGwAADAxlnsbMRQFAABcBokNAAAmZimhzVE//fSTHnjgAQUHB6tcuXJq3LixDhw4YDtvtVoVGxur8PBw+fr6ql27djp69GixPvP1kNgAAIAbkpKSotatW8vT01OffvqpvvvuO73yyiu65ZZbbG1mzpypWbNmaf78+dq3b59CQ0PVqVMnXbx40amxMMcGAAAzKwPLvWfMmKGIiAgtXbrUdqxatWq231utVs2ZM0eTJk1S3759JUnLly9XSEiIVq1apeHDhzsjaklUbAAAwDWkpaUZtuzs7CLbbdiwQVFRUerXr58qV66sJk2aaPHixbbzCQkJSkpKUnR0tO2Yt7e32rZtq927dzs1ZhIbAABMzFJCvyQpIiJCgYGBti0+Pr7IGH788UctXLhQNWvW1KZNmzRixAiNHj1ab7/9tiQpKSlJkhQSEmK4LiQkxHbOWRiKAgAARUpMTFRAQIBt39vbu8h2ly9fVlRUlOLi4iRJTZo00dGjR7Vw4UI99NBDtnaWq9aRW63WQsduFBUbAADMzPLfZ9k4ayuYYxMQEGDYrpXYhIWFqW7duoZjderU0ZkzZyRJoaGhklSoOpOcnFyoinOjSGwAADCxsrDcu3Xr1jp+/Ljh2IkTJ1S1alVJUvXq1RUaGqotW7bYzufk5GjHjh1q1aqVg3e7PoaiAADADXn66afVqlUrxcXFqX///vr666/1xhtv6I033pB0ZQgqJiZGcXFxqlmzpmrWrKm4uDiVK1dOgwYNcmosJDYAAJhZGVju3axZM61du1bPPvuspk2bpurVq2vOnDkaPHiwrc2ECROUmZmpkSNHKiUlRc2bN9fmzZvl7+/v1NBJbAAAwA3r3r27unfvfs3zFotFsbGxio2NLdE4SGwAADAx3u5txORhAADgMqjYAABgYrYl2k7u06yo2AAAAJdBxQYAABMrA4uiyhQSGwAAzIzMxoChKAAA4DKo2AAAYGIs9zaiYgMAAFwGFRsAAEzMohJY7u3c7m4qKjYAAMBlULEBAMDEWBRlRMUGAAC4DCo2AACYGK9UMCKxAQDA1BiM+jOGogAAgMugYgMAgIkxFGVExQYAALgMKjYAAJgYM2yMqNgAAACXQcUGAAATY46NERUbAADgMqjYAABgYpY/fjm7T7MisQEAwMyYPWzAUBQAAHAZVGwAADAxCjZGVGwAAIDLoGIDAICJsdzbiIoNAABwGVRsAAAwMZZ7G1GxAQAALoOKDQAAZsayKAMSGwAATIy8xoihKAAA4DKo2AAAYGIs9zaiYgMAAFwGFRsAAEzN+cu9zTzLhooNAABwGVRsAAAwMebYGFGxAQAALoPEBgAAuAxTD0VZrVZJUvrFi6UcCWB+OZfSSzsEwCXkZGZI+u/3KNxcpk5sLv6R0LRudHspRwIAgNHFixcVGBhY4vdhjo2RqROb8PBwJSYmyt/fXxYz/ym4uLS0NEVERCgxMVEBAQGlHQ5gWvxbMger1aqLFy8qPDz8ptyPt3sbmTqxcXNzU5UqVUo7DNgpICCA/4wBJ+DfUtl3Myo1ZVl8fLz+/ve/66mnntKcOXMkXUn4nn/+eb3xxhtKSUlR8+bN9dprr6levXpOvTeThwEAMLGCoShnb8W1b98+vfHGG2rYsKHh+MyZMzVr1izNnz9f+/btU2hoqDp16mSbVuIsJDYAAMAp0tPTNXjwYC1evFgVKlSwHbdarZozZ44mTZqkvn37qn79+lq+fLkuXbqkVatWOTUGEhuUOG9vb02dOlXe3t6lHQpgavxbQlEsJbRJV+Z1/XnLzs6+bixPPPGEunXrpo4dOxqOJyQkKCkpSdHR0bZj3t7eatu2rXbv3n0Dn74wEhuUOG9vb8XGxvKfMXCD+LeEmy0iIkKBgYG2LT4+/pptV69erYMHDxbZJikpSZIUEhJiOB4SEmI75yymnjwMAMD/vD+XWJzZp1RoBd61kurExEQ99dRT2rx5s3x8fK7d7VWTd6xWq9NXNZPYAACAItm7Au/AgQNKTk5W06ZNbcfy8/O1c+dOzZ8/X8ePH5d0pXITFhZma5OcnFyoinOjGIoCAMDELCX0yxEdOnTQt99+q8OHD9u2qKgoDR48WIcPH1aNGjUUGhqqLVu22K7JycnRjh071KpVK6d+PajYAABgYmXhycP+/v6qX7++4Zifn5+Cg4Ntx2NiYhQXF6eaNWuqZs2aiouLU7ly5TRo0CBnhS2Jig1K2IIFC1S9enX5+PioadOm+uKLL0o7JMB0du7cqR49eig8PFwWi0Xr1q0r7ZAAh02YMEExMTEaOXKkoqKi9NNPP2nz5s3y9/d36n1IbFBi1qxZo5iYGE2aNEmHDh3S3XffrS5duujMmTOlHRpgKhkZGWrUqJHmz59f2qGgDCrJ5d43Yvv27banDktXJg7Hxsbq3LlzysrK0o4dOwpVeZzBYuX1oyghzZs315133qmFCxfajtWpU0e9e/e+7pJBANdmsVi0du1a9e7du7RDQSlLS0tTYGCgzp3/3emv2EhLS1NYpVuUmppqutd3ULFBicjJydGBAwcMD2OSpOjoaKc/jAkA/qeV1ZJNKSGxQYn49ddflZ+ff1MexgQAQAFWRaFE3YyHMQHA/7LiLM+2p0+zomKDElGxYkW5u7sXqs6UxMOYAAAoQMUGJcLLy0tNmzbVli1b1KdPH9vxLVu2qFevXqUYGQC4losX05z+HJuLF9Oc2+FNRGKDEjNmzBg9+OCDioqKUsuWLfXGG2/ozJkzGjFiRGmHBphKenq6Tp48adtPSEjQ4cOHFRQUpMjIyFKMDKXJy8tLoaGhqlk9okT6Dw0NlZeXV4n0XZJY7o0StWDBAs2cOVPnzp1T/fr1NXv2bN1zzz2lHRZgKtu3b1f79u0LHR8yZIiWLVt28wNCmZGVlaWcnJwS6dvLy+u6L7Qsq0hsAACAy2DyMAAAcBkkNgAAwGWQ2AAAAJdBYgMAAFwGiQ0AAHAZJDYAAMBlkNgAAACXQWIDmEhsbKwaN25s23/44YfVu3fvmx7HqVOnZLFYdPjw4Wu2qVatmubMmWN3n8uWLdMtt9xyw7FZLBatW7fuhvsBYE4kNsANevjhh2WxWGSxWOTp6akaNWpo3LhxysjIKPF7v/rqq3Y/edaeZAQAzI53RQFOcN9992np0qXKzc3VF198oUcffVQZGRlauHBhoba5ubny9PR0yn0DAwOd0g8AuAoqNoATeHt7KzQ0VBERERo0aJAGDx5sGw4pGD566623VKNGDXl7e8tqtSo1NVV/+9vfVLlyZQUEBOjee+/VN998Y+j3pZdeUkhIiPz9/TVs2DBlZWUZzl89FHX58mXNmDFDt99+u7y9vRUZGanp06dLkqpXry5JatKkiSwWi9q1a2e7bunSpapTp458fHxUu3ZtLViwwHCfr7/+Wk2aNJGPj4+ioqJ06NAhh79Gs2bNUoMGDeTn56eIiAiNHDlS6enphdqtW7dOtWrVko+Pjzp16qTExETD+Q8//FBNmzaVj4+PatSooeeff155eXkOxwPANZHYACXA19dXubm5tv2TJ0/q3Xff1fvvv28bCurWrZuSkpL0ySef6MCBA7rzzjvVoUMHXbhwQZL07rvvaurUqZo+fbr279+vsLCwQgnH1Z599lnNmDFDkydP1nfffadVq1YpJCRE0pXkRJK2bt2qc+fO6YMPPpAkLV68WJMmTdL06dN17NgxxcXFafLkyVq+fLkkKSMjQ927d9cdd9yhAwcOKDY2VuPGjXP4a+Lm5qa5c+fqyJEjWr58ubZt26YJEyYY2ly6dEnTp0/X8uXL9eWXXyotLU0DBw60nd+0aZMeeOABjR49Wt99950WLVqkZcuW2ZI3AJAVwA0ZMmSItVevXrb9vXv3WoODg639+/e3Wq1W69SpU62enp7W5ORkW5vPPvvMGhAQYM3KyjL0ddttt1kXLVpktVqt1pYtW1pHjBhhON+8eXNro0aNirx3Wlqa1dvb27p48eIi40xISLBKsh46dMhwPCIiwrpq1SrDsRdeeMHasmVLq9VqtS5atMgaFBRkzcjIsJ1fuHBhkX39WdWqVa2zZ8++5vl3333XGhwcbNtfunSpVZL1q6++sh07duyYVZJ17969VqvVar377rutcXFxhn5WrFhhDQsLs+1Lsq5du/aa9wXg2phjAzjBRx99pPLlyysvL0+5ubnq1auX5s2bZztftWpVVapUybZ/4MABpaenKzg42NBPZmamfvjhB0nSsWPHNGLECMP5li1b6vPPPy8yhmPHjik7O1s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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bin_model('svm', 'tfidf')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "abaa8ea1", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 614 + }, + "id": "abaa8ea1", + "outputId": "d9c8b140-a73a-468d-b022-e64bac33a305" + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'bin_model' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m bin_model(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknn\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtfidf\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[1;31mNameError\u001b[0m: name 'bin_model' is not defined" + ] + } + ], + "source": [ + "bin_model('knn', 'tfidf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12ad0cbe", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NaturalHistory_Binary_ML_model_notebook_codes/ML_binary_basic_feature_selection_CV_04232024.ipynb b/NaturalHistory_Binary_ML_model_notebook_codes/ML_binary_basic_feature_selection_CV_04232024.ipynb new file mode 100644 index 0000000..5847895 --- /dev/null +++ b/NaturalHistory_Binary_ML_model_notebook_codes/ML_binary_basic_feature_selection_CV_04232024.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "2f111164", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\aom2\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import nltk\n", + "import os\n", + "nltk.download('stopwords')\n", + "from nltk.corpus import stopwords\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn import svm\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, classification_report, f1_score, recall_score, precision_score\n", + "import matplotlib.pyplot as plt\n", + "import scikitplot as skplt\n", + "from sklearn.feature_selection import SelectKBest, chi2\n", + "import pandas as pd\n", + "from sklearn.model_selection import cross_val_score, StratifiedKFold" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "21e6e771", + "metadata": {}, + "outputs": [], + "source": [ + "df_bin = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "df_bin['binary2_label'].value_counts()\n", + "df_test = pd.read_excel(\"content/final_testset.xlsx\")\n", + "df_bin['ABSTRACT'] = df_bin['ABSTRACT'].apply(str.lower)\n", + "df_test['ABSTRACT'] = df_test['ABSTRACT'].apply(str.lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "af69f4c4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary2_label\n", + "0 4552\n", + "1 3370\n", + "Name: count, dtype: int64\n", + "The dataset is imbalanced.\n" + ] + } + ], + "source": [ + "\n", + "# Assuming df_bin is your DataFrame and 'binary2_label' is the column with class labels\n", + "class_counts = df_bin['binary2_label'].value_counts()\n", + "print(class_counts)\n", + "\n", + "# Check balance\n", + "if len(class_counts) > 1 and abs(class_counts[0] - class_counts[1]) / sum(class_counts) < 0.1:\n", + " print(\"The dataset is relatively balanced.\")\n", + "else:\n", + " print(\"The dataset is imbalanced.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "251f061d", + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_model(model_type, vectortype, df_bin, df_test, C=1, k=6200):\n", + " # Choose the vectorizer based on the 'vectortype' parameter\n", + " if vectortype == \"tfidf\":\n", + " vectorizer = TfidfVectorizer()\n", + " elif vectortype == \"countvec\":\n", + " vectorizer = CountVectorizer()\n", + " else:\n", + " raise ValueError(\"vectortype must be 'tfidf' or 'countvec'\")\n", + " \n", + " X_train = vectorizer.fit_transform(df_bin['ABSTRACT'])\n", + " y_train = df_bin['binary2_label']\n", + " \n", + " selector = SelectKBest(score_func=chi2, k=k)\n", + " X_train_sel = selector.fit_transform(X_train, y_train)\n", + "\n", + " model = {\n", + " 'nb': MultinomialNB(),\n", + " 'lr': LogisticRegression(max_iter=1000),\n", + " 'svm': LinearSVC(C=C),\n", + " 'knn': KNeighborsClassifier(n_neighbors=7),\n", + " 'rf': RandomForestClassifier(),\n", + " 'ada': AdaBoostClassifier(n_estimators=50),\n", + " 'gb': GradientBoostingClassifier(n_estimators=50)\n", + " }.get(model_type, LinearSVC(C=C)) # Default to SVM if type is unknown\n", + "\n", + " # Cross-validation strategy\n", + " cv_strategy = StratifiedKFold(n_splits=5)\n", + "\n", + " # Evaluate the model using cross-validation on the training data\n", + " cv_scores = cross_val_score(model, X_train_sel, y_train, cv=cv_strategy, scoring='f1_macro')\n", + " cv_accuracy = cross_val_score(model, X_train_sel, y_train, cv=cv_strategy, scoring='accuracy')\n", + "\n", + " print(f'Cross-validated F1 score: {np.mean(cv_scores)}')\n", + " print(f'Cross-validated Accuracy: {np.mean(cv_accuracy)}')\n", + "\n", + " # Fit the model to the entire training data for final evaluation\n", + " model.fit(X_train_sel, y_train)\n", + "\n", + " # Predictions and evaluations on the test set\n", + " X_test = vectorizer.transform(df_test['ABSTRACT'])\n", + " X_test_sel = selector.transform(X_test)\n", + " y_test = df_test['binary2_label']\n", + " y_pred = model.predict(X_test_sel)\n", + "\n", + " test_accuracy = accuracy_score(y_test, y_pred)\n", + " test_f1 = f1_score(y_test, y_pred, average='macro')\n", + "\n", + " print(f'Test Accuracy: {test_accuracy}')\n", + " print(f'Test F1 score: {test_f1}')\n", + "\n", + " # Confusion Matrix Plot\n", + " skplt.metrics.plot_confusion_matrix(y_test, y_pred, title=\"Binary Confusion Matrix\")\n", + " plt.show()\n", + "\n", + " return {\n", + " 'model': model,\n", + " 'vectorizer': vectorizer,\n", + " 'selector': selector,\n", + " 'cv_scores_f1': cv_scores,\n", + " 'cv_scores_accuracy': cv_accuracy,\n", + " 'test_accuracy': test_accuracy,\n", + " 'test_f1': test_f1,\n", + " 'y_test': y_test,\n", + " 'y_pred': y_pred\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "cd8387ab", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cross-validated F1 score: 0.7739624801692924\n", + "Cross-validated Accuracy: 0.7856699486983398\n", + "Test Accuracy: 0.78125\n", + "Test F1 score: 0.7721809986339045\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "optimal_features = evaluate_model('svm', 'tfidf',df_bin, df_test, C=1,k=3500)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "08983747", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cross-validated F1 score: 0.7560196100343906\n", + "Cross-validated Accuracy: 0.7693844597393493\n", + "Test Accuracy: 0.7716346153846154\n", + "Test F1 score: 0.7590699319031158\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "optimal_features = evaluate_model('svm', 'tfidf',df_bin, df_test, C=0.1,k=3400)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37efdced", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NaturalHistory_Binary_ML_model_notebook_codes/ML_binary_basic_find_best_feature_num-check _data_balance_CV_04232024.ipynb b/NaturalHistory_Binary_ML_model_notebook_codes/ML_binary_basic_find_best_feature_num-check _data_balance_CV_04232024.ipynb new file mode 100644 index 0000000..37ff8a9 --- /dev/null +++ b/NaturalHistory_Binary_ML_model_notebook_codes/ML_binary_basic_find_best_feature_num-check _data_balance_CV_04232024.ipynb @@ -0,0 +1,52402 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "id": "2f111164", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\aom2\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import nltk\n", + "import os\n", + "nltk.download('stopwords')\n", + "from nltk.corpus import stopwords\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn import svm\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import cross_val_score,StratifiedKFold\n", + "\n", + "from sklearn.metrics import accuracy_score, classification_report, f1_score, recall_score, precision_score\n", + "import matplotlib.pyplot as plt\n", + "import scikitplot as skplt\n", + "from sklearn.feature_selection import SelectKBest, chi2\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "21e6e771", + "metadata": {}, + "outputs": [], + "source": [ + "df_bin = pd.read_excel(\"content/final_trainset.xlsx\")\n", + "df_bin['binary2_label'].value_counts()\n", + "df_test = pd.read_excel(\"content/final_testset.xlsx\")\n", + "df_bin['ABSTRACT'] = df_bin['ABSTRACT'].apply(str.lower)\n", + "df_test['ABSTRACT'] = df_test['ABSTRACT'].apply(str.lower)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "af69f4c4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary2_label\n", + "0 4552\n", + "1 3370\n", + "Name: count, dtype: int64\n", + "The dataset is imbalanced.\n" + ] + } + ], + "source": [ + "\n", + "# Assuming df_bin is your DataFrame and 'binary2_label' is the column with class labels\n", + "class_counts = df_bin['binary2_label'].value_counts()\n", + "print(class_counts)\n", + "\n", + "# Check balance\n", + "if len(class_counts) > 1 and abs(class_counts[0] - class_counts[1]) / sum(class_counts) < 0.1:\n", + " print(\"The dataset is relatively balanced.\")\n", + "else:\n", + " print(\"The dataset is imbalanced.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "dcf9bdac", + "metadata": {}, + "outputs": [], + "source": [ + "def find_optimal_features(df_bin, vectortype, C=1):\n", + " if vectortype == \"tfidf\":\n", + " vectorizer = TfidfVectorizer()\n", + " elif vectortype == \"countvec\":\n", + " vectorizer = CountVectorizer()\n", + " else:\n", + " raise ValueError(\"vectortype must be 'tfidf' or 'countvec'\")\n", + " \n", + " X_train = vectorizer.fit_transform(df_bin['ABSTRACT'])\n", + " y_train = df_bin['binary2_label']\n", + " \n", + " feature_names = vectorizer.get_feature_names_out()\n", + " \n", + " f1_scores = []\n", + " accuracy_scores = []\n", + " feature_counts = []\n", + "\n", + " for k in range(100, len(feature_names) + 1, 100):\n", + " selector = SelectKBest(score_func=chi2, k=k)\n", + " X_train_sel = selector.fit_transform(X_train, y_train)\n", + "\n", + " model = LinearSVC(C=C)\n", + " cv_strategy = StratifiedKFold(n_splits=5)\n", + "\n", + " # Evaluate F1 score\n", + " f1 = cross_val_score(model, X_train_sel, y_train, cv=cv_strategy, scoring='f1_macro')\n", + " f1_mean = np.mean(f1)\n", + "\n", + " # Evaluate accuracy\n", + " accuracy = cross_val_score(model, X_train_sel, y_train, cv=cv_strategy, scoring='accuracy')\n", + " accuracy_mean = np.mean(accuracy)\n", + "\n", + " f1_scores.append(f1_mean)\n", + " accuracy_scores.append(accuracy_mean)\n", + " feature_counts.append(k)\n", + "\n", + " print(f'Features: {k}, F1 Score: {f1_mean}, Accuracy: {accuracy_mean}')\n", + "\n", + " # Plotting the results for both F1 score and accuracy\n", + " plt.figure(figsize=(10, 6))\n", + " plt.plot(feature_counts, f1_scores, marker='o', linestyle='-', label='F1 Score')\n", + " plt.plot(feature_counts, accuracy_scores, marker='x', linestyle='--', label='Accuracy')\n", + " plt.title('Model Performance vs Number of Selected Features')\n", + " plt.xlabel('Number of Features')\n", + " plt.ylabel('Score')\n", + " plt.legend()\n", + " plt.grid(True)\n", + " plt.savefig('feature_selection_performance_combined.png')\n", + " plt.show()\n", + "\n", + " optimal_features = feature_counts[np.argmax(f1_scores)]\n", + " print(f'Optimal number of features: {optimal_features}')\n", + "\n", + " return optimal_features" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5b3c3b57", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 100, F1 Score: 0.7131688749970605, Accuracy: 0.7340394481088487\n", + "Features: 200, F1 Score: 0.7221741043954609, Accuracy: 0.7406040690819871\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 300, F1 Score: 0.7300373724094872, Accuracy: 0.7474202593760955\n", + "Features: 400, F1 Score: 0.7326225927029139, Accuracy: 0.7496920307172673\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 500, F1 Score: 0.7387936458642927, Accuracy: 0.7548671255138132\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 600, F1 Score: 0.7391793478855595, Accuracy: 0.7547411815314022\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 700, F1 Score: 0.7404101934474754, Accuracy: 0.7556250995762037\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 800, F1 Score: 0.7411983651097775, Accuracy: 0.7563821973680018\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 900, F1 Score: 0.7424304105795827, Accuracy: 0.7572657171079884\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1000, F1 Score: 0.7420517794689662, Accuracy: 0.7568878851607559\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1100, F1 Score: 0.7436685321203863, Accuracy: 0.7584023993882039\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1200, F1 Score: 0.744468254385845, Accuracy: 0.7591595768409649\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1300, F1 Score: 0.7460517217718321, Accuracy: 0.7605486250517798\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1400, F1 Score: 0.7475829260956909, Accuracy: 0.7619370359748908\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1500, F1 Score: 0.7491056789189005, Accuracy: 0.7633251282541502\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1600, F1 Score: 0.7483681455548836, Accuracy: 0.7624416881751268\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1700, F1 Score: 0.748932435666044, Accuracy: 0.7630730013064397\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1800, F1 Score: 0.749911383495365, Accuracy: 0.7640827040117262\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1900, F1 Score: 0.7508467276726789, Accuracy: 0.7647140171430391\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2000, F1 Score: 0.7516550746196522, Accuracy: 0.7654715929006148\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2100, F1 Score: 0.7515981389015322, Accuracy: 0.7654715132396521\n", + "Features: 2200, F1 Score: 0.751624022686071, Accuracy: 0.7655977758659146\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2300, F1 Score: 0.7520943283953085, Accuracy: 0.7659764044227766\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2400, F1 Score: 0.7526390238065546, Accuracy: 0.7663551126406015\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2500, F1 Score: 0.7525949941200777, Accuracy: 0.7663551126406015\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2600, F1 Score: 0.7528923242522116, Accuracy: 0.7667338208584266\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2700, F1 Score: 0.7537929437323523, Accuracy: 0.7674916355988911\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2800, F1 Score: 0.7538884563684134, Accuracy: 0.7676179778861167\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2900, F1 Score: 0.7537113661262372, Accuracy: 0.7674918745817799\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3000, F1 Score: 0.7534500568693273, Accuracy: 0.7672393493292546\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3100, F1 Score: 0.7531761334011027, Accuracy: 0.766860083484689\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3200, F1 Score: 0.7527994355902339, Accuracy: 0.7664813752668642\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3300, F1 Score: 0.7540851398444297, Accuracy: 0.7676174202593761\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3400, F1 Score: 0.7560196100343906, Accuracy: 0.7693844597393493\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3500, F1 Score: 0.754189300132551, Accuracy: 0.7677435235637128\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3600, F1 Score: 0.754656729028277, Accuracy: 0.7681224707644266\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3700, F1 Score: 0.7545391276199913, Accuracy: 0.7679962877991269\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3800, F1 Score: 0.7548214859841933, Accuracy: 0.7681222317815377\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3900, F1 Score: 0.7542713697537715, Accuracy: 0.767617499920339\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4000, F1 Score: 0.7543827710617664, Accuracy: 0.7677436828856388\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4100, F1 Score: 0.7534527924152028, Accuracy: 0.7669865054328777\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4200, F1 Score: 0.7536305274292394, Accuracy: 0.7671127680591403\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4300, F1 Score: 0.7534591393247256, Accuracy: 0.7669867444157664\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4400, F1 Score: 0.7545925247978348, Accuracy: 0.7681228690692413\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4500, F1 Score: 0.7541598991441133, Accuracy: 0.7676176592422649\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4600, F1 Score: 0.7539898868705789, Accuracy: 0.7673652136507025\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4700, F1 Score: 0.7542059130008002, Accuracy: 0.7674913966160022\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4800, F1 Score: 0.7542217903122472, Accuracy: 0.7674913966160022\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4900, F1 Score: 0.7539553063827592, Accuracy: 0.7672387917025141\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5000, F1 Score: 0.7539634981735157, Accuracy: 0.7672390306854029\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5100, F1 Score: 0.75380998331686, Accuracy: 0.7671126087372143\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5200, F1 Score: 0.7548283893431297, Accuracy: 0.7681223114425008\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5300, F1 Score: 0.7538825862410768, Accuracy: 0.7672387917025141\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5400, F1 Score: 0.7551044284320069, Accuracy: 0.7683752349998406\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5500, F1 Score: 0.7550358180044798, Accuracy: 0.768248972373578\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5600, F1 Score: 0.7545939040517975, Accuracy: 0.7678701048338272\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5700, F1 Score: 0.7532841793672475, Accuracy: 0.7666076378931268\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5800, F1 Score: 0.7533924789253108, Accuracy: 0.7667341395022783\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5900, F1 Score: 0.7545021698350791, Accuracy: 0.7676178185641909\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6000, F1 Score: 0.7539547410477405, Accuracy: 0.7671130070420291\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6100, F1 Score: 0.7536052355504923, Accuracy: 0.7667342191632411\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6200, F1 Score: 0.7537736683057255, Accuracy: 0.7668604021285409\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6300, F1 Score: 0.7537289336745354, Accuracy: 0.7668604817895038\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6400, F1 Score: 0.7544428780670077, Accuracy: 0.767491794920817\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6500, F1 Score: 0.7538813949576603, Accuracy: 0.767113086702992\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6600, F1 Score: 0.754526595740468, Accuracy: 0.7677441608514164\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6700, F1 Score: 0.7543337418268401, Accuracy: 0.7676179778861167\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6800, F1 Score: 0.7544530895600168, Accuracy: 0.7677440015294905\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6900, F1 Score: 0.75510214358898, Accuracy: 0.7682488130516522\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7000, F1 Score: 0.7555497634233329, Accuracy: 0.7686272026256253\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7100, F1 Score: 0.7552361627712897, Accuracy: 0.768374836695026\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7200, F1 Score: 0.7546580141220588, Accuracy: 0.7678696268680496\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7300, F1 Score: 0.7550876165687992, Accuracy: 0.7682482554249115\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7400, F1 Score: 0.7553118629711097, Accuracy: 0.7685011789822516\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7500, F1 Score: 0.7551915321713966, Accuracy: 0.7683749163559889\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7600, F1 Score: 0.7549145432464558, Accuracy: 0.7679962877991269\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7700, F1 Score: 0.754653128663066, Accuracy: 0.7677438422075646\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7800, F1 Score: 0.7553534582100319, Accuracy: 0.7683750756779147\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7900, F1 Score: 0.7553027130581883, Accuracy: 0.7683750756779147\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8000, F1 Score: 0.7551589353578729, Accuracy: 0.7682488130516522\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8100, F1 Score: 0.7553202201677978, Accuracy: 0.7683751553388778\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8200, F1 Score: 0.7557507432078663, Accuracy: 0.7687537838957398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8300, F1 Score: 0.7549143012688173, Accuracy: 0.7679964471210529\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8400, F1 Score: 0.7548828733176401, Accuracy: 0.7679963674600898\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8500, F1 Score: 0.7543796402926299, Accuracy: 0.7674913966160023\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8600, F1 Score: 0.7543491603473267, Accuracy: 0.7674913169550394\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8700, F1 Score: 0.7544987790306548, Accuracy: 0.767617659242265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8800, F1 Score: 0.7540244846639802, Accuracy: 0.7671127680591403\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8900, F1 Score: 0.7541921774832673, Accuracy: 0.76723895102444\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9000, F1 Score: 0.7543301179401298, Accuracy: 0.7673649746678137\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9100, F1 Score: 0.7540705054510843, Accuracy: 0.7671126087372144\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9200, F1 Score: 0.754240811156593, Accuracy: 0.767238871363477\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9300, F1 Score: 0.7542132331019173, Accuracy: 0.7672387917025141\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9400, F1 Score: 0.7545964292248912, Accuracy: 0.767617579581302\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9500, F1 Score: 0.7543362612205678, Accuracy: 0.7673651339897396\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9600, F1 Score: 0.7538794101559813, Accuracy: 0.7669864257719147\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9700, F1 Score: 0.7543093019149125, Accuracy: 0.7673651339897397\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9800, F1 Score: 0.75457527604618, Accuracy: 0.767617499920339\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9900, F1 Score: 0.754693097121715, Accuracy: 0.7677436828856388\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10000, F1 Score: 0.7540856701430466, Accuracy: 0.7672387120415511\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10100, F1 Score: 0.7537986504074281, Accuracy: 0.7669861867890259\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. 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Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10200, F1 Score: 0.7535129757318961, Accuracy: 0.7667336615365007\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10300, F1 Score: 0.7540952866361972, Accuracy: 0.7673648153458879\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10400, F1 Score: 0.7537366867073507, Accuracy: 0.7669860274671\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10500, F1 Score: 0.7538774919203557, Accuracy: 0.7671121307714368\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10600, F1 Score: 0.7536617028605892, Accuracy: 0.7668595258579486\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10700, F1 Score: 0.7538989812411663, Accuracy: 0.7671119714495108\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10800, F1 Score: 0.7538157313314164, Accuracy: 0.766985947806137\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10900, F1 Score: 0.7532279071733324, Accuracy: 0.7664811362839754\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11000, F1 Score: 0.7529171377783699, Accuracy: 0.7662287703533759\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11100, F1 Score: 0.7523977316392887, Accuracy: 0.7657240384921773\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11200, F1 Score: 0.7527054933196217, Accuracy: 0.7659764044227766\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11300, F1 Score: 0.7526696667710501, Accuracy: 0.7659763247618137\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11400, F1 Score: 0.7526696667710501, Accuracy: 0.7659763247618137\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11500, F1 Score: 0.7529397620173703, Accuracy: 0.7662290093362649\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11600, F1 Score: 0.7532261277648352, Accuracy: 0.7664815345887901\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11700, F1 Score: 0.7531651549938041, Accuracy: 0.7664813752668642\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11800, F1 Score: 0.7534062814336199, Accuracy: 0.7667339801803524\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11900, F1 Score: 0.7526411960438807, Accuracy: 0.7661028263709653\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12000, F1 Score: 0.7529561881149952, Accuracy: 0.7663553516234904\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12100, F1 Score: 0.7526961538466728, Accuracy: 0.766102906031928\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12200, F1 Score: 0.7525525924933112, Accuracy: 0.7659767230666283\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12300, F1 Score: 0.7519346142964132, Accuracy: 0.7654718318835039\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12400, F1 Score: 0.7515614813130166, Accuracy: 0.7650932033266418\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12500, F1 Score: 0.7515299073907534, Accuracy: 0.7650932033266418\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12600, F1 Score: 0.7514116356524452, Accuracy: 0.7649670203613421\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12700, F1 Score: 0.7512037111640715, Accuracy: 0.7647147340917057\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12800, F1 Score: 0.7501944547695457, Accuracy: 0.7638310550297931\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12900, F1 Score: 0.750815747708774, Accuracy: 0.7643358665519548\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13000, F1 Score: 0.7511585957406381, Accuracy: 0.7645883918044801\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13100, F1 Score: 0.7505932084218105, Accuracy: 0.7642092852818404\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13200, F1 Score: 0.7506367210428785, Accuracy: 0.7643355479081031\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13300, F1 Score: 0.7505168184792055, Accuracy: 0.7642092852818405\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13400, F1 Score: 0.7503517537286329, Accuracy: 0.7640831023165406\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13500, F1 Score: 0.7500948297235424, Accuracy: 0.7638307363859413\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13600, F1 Score: 0.7499748305458585, Accuracy: 0.7637044737596788\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13700, F1 Score: 0.7508713997605694, Accuracy: 0.7645880731606284\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13800, F1 Score: 0.750846159951611, Accuracy: 0.7645881528215912\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13900, F1 Score: 0.7513828858755925, Accuracy: 0.7649668610394162\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14000, F1 Score: 0.751214925722338, Accuracy: 0.7648406780741165\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14100, F1 Score: 0.7511241712689655, Accuracy: 0.7647144951088168\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14200, F1 Score: 0.7508575978413925, Accuracy: 0.7645883121435172\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14300, F1 Score: 0.7504316694176392, Accuracy: 0.7642098429085811\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14400, F1 Score: 0.7500245956807673, Accuracy: 0.7638311346907561\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14500, F1 Score: 0.7498188154863195, Accuracy: 0.7635787687601567\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14600, F1 Score: 0.749267703627071, Accuracy: 0.763073877577032\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14700, F1 Score: 0.7492187677997996, Accuracy: 0.7630739572379951\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14800, F1 Score: 0.7490907690766655, Accuracy: 0.7629476149507695\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14900, F1 Score: 0.7490907690766655, Accuracy: 0.7629476149507695\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15000, F1 Score: 0.7488337596675738, Accuracy: 0.7626951693592072\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15100, F1 Score: 0.7488343879940638, Accuracy: 0.7626951693592072\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15200, F1 Score: 0.7490737602986053, Accuracy: 0.7629476946117324\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15300, F1 Score: 0.7521990914834445, Accuracy: 0.7657247554408437\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15400, F1 Score: 0.7522231690368731, Accuracy: 0.7657247554408437\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15500, F1 Score: 0.7521099707646954, Accuracy: 0.7655985724755441\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15600, F1 Score: 0.7519594630710339, Accuracy: 0.7654722301883184\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15700, F1 Score: 0.7510410723753165, Accuracy: 0.7645888697702578\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15800, F1 Score: 0.7510096553087832, Accuracy: 0.7645887901092948\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15900, F1 Score: 0.7509828821205472, Accuracy: 0.7645887104483319\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16000, F1 Score: 0.7508152124991471, Accuracy: 0.7644625274830321\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16100, F1 Score: 0.7505508634482545, Accuracy: 0.764210002230507\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16200, F1 Score: 0.7509492786167093, Accuracy: 0.7645887104483318\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16300, F1 Score: 0.7506375158043685, Accuracy: 0.7643362648567695\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16400, F1 Score: 0.7505683356616981, Accuracy: 0.764210002230507\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16500, F1 Score: 0.750398962285844, Accuracy: 0.7640837396042442\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16600, F1 Score: 0.7501375405474306, Accuracy: 0.7638313736736448\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16700, F1 Score: 0.7499927410852097, Accuracy: 0.7637051907083452\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16800, F1 Score: 0.7501131225978194, Accuracy: 0.7638313736736448\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16900, F1 Score: 0.7498260464361672, Accuracy: 0.7635789280820826\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17000, F1 Score: 0.7495406250214119, Accuracy: 0.7633265621514832\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17100, F1 Score: 0.7493966161010877, Accuracy: 0.7632003791861836\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17200, F1 Score: 0.7489563080218316, Accuracy: 0.7628216709683586\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17300, F1 Score: 0.7488359555752192, Accuracy: 0.7626954083420959\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17400, F1 Score: 0.7486404322506262, Accuracy: 0.7625691457158335\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17500, F1 Score: 0.7486404322506262, Accuracy: 0.7625691457158335\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17600, F1 Score: 0.7486674150633345, Accuracy: 0.7625691457158335\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17700, F1 Score: 0.7485242144636365, Accuracy: 0.7624428830895708\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17800, F1 Score: 0.7487191398773536, Accuracy: 0.7625692253767964\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17900, F1 Score: 0.7484309754215882, Accuracy: 0.7623167797852339\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18000, F1 Score: 0.7487182360204205, Accuracy: 0.7625692253767964\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18100, F1 Score: 0.748457003969308, Accuracy: 0.7623168594461969\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18200, F1 Score: 0.7488603560098119, Accuracy: 0.762695408342096\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18300, F1 Score: 0.7491725689167206, Accuracy: 0.7629478539336583\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18400, F1 Score: 0.7491725689167206, Accuracy: 0.7629478539336583\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18500, F1 Score: 0.7491058291728565, Accuracy: 0.7628217506293217\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18600, F1 Score: 0.7492247756290709, Accuracy: 0.7629480929165471\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18700, F1 Score: 0.7492247756290709, Accuracy: 0.7629480929165471\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18800, F1 Score: 0.7493677947474282, Accuracy: 0.7630743555428097\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18900, F1 Score: 0.749247895294346, Accuracy: 0.7629480929165471\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19000, F1 Score: 0.7493419980216072, Accuracy: 0.763074275881847\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19100, F1 Score: 0.7491988673412708, Accuracy: 0.7629480132555843\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19200, F1 Score: 0.7487700058279355, Accuracy: 0.7625693846987222\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19300, F1 Score: 0.7482985341202127, Accuracy: 0.7620645731765606\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19400, F1 Score: 0.7482468665256345, Accuracy: 0.7620645731765606\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19500, F1 Score: 0.7483640671449516, Accuracy: 0.7621907561418603\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19600, F1 Score: 0.7479617662924054, Accuracy: 0.7618120479240353\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19700, F1 Score: 0.7479617662924054, Accuracy: 0.7618120479240353\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19800, F1 Score: 0.7480818503578023, Accuracy: 0.7619383105502979\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19900, F1 Score: 0.7482339817858715, Accuracy: 0.7620646528375234\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20000, F1 Score: 0.7479457335179943, Accuracy: 0.7618122072459611\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20100, F1 Score: 0.7480656329710765, Accuracy: 0.7619384698722238\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20200, F1 Score: 0.7476093542979754, Accuracy: 0.7615598413153618\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20300, F1 Score: 0.7480139153233972, Accuracy: 0.7619385495331867\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20400, F1 Score: 0.7479707008852114, Accuracy: 0.7618122869069242\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20500, F1 Score: 0.7479969462690388, Accuracy: 0.761812366567887\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20600, F1 Score: 0.7479472084366232, Accuracy: 0.76181244622885\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20700, F1 Score: 0.7476874217631868, Accuracy: 0.7615599209763249\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20800, F1 Score: 0.7479503287464426, Accuracy: 0.761812366567887\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20900, F1 Score: 0.7477995078536404, Accuracy: 0.7616861039416244\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21000, F1 Score: 0.747942442712953, Accuracy: 0.761812366567887\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21100, F1 Score: 0.7475795283684195, Accuracy: 0.7615600006372876\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21200, F1 Score: 0.7481566465451024, Accuracy: 0.7620648918204123\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21300, F1 Score: 0.7478651363488045, Accuracy: 0.7618125258898129\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21400, F1 Score: 0.74838845308204, Accuracy: 0.7623174170729375\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21500, F1 Score: 0.7484237895325481, Accuracy: 0.7623172577510117\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21600, F1 Score: 0.7482798658705002, Accuracy: 0.762190995124749\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21700, F1 Score: 0.7484464566759591, Accuracy: 0.7623172577510117\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21800, F1 Score: 0.747843941570315, Accuracy: 0.76181244622885\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21900, F1 Score: 0.7479877600350138, Accuracy: 0.7619387088551126\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22000, F1 Score: 0.7477504375724662, Accuracy: 0.7616862632635504\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22100, F1 Score: 0.7470796887394593, Accuracy: 0.7610549501322372\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22200, F1 Score: 0.7475104284391594, Accuracy: 0.7614337380110251\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22300, F1 Score: 0.7473646949755988, Accuracy: 0.7613074753847624\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22400, F1 Score: 0.7474089840352864, Accuracy: 0.7614337380110251\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22500, F1 Score: 0.747552099696345, Accuracy: 0.7615600006372877\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22600, F1 Score: 0.7475263110075387, Accuracy: 0.7615599209763247\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22700, F1 Score: 0.7474109536132945, Accuracy: 0.7614337380110251\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22800, F1 Score: 0.7474993481728017, Accuracy: 0.7615598413153617\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22900, F1 Score: 0.7480992457882608, Accuracy: 0.7620647324984865\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23000, F1 Score: 0.7480996647732551, Accuracy: 0.7620648121594493\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23100, F1 Score: 0.7476693366958518, Accuracy: 0.7616860242806615\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23200, F1 Score: 0.7475949743903649, Accuracy: 0.7615598413153617\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23300, F1 Score: 0.7474795356413753, Accuracy: 0.7614337380110251\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23400, F1 Score: 0.7470735915946182, Accuracy: 0.7610549501322372\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23500, F1 Score: 0.747217081138386, Accuracy: 0.7611811330975369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23600, F1 Score: 0.7470997814580753, Accuracy: 0.7610549501322372\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23700, F1 Score: 0.7473600427376466, Accuracy: 0.7613073957237995\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23800, F1 Score: 0.7473873272108197, Accuracy: 0.7613074753847624\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23900, F1 Score: 0.7473873272108197, Accuracy: 0.7613074753847624\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24000, F1 Score: 0.7472438898937431, Accuracy: 0.7611812924194628\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24100, F1 Score: 0.7473911165946255, Accuracy: 0.7613073957237995\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24200, F1 Score: 0.7475342322556842, Accuracy: 0.761433658350062\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24300, F1 Score: 0.7482587500134494, Accuracy: 0.7620647324984865\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24400, F1 Score: 0.7479953235422718, Accuracy: 0.7618122869069242\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24500, F1 Score: 0.7474211192805674, Accuracy: 0.7613073160628365\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24600, F1 Score: 0.7474211192805674, Accuracy: 0.7613073160628365\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24700, F1 Score: 0.747565427664014, Accuracy: 0.7614334990281362\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24800, F1 Score: 0.747972633424823, Accuracy: 0.7618122869069242\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24900, F1 Score: 0.7481155261612187, Accuracy: 0.7619385495331867\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25000, F1 Score: 0.7481155261612187, Accuracy: 0.7619385495331867\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25100, F1 Score: 0.7479038888610281, Accuracy: 0.7616861039416244\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25200, F1 Score: 0.7479038888610281, Accuracy: 0.7616861039416244\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25300, F1 Score: 0.7483341784639768, Accuracy: 0.7620647324984864\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25400, F1 Score: 0.7484534543797647, Accuracy: 0.762190995124749\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25500, F1 Score: 0.7484534543797647, Accuracy: 0.762190995124749\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25600, F1 Score: 0.7484534543797647, Accuracy: 0.762190995124749\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25700, F1 Score: 0.7489068962272081, Accuracy: 0.762569544020648\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25800, F1 Score: 0.7490757540008242, Accuracy: 0.7626957269859478\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25900, F1 Score: 0.7487637444221467, Accuracy: 0.7624433610553484\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26000, F1 Score: 0.7489326021957626, Accuracy: 0.762569544020648\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26100, F1 Score: 0.7489326021957626, Accuracy: 0.762569544020648\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26200, F1 Score: 0.748643570095153, Accuracy: 0.7623170984290858\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26300, F1 Score: 0.7483619648145925, Accuracy: 0.7620647324984864\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26400, F1 Score: 0.7484821391415862, Accuracy: 0.762190995124749\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26500, F1 Score: 0.7483619648145925, Accuracy: 0.7620647324984864\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26600, F1 Score: 0.748766743125637, Accuracy: 0.7624436000382373\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26700, F1 Score: 0.7486238503892414, Accuracy: 0.7623173374119746\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26800, F1 Score: 0.7485044600466054, Accuracy: 0.762191074785712\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26900, F1 Score: 0.7488881384327808, Accuracy: 0.762569703342574\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27000, F1 Score: 0.7484871336253965, Accuracy: 0.762191074785712\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27100, F1 Score: 0.7486532883747123, Accuracy: 0.7623171780900487\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27200, F1 Score: 0.7480777509428351, Accuracy: 0.761812366567887\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27300, F1 Score: 0.7479576641966649, Accuracy: 0.7616861836025873\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27400, F1 Score: 0.748342138697059, Accuracy: 0.7620648121594493\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27500, F1 Score: 0.7486077359840317, Accuracy: 0.7623172577510118\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27600, F1 Score: 0.7485130956427904, Accuracy: 0.7621909951247491\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27700, F1 Score: 0.7482007517350493, Accuracy: 0.7619384698722238\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27800, F1 Score: 0.7480814511848828, Accuracy: 0.7618122072459612\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27900, F1 Score: 0.7480573256665781, Accuracy: 0.7618122072459612\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28000, F1 Score: 0.7480573256665781, Accuracy: 0.7618122072459612\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28100, F1 Score: 0.7478187535137683, Accuracy: 0.7615597616543988\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28200, F1 Score: 0.7479383736647679, Accuracy: 0.7616859446196986\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28300, F1 Score: 0.7479383736647679, Accuracy: 0.7616859446196986\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28400, F1 Score: 0.7477951615593766, Accuracy: 0.7615597616543988\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28500, F1 Score: 0.7477348785971332, Accuracy: 0.7614335786890991\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28600, F1 Score: 0.7475909549350852, Accuracy: 0.7613073160628365\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28700, F1 Score: 0.7474476825293639, Accuracy: 0.7611811330975369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28800, F1 Score: 0.747731145397463, Accuracy: 0.7614334990281362\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28900, F1 Score: 0.747731145397463, Accuracy: 0.7614334990281362\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29000, F1 Score: 0.7479383611584481, Accuracy: 0.7616860242806613\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29100, F1 Score: 0.747768608014917, Accuracy: 0.7615598413153617\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29200, F1 Score: 0.7480493377474164, Accuracy: 0.7618121275849983\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29300, F1 Score: 0.7477601826137155, Accuracy: 0.7615596819934359\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29400, F1 Score: 0.7475245805940548, Accuracy: 0.7613072364018736\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29500, F1 Score: 0.7477851359633039, Accuracy: 0.761559602332473\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29600, F1 Score: 0.7474741673381013, Accuracy: 0.7613070770799477\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29700, F1 Score: 0.7472114733729359, Accuracy: 0.7610547111493482\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29800, F1 Score: 0.747354899441407, Accuracy: 0.7611809737756109\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29900, F1 Score: 0.747116208174618, Accuracy: 0.7609284485230856\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30000, F1 Score: 0.747260437003004, Accuracy: 0.7610547111493482\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30100, F1 Score: 0.7472366184346441, Accuracy: 0.7610547908103112\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30200, F1 Score: 0.747492126150848, Accuracy: 0.7613072364018736\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30300, F1 Score: 0.7473798889175278, Accuracy: 0.7611810534365738\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30400, F1 Score: 0.7475240014246431, Accuracy: 0.7613073160628365\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30500, F1 Score: 0.7477898428299988, Accuracy: 0.7615597616543989\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30600, F1 Score: 0.747933424195043, Accuracy: 0.7616860242806615\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30700, F1 Score: 0.7477205632728388, Accuracy: 0.7614334193671733\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30800, F1 Score: 0.747549145107995, Accuracy: 0.7613071567409107\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30900, F1 Score: 0.7474367907012424, Accuracy: 0.761180973775611\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31000, F1 Score: 0.7474367907012424, Accuracy: 0.761180973775611\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31100, F1 Score: 0.7474373073394389, Accuracy: 0.7611810534365738\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31200, F1 Score: 0.7475808782597892, Accuracy: 0.7613073160628365\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31300, F1 Score: 0.7474607766533714, Accuracy: 0.7611810534365738\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31400, F1 Score: 0.7472920308018715, Accuracy: 0.7610549501322372\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31500, F1 Score: 0.7473168534912581, Accuracy: 0.7610548704712742\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31600, F1 Score: 0.7470530605251872, Accuracy: 0.760802424879712\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31700, F1 Score: 0.747173162131605, Accuracy: 0.7609286875059745\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31800, F1 Score: 0.7473163202945687, Accuracy: 0.7610549501322372\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31900, F1 Score: 0.7469954721539706, Accuracy: 0.760802424879712\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32000, F1 Score: 0.7467072167815194, Accuracy: 0.7605498996271867\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32100, F1 Score: 0.7462125705244048, Accuracy: 0.7600447694611733\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32200, F1 Score: 0.7461953324266541, Accuracy: 0.7600448491221362\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32300, F1 Score: 0.7461698668748251, Accuracy: 0.7600448491221362\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32400, F1 Score: 0.7462652165082867, Accuracy: 0.7601711117483989\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32500, F1 Score: 0.7458341894213983, Accuracy: 0.7597924831915369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32600, F1 Score: 0.7454247692383149, Accuracy: 0.7594137749737119\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32700, F1 Score: 0.7454982696538808, Accuracy: 0.7594136953127488\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32800, F1 Score: 0.745610416344438, Accuracy: 0.7595398782780487\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32900, F1 Score: 0.7450084714512588, Accuracy: 0.759034987094924\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33000, F1 Score: 0.7448952636688011, Accuracy: 0.7589087244686613\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33100, F1 Score: 0.744776057380556, Accuracy: 0.7587824618423987\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33200, F1 Score: 0.7450419641569686, Accuracy: 0.759034987094924\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33300, F1 Score: 0.7447853006467574, Accuracy: 0.7587824618423987\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33400, F1 Score: 0.7449050530945508, Accuracy: 0.7589087244686613\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33500, F1 Score: 0.7440628876198188, Accuracy: 0.7581513876939745\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33600, F1 Score: 0.7444116623366346, Accuracy: 0.7585300959117994\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33700, F1 Score: 0.7440093711386233, Accuracy: 0.7581513876939745\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33800, F1 Score: 0.7442404319243923, Accuracy: 0.7584038332855367\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33900, F1 Score: 0.7439760655453922, Accuracy: 0.7581513080330116\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34000, F1 Score: 0.7440853066428257, Accuracy: 0.7581513876939745\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34100, F1 Score: 0.7435090081281437, Accuracy: 0.757646416849887\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34200, F1 Score: 0.7437451265156906, Accuracy: 0.7578989421024122\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34300, F1 Score: 0.7437479204104275, Accuracy: 0.7578991014243381\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34400, F1 Score: 0.7432927371144802, Accuracy: 0.757520472867476\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34500, F1 Score: 0.743604065972036, Accuracy: 0.7577728387980754\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34600, F1 Score: 0.7436027127606256, Accuracy: 0.7577728387980753\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34700, F1 Score: 0.7432055372920716, Accuracy: 0.7573942102412135\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34800, F1 Score: 0.7436368411285902, Accuracy: 0.7577728387980753\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34900, F1 Score: 0.7436621360944103, Accuracy: 0.7577729184590384\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35000, F1 Score: 0.74371463035078, Accuracy: 0.7577729184590384\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35100, F1 Score: 0.743576586141149, Accuracy: 0.7576467354937387\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35200, F1 Score: 0.742833471593962, Accuracy: 0.7570157410062773\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35300, F1 Score: 0.7423555449209565, Accuracy: 0.7565107701621898\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35400, F1 Score: 0.7436286560733648, Accuracy: 0.7576468948156645\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35500, F1 Score: 0.743200123032329, Accuracy: 0.7572682662588026\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35600, F1 Score: 0.743104984521137, Accuracy: 0.757141923971577\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35700, F1 Score: 0.7427456480768184, Accuracy: 0.7567630564318262\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35800, F1 Score: 0.742192776365102, Accuracy: 0.7562580855877385\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35900, F1 Score: 0.7416503774114236, Accuracy: 0.7557533537265398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36000, F1 Score: 0.741675444629338, Accuracy: 0.75575335372654\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36100, F1 Score: 0.7415288117090049, Accuracy: 0.7556270114393143\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36200, F1 Score: 0.741760093352831, Accuracy: 0.7558794570308767\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36300, F1 Score: 0.7409674322242672, Accuracy: 0.7552482235605265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36400, F1 Score: 0.7408477643925269, Accuracy: 0.7549956983080012\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36500, F1 Score: 0.7404483953058247, Accuracy: 0.7546170697511391\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36600, F1 Score: 0.7404724691027039, Accuracy: 0.7546169104292133\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36700, F1 Score: 0.7405931525500892, Accuracy: 0.7547431730554759\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36800, F1 Score: 0.7411357589743253, Accuracy: 0.7552480642386005\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36900, F1 Score: 0.7416618743042441, Accuracy: 0.755753194404614\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37000, F1 Score: 0.7409947377666335, Accuracy: 0.7551218016123379\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37100, F1 Score: 0.7403466878440577, Accuracy: 0.7546170697511391\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37200, F1 Score: 0.7403466878440577, Accuracy: 0.7546170697511391\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37300, F1 Score: 0.7402974464864388, Accuracy: 0.7546171494121021\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37400, F1 Score: 0.740109553060849, Accuracy: 0.7543645444986138\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37500, F1 Score: 0.7396418508291959, Accuracy: 0.7539859159417519\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37600, F1 Score: 0.7390055346074711, Accuracy: 0.7533546824714017\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37700, F1 Score: 0.7389182601236055, Accuracy: 0.7532285791670649\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37800, F1 Score: 0.7387204831890294, Accuracy: 0.7531024758627283\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37900, F1 Score: 0.7390158764930564, Accuracy: 0.7533550011152534\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38000, F1 Score: 0.7390099776578741, Accuracy: 0.7533548417933276\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38100, F1 Score: 0.7392107916788742, Accuracy: 0.7534810247586273\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38200, F1 Score: 0.7388036948791654, Accuracy: 0.7531023165408023\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38300, F1 Score: 0.738277224386392, Accuracy: 0.7525974253576777\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38400, F1 Score: 0.7382139557516224, Accuracy: 0.7525973456967148\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38500, F1 Score: 0.7385799926514552, Accuracy: 0.752849791288277\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38600, F1 Score: 0.7381752095562139, Accuracy: 0.7524710830704522\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38700, F1 Score: 0.7388705604209258, Accuracy: 0.7531023962017652\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38800, F1 Score: 0.7377978361351374, Accuracy: 0.7520926934964789\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38900, F1 Score: 0.7381703908507046, Accuracy: 0.7524714017143038\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39000, F1 Score: 0.7373729704189008, Accuracy: 0.7517137462957653\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39100, F1 Score: 0.7366308229693063, Accuracy: 0.7510827518083039\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39200, F1 Score: 0.7369562948630358, Accuracy: 0.7513352770608291\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39300, F1 Score: 0.7370202884693124, Accuracy: 0.7514616193480548\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39400, F1 Score: 0.7367540664015554, Accuracy: 0.7512090940955295\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39500, F1 Score: 0.7369355044128059, Accuracy: 0.7513353567217921\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal number of features: 3400\n" + ] + } + ], + "source": [ + "optimal_features = find_optimal_features(df_bin, 'tfidf', C=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "97e8701d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 100, F1 Score: 0.73160283557855, Accuracy: 0.7485574992830513\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 200, F1 Score: 0.7373494081669754, Accuracy: 0.7524701271388968\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 300, F1 Score: 0.7461242361949363, Accuracy: 0.7604222031035912\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 400, F1 Score: 0.7508855394863374, Accuracy: 0.7648401204473758\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 500, F1 Score: 0.7557424288251473, Accuracy: 0.7688798872000764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 600, F1 Score: 0.7598785430518481, Accuracy: 0.7725403881082115\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 700, F1 Score: 0.7581555985191205, Accuracy: 0.7703943217665615\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 800, F1 Score: 0.7620166538532549, Accuracy: 0.7740552209795113\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 900, F1 Score: 0.76221191338994, Accuracy: 0.7740551413185484\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1000, F1 Score: 0.7616078000962924, Accuracy: 0.7734248637797534\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1100, F1 Score: 0.7632528849047602, Accuracy: 0.7748133543638275\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1200, F1 Score: 0.7635511904967955, Accuracy: 0.7750654813115381\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1300, F1 Score: 0.7643248291806033, Accuracy: 0.7758224197814103\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1400, F1 Score: 0.7666742058098943, Accuracy: 0.778094589427397\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1500, F1 Score: 0.7670281992209199, Accuracy: 0.7784733773061849\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1600, F1 Score: 0.7681248618003391, Accuracy: 0.7796090239938821\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1700, F1 Score: 0.7684520696248949, Accuracy: 0.7798615492464073\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1800, F1 Score: 0.7688001069897439, Accuracy: 0.780240496447121\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1900, F1 Score: 0.7680802800013798, Accuracy: 0.7796091833158079\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2000, F1 Score: 0.7696337951080259, Accuracy: 0.7812501991524072\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2100, F1 Score: 0.7694777552258235, Accuracy: 0.7809973552560303\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2200, F1 Score: 0.7704246015106407, Accuracy: 0.7818811139789057\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2300, F1 Score: 0.7707363412815369, Accuracy: 0.7822606188063601\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2400, F1 Score: 0.7707874561548141, Accuracy: 0.782133798553357\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2500, F1 Score: 0.7709615797418703, Accuracy: 0.7822596628748049\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2600, F1 Score: 0.7712507059066626, Accuracy: 0.7826383710926297\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2700, F1 Score: 0.7696109658681639, Accuracy: 0.7811232992384411\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2800, F1 Score: 0.7712095148168495, Accuracy: 0.7826386897364814\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2900, F1 Score: 0.7718954107173004, Accuracy: 0.7833961061721314\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3000, F1 Score: 0.7721798038831602, Accuracy: 0.7836483924417678\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3100, F1 Score: 0.772968852103735, Accuracy: 0.7842797055730809\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3200, F1 Score: 0.7740619519924946, Accuracy: 0.7852894879393302\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3300, F1 Score: 0.7733131993028003, Accuracy: 0.7845323901475321\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3400, F1 Score: 0.7716929432615672, Accuracy: 0.7832704011726094\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3500, F1 Score: 0.7742134624884803, Accuracy: 0.785542730140522\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3600, F1 Score: 0.7731571431062492, Accuracy: 0.7844064461651212\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3700, F1 Score: 0.7737781976941716, Accuracy: 0.7849115763311347\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3800, F1 Score: 0.7727581175506346, Accuracy: 0.7837755313386228\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3900, F1 Score: 0.7715800890321445, Accuracy: 0.7826390083803333\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4000, F1 Score: 0.7719552210483275, Accuracy: 0.7830178759200841\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4100, F1 Score: 0.7722181202219109, Accuracy: 0.7831441385463467\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4200, F1 Score: 0.7711744177192223, Accuracy: 0.7822603798234714\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4300, F1 Score: 0.769908575895104, Accuracy: 0.7809980722046967\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4400, F1 Score: 0.7693070333059403, Accuracy: 0.7804932606825352\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4500, F1 Score: 0.7703841928127368, Accuracy: 0.7813765414396329\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4600, F1 Score: 0.7692641445220867, Accuracy: 0.7802400184813434\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4700, F1 Score: 0.7696516507739096, Accuracy: 0.7804927827167575\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4800, F1 Score: 0.7687655183627319, Accuracy: 0.7797354459420707\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4900, F1 Score: 0.768538847432953, Accuracy: 0.7796095816206228\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5000, F1 Score: 0.7689677494031711, Accuracy: 0.7798621068731479\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5100, F1 Score: 0.7688351062358046, Accuracy: 0.7797358442468854\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5200, F1 Score: 0.7694628848735502, Accuracy: 0.7802411337348246\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5300, F1 Score: 0.7703973119224548, Accuracy: 0.7809981518656599\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5400, F1 Score: 0.7709880936325149, Accuracy: 0.7816293853360099\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5500, F1 Score: 0.7710532903696292, Accuracy: 0.7817556479622725\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5600, F1 Score: 0.769885092167935, Accuracy: 0.7806195233087978\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5700, F1 Score: 0.7711409493979691, Accuracy: 0.7817552496574578\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5800, F1 Score: 0.771740668459252, Accuracy: 0.7822601408405825\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5900, F1 Score: 0.7709310708433177, Accuracy: 0.7815027244049325\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6000, F1 Score: 0.7717428404724259, Accuracy: 0.782386562788771\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6100, F1 Score: 0.7731302864243949, Accuracy: 0.7836491093904343\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6200, F1 Score: 0.7722645185331863, Accuracy: 0.7828918522767103\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6300, F1 Score: 0.7724670715108314, Accuracy: 0.7831442182073097\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6400, F1 Score: 0.7704964824529046, Accuracy: 0.7811248924577001\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6500, F1 Score: 0.7717841997264708, Accuracy: 0.7823870407545487\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6600, F1 Score: 0.7705283023618863, Accuracy: 0.781503521014562\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6700, F1 Score: 0.7707212411179638, Accuracy: 0.7816293853360099\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6800, F1 Score: 0.7708296570849283, Accuracy: 0.7817557276232355\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6900, F1 Score: 0.7708094072031374, Accuracy: 0.7816297836408246\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7000, F1 Score: 0.7705899631253618, Accuracy: 0.7815033616926362\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7100, F1 Score: 0.7703132185645997, Accuracy: 0.7813775770321512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7200, F1 Score: 0.7702532662349032, Accuracy: 0.7812513144058885\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7300, F1 Score: 0.7688719772534653, Accuracy: 0.7798629831437403\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7400, F1 Score: 0.7696517836233111, Accuracy: 0.7804942166140905\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7500, F1 Score: 0.770686159226848, Accuracy: 0.7815039193193767\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7600, F1 Score: 0.7698362137426834, Accuracy: 0.7806201605965012\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7700, F1 Score: 0.7692251920104591, Accuracy: 0.7801151897524138\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7800, F1 Score: 0.7702589766500416, Accuracy: 0.7811252907625147\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7900, F1 Score: 0.7700601672255711, Accuracy: 0.7808728451709525\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8000, F1 Score: 0.7701852836163061, Accuracy: 0.780999107797215\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8100, F1 Score: 0.7702683524942956, Accuracy: 0.7808723672051747\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8200, F1 Score: 0.7712955161991362, Accuracy: 0.7818825478762388\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8300, F1 Score: 0.770628361452677, Accuracy: 0.781377736354077\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8400, F1 Score: 0.7700840632794057, Accuracy: 0.7808728451709525\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8500, F1 Score: 0.7699069599251432, Accuracy: 0.7807465028837268\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8600, F1 Score: 0.7705485119792682, Accuracy: 0.7813774973711882\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8700, F1 Score: 0.7715695912687244, Accuracy: 0.7822610967721377\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8800, F1 Score: 0.7700235896770677, Accuracy: 0.7807464232227639\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8900, F1 Score: 0.7696248041013257, Accuracy: 0.7803677946659019\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9000, F1 Score: 0.7690934889603189, Accuracy: 0.7798627441608514\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9100, F1 Score: 0.7695509657873136, Accuracy: 0.7803677946659019\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9200, F1 Score: 0.7700686131863219, Accuracy: 0.780746343561801\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9300, F1 Score: 0.769070193607714, Accuracy: 0.7798626644998884\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9400, F1 Score: 0.7678234270738172, Accuracy: 0.7787266195073765\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9500, F1 Score: 0.7678958440920007, Accuracy: 0.7787268584902654\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9600, F1 Score: 0.7681754706733287, Accuracy: 0.7789792244208648\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9700, F1 Score: 0.7680839326999042, Accuracy: 0.7788531211165279\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9800, F1 Score: 0.7675431749227244, Accuracy: 0.7784743332377402\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9900, F1 Score: 0.7672003259299205, Accuracy: 0.7780957046808781\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10000, F1 Score: 0.7670688431678137, Accuracy: 0.7779696810375043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10100, F1 Score: 0.7677178694309597, Accuracy: 0.7786008348468916\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10200, F1 Score: 0.7681232918169528, Accuracy: 0.7789797820476053\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10300, F1 Score: 0.7674674955235627, Accuracy: 0.7783480706114775\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10400, F1 Score: 0.7665537612916563, Accuracy: 0.777464391549565\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10500, F1 Score: 0.7672944731007758, Accuracy: 0.7780955453589522\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10600, F1 Score: 0.7671436691358104, Accuracy: 0.777968884427875\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10700, F1 Score: 0.7668311981374519, Accuracy: 0.7775903355319759\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10800, F1 Score: 0.767229518180425, Accuracy: 0.7780952267151007\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10900, F1 Score: 0.7666177136394939, Accuracy: 0.7774642322276393\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11000, F1 Score: 0.7668463253842795, Accuracy: 0.7777166778192015\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11100, F1 Score: 0.7673658191016821, Accuracy: 0.7780953860370264\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11200, F1 Score: 0.7665388322165224, Accuracy: 0.7773380492623396\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11300, F1 Score: 0.7658875698169163, Accuracy: 0.7767069751139152\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11400, F1 Score: 0.7661488667759981, Accuracy: 0.7769593410445145\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11500, F1 Score: 0.7674912539194645, Accuracy: 0.7782217283242521\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11600, F1 Score: 0.766594412324388, Accuracy: 0.7773381289233023\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11700, F1 Score: 0.7675442523109608, Accuracy: 0.7780954656979894\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11800, F1 Score: 0.7671507656512859, Accuracy: 0.7777169964630533\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11900, F1 Score: 0.7667095054707318, Accuracy: 0.7773385272281171\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12000, F1 Score: 0.7667096348373886, Accuracy: 0.7773386068890801\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12100, F1 Score: 0.767248850592525, Accuracy: 0.7777166778192015\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12200, F1 Score: 0.7663866618357262, Accuracy: 0.7769593410445145\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12300, F1 Score: 0.7659813347489661, Accuracy: 0.7768331580792148\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12400, F1 Score: 0.7648967040211613, Accuracy: 0.7758233757129656\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12500, F1 Score: 0.7648787703142605, Accuracy: 0.7758234553739285\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12600, F1 Score: 0.7645099236423781, Accuracy: 0.7754448268170666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12700, F1 Score: 0.7659907415999194, Accuracy: 0.7768333174011406\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12800, F1 Score: 0.7642399947595617, Accuracy: 0.7750660389382787\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12900, F1 Score: 0.7646556738001771, Accuracy: 0.7754445878341777\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13000, F1 Score: 0.7649085075637541, Accuracy: 0.7758233757129656\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13100, F1 Score: 0.7657023287981972, Accuracy: 0.7763279482522385\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13200, F1 Score: 0.765671255971782, Accuracy: 0.7762018449479017\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13300, F1 Score: 0.7654563952015393, Accuracy: 0.776075661982602\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13400, F1 Score: 0.765358768743339, Accuracy: 0.7759494790173024\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13500, F1 Score: 0.7655547495611418, Accuracy: 0.7762018449479017\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13600, F1 Score: 0.7652952995878318, Accuracy: 0.7759493196953764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13700, F1 Score: 0.765277873144832, Accuracy: 0.7759493196953764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13800, F1 Score: 0.7648694222770203, Accuracy: 0.7755707707994774\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13900, F1 Score: 0.765687463169104, Accuracy: 0.7764542108785012\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14000, F1 Score: 0.7651491386906557, Accuracy: 0.7759492400344136\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14100, F1 Score: 0.7648451045300293, Accuracy: 0.7755706114775516\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14200, F1 Score: 0.7651985240306141, Accuracy: 0.7759492400344135\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14300, F1 Score: 0.7650780841195971, Accuracy: 0.7758231367300767\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14400, F1 Score: 0.7651975406761101, Accuracy: 0.7759493196953764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14500, F1 Score: 0.7653324326338222, Accuracy: 0.7760757416435651\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14600, F1 Score: 0.7656658700048895, Accuracy: 0.7764545295223529\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14700, F1 Score: 0.7657612648239666, Accuracy: 0.7765807124876526\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14800, F1 Score: 0.7655510351797348, Accuracy: 0.7763283465570533\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14900, F1 Score: 0.7654318201960381, Accuracy: 0.7762021635917534\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15000, F1 Score: 0.7658105585827321, Accuracy: 0.7765808718095786\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15100, F1 Score: 0.7660891285025486, Accuracy: 0.7768333174011408\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15200, F1 Score: 0.7660013818742807, Accuracy: 0.7765808718095786\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15300, F1 Score: 0.7641481818824587, Accuracy: 0.7750663575821305\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15400, F1 Score: 0.7637879294999034, Accuracy: 0.7746877290252685\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15500, F1 Score: 0.7640510744451385, Accuracy: 0.7749400949558678\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15600, F1 Score: 0.7631892975344023, Accuracy: 0.7740564955549183\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15700, F1 Score: 0.7631437231646359, Accuracy: 0.7740564158939554\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15800, F1 Score: 0.7628004741766223, Accuracy: 0.773803970302393\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15900, F1 Score: 0.7632251456779714, Accuracy: 0.7740560175891407\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16000, F1 Score: 0.7635641164868846, Accuracy: 0.7744348851288915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16100, F1 Score: 0.7631145429790147, Accuracy: 0.7740561769110665\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16200, F1 Score: 0.76306403811366, Accuracy: 0.7740564158939554\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16300, F1 Score: 0.7630987403708136, Accuracy: 0.7740565752158812\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16400, F1 Score: 0.7631014545585824, Accuracy: 0.7740565752158812\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16500, F1 Score: 0.7622989442452527, Accuracy: 0.7732989197973426\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16600, F1 Score: 0.7631323523509359, Accuracy: 0.7740561769110665\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16700, F1 Score: 0.7629975588630484, Accuracy: 0.7739300736067298\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16800, F1 Score: 0.7634257322903628, Accuracy: 0.7743086225026288\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16900, F1 Score: 0.7634079569349569, Accuracy: 0.7743084631807029\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17000, F1 Score: 0.7632741315164375, Accuracy: 0.7740560972501036\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17100, F1 Score: 0.7631348819298769, Accuracy: 0.7739297549628781\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17200, F1 Score: 0.762933107143702, Accuracy: 0.7738038906414301\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17300, F1 Score: 0.7626573188993682, Accuracy: 0.7735512857279419\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17400, F1 Score: 0.7632413246226379, Accuracy: 0.7740562565720295\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17500, F1 Score: 0.7632585149455532, Accuracy: 0.7740561769110665\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17600, F1 Score: 0.7633776398287899, Accuracy: 0.7741824395373291\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17700, F1 Score: 0.7627381617335176, Accuracy: 0.773551126406016\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17800, F1 Score: 0.7616772894188288, Accuracy: 0.7725415830226556\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17900, F1 Score: 0.7613693264002006, Accuracy: 0.7722891374310932\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18000, F1 Score: 0.7615401057623876, Accuracy: 0.77241524073543\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18100, F1 Score: 0.7612637320800335, Accuracy: 0.7721627951438677\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18200, F1 Score: 0.7615833518325343, Accuracy: 0.7725415033616926\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18300, F1 Score: 0.7615981421190765, Accuracy: 0.7725415033616926\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18400, F1 Score: 0.7607067529564432, Accuracy: 0.7716582226045949\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18500, F1 Score: 0.7607397916537111, Accuracy: 0.771658063282669\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18600, F1 Score: 0.7599675476673073, Accuracy: 0.7710269094732818\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18700, F1 Score: 0.7600884847324308, Accuracy: 0.7711531720995444\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18800, F1 Score: 0.7602914850719749, Accuracy: 0.771279355064844\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18900, F1 Score: 0.7602387699462081, Accuracy: 0.7711530127776184\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19000, F1 Score: 0.7606495618183998, Accuracy: 0.7715316413344804\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19100, F1 Score: 0.761182435774581, Accuracy: 0.772036612178568\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19200, F1 Score: 0.7610632584745064, Accuracy: 0.7719104292132684\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19300, F1 Score: 0.7605010653205218, Accuracy: 0.7714054583691807\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19400, F1 Score: 0.7602512115393062, Accuracy: 0.7711529331166556\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19500, F1 Score: 0.7597113540194591, Accuracy: 0.7706481215944938\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19600, F1 Score: 0.7608910774454449, Accuracy: 0.7717840869260427\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19700, F1 Score: 0.7607206738878036, Accuracy: 0.7716579039607431\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19800, F1 Score: 0.760558526658702, Accuracy: 0.7715316413344804\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19900, F1 Score: 0.7620763270060478, Accuracy: 0.7730463945448173\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20000, F1 Score: 0.7615164122775806, Accuracy: 0.7725413440397667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20100, F1 Score: 0.7618820770863127, Accuracy: 0.7729202115795176\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20200, F1 Score: 0.7611420628682976, Accuracy: 0.7721627951438677\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20300, F1 Score: 0.7611765128160515, Accuracy: 0.7721627951438677\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20400, F1 Score: 0.761575128318331, Accuracy: 0.7725414237007298\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20500, F1 Score: 0.7616249517251843, Accuracy: 0.7725415033616926\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20600, F1 Score: 0.761754710488193, Accuracy: 0.7726678456489182\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20700, F1 Score: 0.7602792341029707, Accuracy: 0.771279355064844\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20800, F1 Score: 0.7594676218431087, Accuracy: 0.7706482012554567\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20900, F1 Score: 0.7590722497291712, Accuracy: 0.7702694930376318\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21000, F1 Score: 0.7589514192181145, Accuracy: 0.7701432304113692\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21100, F1 Score: 0.7584279164123908, Accuracy: 0.7696382595672816\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21200, F1 Score: 0.7590517490914068, Accuracy: 0.7702690947328171\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21300, F1 Score: 0.7592330990221043, Accuracy: 0.7703951980371538\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21400, F1 Score: 0.7592576150024023, Accuracy: 0.7703952776981168\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21500, F1 Score: 0.7612165660038541, Accuracy: 0.7722890577701303\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21600, F1 Score: 0.7613003586080772, Accuracy: 0.7722889781091673\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21700, F1 Score: 0.7608124430439206, Accuracy: 0.7719105088742313\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21800, F1 Score: 0.7612963387088385, Accuracy: 0.7722891374310932\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21900, F1 Score: 0.7609168294290526, Accuracy: 0.7719105088742313\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22000, F1 Score: 0.7608279077257943, Accuracy: 0.7717841665870057\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22100, F1 Score: 0.7606660636428848, Accuracy: 0.771658063282669\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22200, F1 Score: 0.761163043257393, Accuracy: 0.7721629544657935\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22300, F1 Score: 0.7614374538042966, Accuracy: 0.7724150017525411\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22400, F1 Score: 0.7610713060170511, Accuracy: 0.7720363731956792\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22500, F1 Score: 0.7610391539668664, Accuracy: 0.7720364528566421\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22600, F1 Score: 0.7615804757700924, Accuracy: 0.7725413440397667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22700, F1 Score: 0.7616946074864923, Accuracy: 0.7726676066660294\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22800, F1 Score: 0.7616006552771145, Accuracy: 0.7725413440397667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22900, F1 Score: 0.7611313944613027, Accuracy: 0.7721628748048306\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23000, F1 Score: 0.761528020066437, Accuracy: 0.7725416626836185\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23100, F1 Score: 0.7615606852285748, Accuracy: 0.7725416626836186\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23200, F1 Score: 0.7610361189265632, Accuracy: 0.7720365325176051\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23300, F1 Score: 0.7605618269890672, Accuracy: 0.7715317209954434\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23400, F1 Score: 0.7610297731120758, Accuracy: 0.7720366918395309\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23500, F1 Score: 0.7612788405644236, Accuracy: 0.7722890577701305\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23600, F1 Score: 0.7605213942120423, Accuracy: 0.7715318006564064\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23700, F1 Score: 0.7606324659516808, Accuracy: 0.7716579039607431\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23800, F1 Score: 0.7605521694139196, Accuracy: 0.7715314820125546\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23900, F1 Score: 0.7605355165431655, Accuracy: 0.7715314820125546\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24000, F1 Score: 0.7605409046443159, Accuracy: 0.7715313226906286\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24100, F1 Score: 0.760560189740455, Accuracy: 0.7715313226906286\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24200, F1 Score: 0.7603712433891754, Accuracy: 0.771405060064366\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24300, F1 Score: 0.7604549962699647, Accuracy: 0.771405139725329\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24400, F1 Score: 0.7604039496116277, Accuracy: 0.7714049007424401\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24500, F1 Score: 0.760575485522401, Accuracy: 0.7715310040467769\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24600, F1 Score: 0.7602122812488208, Accuracy: 0.771152375489915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24700, F1 Score: 0.7604460687547642, Accuracy: 0.7714048210814772\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24800, F1 Score: 0.7594544710733786, Accuracy: 0.7705209826976389\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24900, F1 Score: 0.7597632463252578, Accuracy: 0.7707734282892011\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25000, F1 Score: 0.7597889110505819, Accuracy: 0.7707735079501641\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25100, F1 Score: 0.7593933701659136, Accuracy: 0.7703948793933021\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25200, F1 Score: 0.759255247572103, Accuracy: 0.7702686167670395\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25300, F1 Score: 0.7594295195196525, Accuracy: 0.770395118376191\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25400, F1 Score: 0.7590343807860271, Accuracy: 0.7700164101583661\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25500, F1 Score: 0.7585549370778055, Accuracy: 0.7696377816015041\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25600, F1 Score: 0.7587693620136966, Accuracy: 0.7697640442277666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25700, F1 Score: 0.7593738896199721, Accuracy: 0.7703952776981168\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25800, F1 Score: 0.7593472481051053, Accuracy: 0.7703951980371538\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25900, F1 Score: 0.7593591990557771, Accuracy: 0.7703953573590798\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26000, F1 Score: 0.7591099771157195, Accuracy: 0.7701428321065545\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26100, F1 Score: 0.7592310904515314, Accuracy: 0.7702690947328172\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26200, F1 Score: 0.7588518589715282, Accuracy: 0.7698903068540293\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26300, F1 Score: 0.7584003961339821, Accuracy: 0.7693854953318675\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26400, F1 Score: 0.7585321578334657, Accuracy: 0.7695116782971673\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26500, F1 Score: 0.7586693373096624, Accuracy: 0.7696377816015041\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26600, F1 Score: 0.758433219461436, Accuracy: 0.7693851766880158\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26700, F1 Score: 0.7581564782451835, Accuracy: 0.7691326514354906\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26800, F1 Score: 0.758018054987143, Accuracy: 0.7690063888092279\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26900, F1 Score: 0.7577238643371261, Accuracy: 0.7686279195742919\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27000, F1 Score: 0.757515597447874, Accuracy: 0.7683753146608037\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27100, F1 Score: 0.7575602184486752, Accuracy: 0.7683753943217666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27200, F1 Score: 0.7579231161988419, Accuracy: 0.7687541025395915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27300, F1 Score: 0.7578874085123708, Accuracy: 0.7687541025395915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27400, F1 Score: 0.7581594170435002, Accuracy: 0.7690067074530798\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27500, F1 Score: 0.7582441230277777, Accuracy: 0.7691328107574165\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27600, F1 Score: 0.7578669050492438, Accuracy: 0.7687542618615173\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27700, F1 Score: 0.7583130844095359, Accuracy: 0.7691328107574165\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27800, F1 Score: 0.7581194862973284, Accuracy: 0.7690067871140426\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27900, F1 Score: 0.758548555214311, Accuracy: 0.7693854953318676\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28000, F1 Score: 0.7583154664229218, Accuracy: 0.7691330497403052\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28100, F1 Score: 0.7581294211865437, Accuracy: 0.7690069464359686\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28200, F1 Score: 0.7581074954676169, Accuracy: 0.7688806041487429\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28300, F1 Score: 0.7579306170981973, Accuracy: 0.7687544211834433\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28400, F1 Score: 0.7577513100617341, Accuracy: 0.7686280788962176\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28500, F1 Score: 0.7574375985689877, Accuracy: 0.7682493706783927\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28600, F1 Score: 0.7579069908798153, Accuracy: 0.7686278399133288\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28700, F1 Score: 0.7577746504282612, Accuracy: 0.768501736608992\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28800, F1 Score: 0.7568237689007752, Accuracy: 0.7676178982251536\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28900, F1 Score: 0.7566380053586101, Accuracy: 0.767491794920817\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29000, F1 Score: 0.7570411325122528, Accuracy: 0.7677444794952683\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29100, F1 Score: 0.7564340279329407, Accuracy: 0.7671134850078067\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29200, F1 Score: 0.7562456365049718, Accuracy: 0.7669872223815442\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29300, F1 Score: 0.756158098590449, Accuracy: 0.7668610394162445\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29400, F1 Score: 0.7552114960792219, Accuracy: 0.765977280693369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29500, F1 Score: 0.7557303546843676, Accuracy: 0.7664824905203453\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29600, F1 Score: 0.7557525916904468, Accuracy: 0.7664822515374566\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29700, F1 Score: 0.7560687431171769, Accuracy: 0.7667347767899819\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29800, F1 Score: 0.7563049779740988, Accuracy: 0.7669870630596183\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29900, F1 Score: 0.7565283696939826, Accuracy: 0.7672395883121435\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30000, F1 Score: 0.7566492051518275, Accuracy: 0.767365850938406\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30100, F1 Score: 0.7563742770304849, Accuracy: 0.7671133256858809\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30200, F1 Score: 0.7554771834390346, Accuracy: 0.7662295669630054\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30300, F1 Score: 0.75521836487877, Accuracy: 0.7659770417104801\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30400, F1 Score: 0.7554772425739215, Accuracy: 0.7662294873020425\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30500, F1 Score: 0.7547522925119587, Accuracy: 0.765598652136507\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30600, F1 Score: 0.7547355733586376, Accuracy: 0.7657248351018067\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30700, F1 Score: 0.7547459624412975, Accuracy: 0.7655987317974701\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30800, F1 Score: 0.7543852913913598, Accuracy: 0.7652200235796449\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30900, F1 Score: 0.7548483864831054, Accuracy: 0.7657249147627697\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31000, F1 Score: 0.7538390237774226, Accuracy: 0.764841395022783\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31100, F1 Score: 0.7541338502777295, Accuracy: 0.7650940795972343\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31200, F1 Score: 0.7541093121628314, Accuracy: 0.7650939202753083\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31300, F1 Score: 0.7538686364875075, Accuracy: 0.764841474683746\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31400, F1 Score: 0.7532331827301038, Accuracy: 0.7642104005353216\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31500, F1 Score: 0.7532699611425232, Accuracy: 0.7643367428225473\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31600, F1 Score: 0.7523108171894434, Accuracy: 0.7634530637606348\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31700, F1 Score: 0.7523117780665481, Accuracy: 0.7634530637606348\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31800, F1 Score: 0.7530026604176641, Accuracy: 0.764084217570022\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31900, F1 Score: 0.7532366281388369, Accuracy: 0.7642104005353216\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32000, F1 Score: 0.7528125915272369, Accuracy: 0.7638315329955709\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32100, F1 Score: 0.7521498728769526, Accuracy: 0.7632003791861837\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32200, F1 Score: 0.7520484818779354, Accuracy: 0.7630738775770322\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32300, F1 Score: 0.7524100335598094, Accuracy: 0.76345266545582\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32400, F1 Score: 0.7520032791894017, Accuracy: 0.7630737979160692\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32500, F1 Score: 0.7519000190142238, Accuracy: 0.7629475352898065\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32600, F1 Score: 0.7520019306287286, Accuracy: 0.7630737182551063\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32700, F1 Score: 0.752052559736035, Accuracy: 0.7630737182551064\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32800, F1 Score: 0.7514514660834827, Accuracy: 0.7625687474110187\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32900, F1 Score: 0.7504765902193107, Accuracy: 0.7615589650447696\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33000, F1 Score: 0.7492693711497973, Accuracy: 0.7604230793741834\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33100, F1 Score: 0.7495385647380354, Accuracy: 0.7606754453047829\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33200, F1 Score: 0.7501890797229137, Accuracy: 0.7613065991141701\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33300, F1 Score: 0.7494302406664959, Accuracy: 0.7606754453047829\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33400, F1 Score: 0.7494875435626456, Accuracy: 0.7606754453047829\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33500, F1 Score: 0.7484106599414135, Accuracy: 0.7596656629385337\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33600, F1 Score: 0.7485740814430152, Accuracy: 0.7597919255647962\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33700, F1 Score: 0.7477652924008819, Accuracy: 0.7590347481120351\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33800, F1 Score: 0.747495774992869, Accuracy: 0.7587822228595099\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33900, F1 Score: 0.7477928667916988, Accuracy: 0.7590348277729981\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34000, F1 Score: 0.7472034707073731, Accuracy: 0.7585300162508364\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34100, F1 Score: 0.7465565001763331, Accuracy: 0.7580251250677119\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34200, F1 Score: 0.7460020431170858, Accuracy: 0.7575201542236243\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34300, F1 Score: 0.7459600547244838, Accuracy: 0.757520472867476\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34400, F1 Score: 0.7461784323060112, Accuracy: 0.7576468151547016\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34500, F1 Score: 0.7457532046549431, Accuracy: 0.7572679476149509\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34600, F1 Score: 0.7455963553433851, Accuracy: 0.7572681865978396\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34700, F1 Score: 0.7449109506896561, Accuracy: 0.7565110888060416\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34800, F1 Score: 0.7446640263094263, Accuracy: 0.7562585635535163\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34900, F1 Score: 0.7443742856157712, Accuracy: 0.7560059586400281\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35000, F1 Score: 0.7433949086217067, Accuracy: 0.7551224389000414\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35100, F1 Score: 0.7434837917411905, Accuracy: 0.7552484625434153\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35200, F1 Score: 0.7436000732259631, Accuracy: 0.7553748048306408\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35300, F1 Score: 0.7437540119038749, Accuracy: 0.7555008284740146\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35400, F1 Score: 0.7428019353043245, Accuracy: 0.7546170697511391\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35500, F1 Score: 0.742355691199892, Accuracy: 0.7541119395851257\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35600, F1 Score: 0.7415021069034403, Accuracy: 0.7533546824714017\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35700, F1 Score: 0.7424423165933802, Accuracy: 0.7543643055157251\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35800, F1 Score: 0.7417591312884781, Accuracy: 0.7536068890800751\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35900, F1 Score: 0.7393660334019534, Accuracy: 0.7513345601121626\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36000, F1 Score: 0.7391227126799343, Accuracy: 0.7509557722333747\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36100, F1 Score: 0.7392428209036469, Accuracy: 0.7510820348596374\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36200, F1 Score: 0.7396895372998261, Accuracy: 0.7515871650256507\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36300, F1 Score: 0.7393868751941172, Accuracy: 0.7513345601121626\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36400, F1 Score: 0.7396264999190295, Accuracy: 0.7515870057037249\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36500, F1 Score: 0.7383528525693202, Accuracy: 0.750451040372176\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36600, F1 Score: 0.7389085455872663, Accuracy: 0.7509556925724119\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36700, F1 Score: 0.7391836464994156, Accuracy: 0.7512080585030111\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36800, F1 Score: 0.7381169073156478, Accuracy: 0.750072252493388\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36900, F1 Score: 0.7387111365290374, Accuracy: 0.7505774623203646\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37000, F1 Score: 0.7388421121596453, Accuracy: 0.7507034859637383\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37100, F1 Score: 0.7383914181895734, Accuracy: 0.7503247777459133\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37200, F1 Score: 0.7371356881374196, Accuracy: 0.7491888124143645\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37300, F1 Score: 0.7371636292574649, Accuracy: 0.7491885734314755\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37400, F1 Score: 0.7364237982320498, Accuracy: 0.7485571806391997\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37500, F1 Score: 0.7357794971366186, Accuracy: 0.7479261064907752\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37600, F1 Score: 0.7362850171534434, Accuracy: 0.7483044960647484\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37700, F1 Score: 0.7365717158901932, Accuracy: 0.7485569416563108\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37800, F1 Score: 0.7359472756431497, Accuracy: 0.7479259471688494\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37900, F1 Score: 0.7346017150032721, Accuracy: 0.746663639550075\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38000, F1 Score: 0.7353912175213599, Accuracy: 0.7474210559857246\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38100, F1 Score: 0.7335743951203799, Accuracy: 0.7457799604881624\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38200, F1 Score: 0.7329654342749251, Accuracy: 0.7452751489660008\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38300, F1 Score: 0.7344938242602554, Accuracy: 0.7467899021763376\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38400, F1 Score: 0.7339426904462386, Accuracy: 0.7462853296370646\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38500, F1 Score: 0.7330964867189966, Accuracy: 0.7455277538794889\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38600, F1 Score: 0.7334151118772289, Accuracy: 0.7457803587929772\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38700, F1 Score: 0.7324954371071659, Accuracy: 0.7448966797310647\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38800, F1 Score: 0.7329319550747493, Accuracy: 0.7452754676098525\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38900, F1 Score: 0.7322434792700117, Accuracy: 0.744770337443839\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39000, F1 Score: 0.7314611945321656, Accuracy: 0.7438866583819266\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39100, F1 Score: 0.7308577843675776, Accuracy: 0.7433817671988019\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39200, F1 Score: 0.7314451992168275, Accuracy: 0.7438866583819265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39300, F1 Score: 0.7306182620077001, Accuracy: 0.7430033776248288\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39400, F1 Score: 0.7301212711729711, Accuracy: 0.74249864576363\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39500, F1 Score: 0.7296024120887667, Accuracy: 0.7419934359366536\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal number of features: 3500\n" + ] + } + ], + "source": [ + "optimal_features = find_optimal_features(df_bin, 'tfidf', C=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0e8ac72d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 100, F1 Score: 0.7330891574623165, Accuracy: 0.7498204441895294\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 200, F1 Score: 0.7365855952881493, Accuracy: 0.7525968677309371\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 300, F1 Score: 0.7449491537163773, Accuracy: 0.7599179492081701\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 400, F1 Score: 0.7497801232575048, Accuracy: 0.7643355479081031\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 500, F1 Score: 0.7550489707043285, Accuracy: 0.76862760093044\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 600, F1 Score: 0.7584606359896819, Accuracy: 0.7716570276901508\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 700, F1 Score: 0.7576112944415786, Accuracy: 0.7708999298983527\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 800, F1 Score: 0.7612697057140194, Accuracy: 0.7739293566580632\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 900, F1 Score: 0.7619778421361328, Accuracy: 0.7741815632667367\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1000, F1 Score: 0.7636692937962593, Accuracy: 0.7756975113915177\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1100, F1 Score: 0.764881059014721, Accuracy: 0.7767069751139152\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1200, F1 Score: 0.766160189759627, Accuracy: 0.7779693623936526\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1300, F1 Score: 0.7670116583980326, Accuracy: 0.7787260618806361\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1400, F1 Score: 0.7693242915191897, Accuracy: 0.7811248924577\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1500, F1 Score: 0.7699490510523408, Accuracy: 0.7815037599974508\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1600, F1 Score: 0.7695218293293241, Accuracy: 0.7813776566931141\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1700, F1 Score: 0.7684425919477695, Accuracy: 0.7803678743268648\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1800, F1 Score: 0.7682520757917717, Accuracy: 0.7802410540738617\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1900, F1 Score: 0.7696998112218566, Accuracy: 0.7816292260140841\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2000, F1 Score: 0.7700415605091939, Accuracy: 0.7821345155020233\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2100, F1 Score: 0.7715615316301816, Accuracy: 0.7835229264251347\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2200, F1 Score: 0.7697360161572748, Accuracy: 0.7817560462670873\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2300, F1 Score: 0.7725623770532843, Accuracy: 0.7845328681133099\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2400, F1 Score: 0.7721719227998654, Accuracy: 0.7839014753210337\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2500, F1 Score: 0.7719954278827234, Accuracy: 0.7836493483733232\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2600, F1 Score: 0.7707536418423132, Accuracy: 0.7825135423637001\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2700, F1 Score: 0.7712854520617155, Accuracy: 0.7830185132077877\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2800, F1 Score: 0.7725550574863156, Accuracy: 0.784281059809451\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2900, F1 Score: 0.7713028228022046, Accuracy: 0.7832711977822389\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3000, F1 Score: 0.7718306884484258, Accuracy: 0.7839028295574038\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3100, F1 Score: 0.7701423604991535, Accuracy: 0.7822611764331007\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3200, F1 Score: 0.7708902939294544, Accuracy: 0.7830187521906764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3300, F1 Score: 0.7719204037196518, Accuracy: 0.783902510913552\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3400, F1 Score: 0.7705954906478949, Accuracy: 0.7828928878692285\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3500, F1 Score: 0.7739624801692924, Accuracy: 0.7856699486983398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3600, F1 Score: 0.7732895049163895, Accuracy: 0.7849127712455789\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3700, F1 Score: 0.7735573428736049, Accuracy: 0.7851652168371411\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3800, F1 Score: 0.7707937106414593, Accuracy: 0.7823883949909186\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3900, F1 Score: 0.7727229918807887, Accuracy: 0.7840290921836663\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4000, F1 Score: 0.772856649670851, Accuracy: 0.7841551158270401\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4100, F1 Score: 0.7721339655834552, Accuracy: 0.7833977790523532\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4200, F1 Score: 0.7704331085411529, Accuracy: 0.7817566835547908\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4300, F1 Score: 0.7703792366254021, Accuracy: 0.7816303412675653\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4400, F1 Score: 0.769823143939019, Accuracy: 0.7809989484752892\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4500, F1 Score: 0.7710650802642786, Accuracy: 0.7821349934678011\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4600, F1 Score: 0.7703908850290253, Accuracy: 0.7815036803364878\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4700, F1 Score: 0.7713018569986861, Accuracy: 0.7823871204155116\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4800, F1 Score: 0.7711886636228018, Accuracy: 0.782260937450212\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4900, F1 Score: 0.7701941828722696, Accuracy: 0.7812514737278144\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5000, F1 Score: 0.7716908584979836, Accuracy: 0.7825137016856258\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5100, F1 Score: 0.7722421511742908, Accuracy: 0.7830185132077876\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5200, F1 Score: 0.7722268406921519, Accuracy: 0.7828919319376733\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5300, F1 Score: 0.7722703968796191, Accuracy: 0.7830181945639358\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5400, F1 Score: 0.7725326533960086, Accuracy: 0.7831441385463467\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5500, F1 Score: 0.7716533154491216, Accuracy: 0.7823872000764746\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5600, F1 Score: 0.7709616683485304, Accuracy: 0.7817559666061242\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5700, F1 Score: 0.7710625133337371, Accuracy: 0.7817555683013095\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5800, F1 Score: 0.7719308478362337, Accuracy: 0.7825128254150335\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5900, F1 Score: 0.769857687921091, Accuracy: 0.7806191250039831\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6000, F1 Score: 0.7705816650996825, Accuracy: 0.7813767804225217\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6100, F1 Score: 0.7737862128085584, Accuracy: 0.7842803428607845\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6200, F1 Score: 0.7730050702578948, Accuracy: 0.7835228467641717\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6300, F1 Score: 0.7726815008563879, Accuracy: 0.7832707994774241\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6400, F1 Score: 0.7706254865560351, Accuracy: 0.781250836440111\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6500, F1 Score: 0.7707149853877644, Accuracy: 0.7813770990663735\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6600, F1 Score: 0.7719679579694609, Accuracy: 0.7827656693114107\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6700, F1 Score: 0.7713439755566643, Accuracy: 0.7822610967721377\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6800, F1 Score: 0.7720722329479714, Accuracy: 0.7828920115986362\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6900, F1 Score: 0.7710438248268625, Accuracy: 0.7821349934678009\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7000, F1 Score: 0.7709253589105863, Accuracy: 0.7817562055890132\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7100, F1 Score: 0.7704321782724163, Accuracy: 0.7812509957620369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7200, F1 Score: 0.7702874221336018, Accuracy: 0.7809987891533632\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7300, F1 Score: 0.7690931390925242, Accuracy: 0.7801154287353025\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7400, F1 Score: 0.7681356595596401, Accuracy: 0.77923174967339\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7500, F1 Score: 0.7685864125606601, Accuracy: 0.7796108561960297\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7600, F1 Score: 0.7685585338509956, Accuracy: 0.779484752891693\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7700, F1 Score: 0.7689937997347578, Accuracy: 0.7799898830577063\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7800, F1 Score: 0.7702598358554287, Accuracy: 0.7811258483892554\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7900, F1 Score: 0.7710470445421619, Accuracy: 0.7817573208424943\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8000, F1 Score: 0.7706206631247281, Accuracy: 0.7812523499984068\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8100, F1 Score: 0.7721943619295988, Accuracy: 0.7825140203294778\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8200, F1 Score: 0.7721513482110155, Accuracy: 0.7826403626167033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8300, F1 Score: 0.7722522748554086, Accuracy: 0.782766545582003\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8400, F1 Score: 0.773055439154629, Accuracy: 0.7835236433738012\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8500, F1 Score: 0.7728972609420665, Accuracy: 0.7833974604085014\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8600, F1 Score: 0.7722137300356902, Accuracy: 0.7827663065991142\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8700, F1 Score: 0.7706605110508539, Accuracy: 0.7812517127107033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8800, F1 Score: 0.7715050608304884, Accuracy: 0.7818828665200904\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8900, F1 Score: 0.7709115962984454, Accuracy: 0.781377736354077\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9000, F1 Score: 0.7705501734017844, Accuracy: 0.7811254500844406\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9100, F1 Score: 0.7708702792185076, Accuracy: 0.7813776566931141\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9200, F1 Score: 0.7707520485268352, Accuracy: 0.7811252111015519\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9300, F1 Score: 0.7704901853995029, Accuracy: 0.7809987891533632\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9400, F1 Score: 0.7706503673204734, Accuracy: 0.7812514737278144\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9500, F1 Score: 0.7698127974779275, Accuracy: 0.7803677150049391\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9600, F1 Score: 0.7702576787539507, Accuracy: 0.7808724468661378\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9700, F1 Score: 0.769417648768283, Accuracy: 0.7799887678042252\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9800, F1 Score: 0.7711936045016526, Accuracy: 0.7817558869451615\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9900, F1 Score: 0.7706095673277733, Accuracy: 0.7811245738138484\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10000, F1 Score: 0.7695808855785394, Accuracy: 0.7801149507695249\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10100, F1 Score: 0.7687207910377808, Accuracy: 0.779357534333875\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10200, F1 Score: 0.7677770077891339, Accuracy: 0.7784739349329255\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10300, F1 Score: 0.7674932576760735, Accuracy: 0.7783478316285887\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10400, F1 Score: 0.7668242268806359, Accuracy: 0.777590255871013\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10500, F1 Score: 0.7670805509687719, Accuracy: 0.7778428607845013\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10600, F1 Score: 0.7662199250154085, Accuracy: 0.7770855240098143\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10700, F1 Score: 0.7668382177903407, Accuracy: 0.7775901762100501\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10800, F1 Score: 0.7658099888954035, Accuracy: 0.7767068157919893\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10900, F1 Score: 0.7662481718785467, Accuracy: 0.7772119459580027\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11000, F1 Score: 0.7663376004338841, Accuracy: 0.7772118662970399\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11100, F1 Score: 0.7659054894726582, Accuracy: 0.7767071344358412\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11200, F1 Score: 0.7663145686063941, Accuracy: 0.7769591817225887\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11300, F1 Score: 0.7669455755418915, Accuracy: 0.7777167574801644\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11400, F1 Score: 0.7664325375522811, Accuracy: 0.7772118662970398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11500, F1 Score: 0.7673219193126167, Accuracy: 0.7780955453589524\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11600, F1 Score: 0.7658662458837346, Accuracy: 0.7767068157919893\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11700, F1 Score: 0.7662135634969331, Accuracy: 0.7769592613835516\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11800, F1 Score: 0.7670404956196053, Accuracy: 0.7778430201064271\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11900, F1 Score: 0.7669734278498975, Accuracy: 0.7777165981582386\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12000, F1 Score: 0.7668251775911983, Accuracy: 0.7777168371411274\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12100, F1 Score: 0.767699621724216, Accuracy: 0.7784743332377402\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12200, F1 Score: 0.7667378530683816, Accuracy: 0.7777172354459421\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12300, F1 Score: 0.7673916599513502, Accuracy: 0.7780957046808782\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12400, F1 Score: 0.7665286996743436, Accuracy: 0.7772121849408917\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12500, F1 Score: 0.7665578005152511, Accuracy: 0.7772121052799287\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12600, F1 Score: 0.7660782133764009, Accuracy: 0.7767072937577669\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12700, F1 Score: 0.7659317511994225, Accuracy: 0.7765808718095786\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12800, F1 Score: 0.7650534220677893, Accuracy: 0.7755710097823663\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12900, F1 Score: 0.7647430580493639, Accuracy: 0.7751922219035784\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13000, F1 Score: 0.7649965108037078, Accuracy: 0.7753183252079151\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13100, F1 Score: 0.7641632943645037, Accuracy: 0.7745613070770799\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13200, F1 Score: 0.7642222002902755, Accuracy: 0.7745608291113023\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13300, F1 Score: 0.7648590532205042, Accuracy: 0.7751919829206896\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13400, F1 Score: 0.7646278699959603, Accuracy: 0.774939776312016\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13500, F1 Score: 0.764265191201223, Accuracy: 0.7745611477551541\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13600, F1 Score: 0.7640055392253535, Accuracy: 0.7743085428416658\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13700, F1 Score: 0.764286746568648, Accuracy: 0.7745609087722652\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13800, F1 Score: 0.7638862559427646, Accuracy: 0.7741822802154033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13900, F1 Score: 0.765329192627631, Accuracy: 0.7756972724086288\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14000, F1 Score: 0.7647823627534789, Accuracy: 0.7751923812255044\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14100, F1 Score: 0.7635794729762931, Accuracy: 0.7739303125896185\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14200, F1 Score: 0.763666358535799, Accuracy: 0.7740565752158812\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14300, F1 Score: 0.7638409470918848, Accuracy: 0.7743090208074435\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14400, F1 Score: 0.7640108894567236, Accuracy: 0.7744352037727433\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14500, F1 Score: 0.764082580004144, Accuracy: 0.7745611477551541\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14600, F1 Score: 0.7633712998962776, Accuracy: 0.7739301532676927\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14700, F1 Score: 0.7632951235559124, Accuracy: 0.7739301532676927\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14800, F1 Score: 0.7636570335859282, Accuracy: 0.7743090208074436\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14900, F1 Score: 0.7637945796506211, Accuracy: 0.7744352834337062\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15000, F1 Score: 0.76390878701713, Accuracy: 0.7745615460599689\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15100, F1 Score: 0.7639757050844042, Accuracy: 0.7745615460599689\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15200, F1 Score: 0.763990915355659, Accuracy: 0.7745614663990059\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15300, F1 Score: 0.7640051998108612, Accuracy: 0.7744352037727432\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15400, F1 Score: 0.7646023249472849, Accuracy: 0.774940015294905\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15500, F1 Score: 0.7641523621591249, Accuracy: 0.7745617053818947\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15600, F1 Score: 0.7634225623127177, Accuracy: 0.7739304719115445\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15700, F1 Score: 0.7637285962117417, Accuracy: 0.7743094191122581\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15800, F1 Score: 0.7636090755033866, Accuracy: 0.7741833158079215\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15900, F1 Score: 0.7636792872829545, Accuracy: 0.7739303922505816\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16000, F1 Score: 0.7636632884075008, Accuracy: 0.7739303922505816\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16100, F1 Score: 0.7636479276953321, Accuracy: 0.7739305515725075\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16200, F1 Score: 0.762750613975662, Accuracy: 0.7731730554758947\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16300, F1 Score: 0.7638979972993161, Accuracy: 0.7741829971640698\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16400, F1 Score: 0.7636943416975747, Accuracy: 0.77405681419877\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16500, F1 Score: 0.7636392721078608, Accuracy: 0.7739304719115445\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16600, F1 Score: 0.762832478050919, Accuracy: 0.7731730554758945\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16700, F1 Score: 0.7628489518801136, Accuracy: 0.7731730554758947\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16800, F1 Score: 0.7627574324880374, Accuracy: 0.7730464742057802\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16900, F1 Score: 0.7629277465958628, Accuracy: 0.7731727368320429\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17000, F1 Score: 0.7634188408547725, Accuracy: 0.7736774686932415\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17100, F1 Score: 0.7633797025268867, Accuracy: 0.7736777076761304\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17200, F1 Score: 0.7639117997041158, Accuracy: 0.7741824395373291\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17300, F1 Score: 0.7628324038782426, Accuracy: 0.7731728164930057\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17400, F1 Score: 0.7622654991728559, Accuracy: 0.7726676066660294\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17500, F1 Score: 0.7618374940971239, Accuracy: 0.7722890577701303\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17600, F1 Score: 0.7618380578884558, Accuracy: 0.7722889781091673\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17700, F1 Score: 0.7613045470762068, Accuracy: 0.7717839276041168\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17800, F1 Score: 0.7610840470635195, Accuracy: 0.7715313226906286\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17900, F1 Score: 0.761125515829691, Accuracy: 0.7715314023515916\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18000, F1 Score: 0.760926945928991, Accuracy: 0.7712789567600293\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18100, F1 Score: 0.7610811367031293, Accuracy: 0.7714052990472549\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18200, F1 Score: 0.7603302659766982, Accuracy: 0.7707743045597935\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18300, F1 Score: 0.7610330838684026, Accuracy: 0.7714053787082178\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18400, F1 Score: 0.7605218474354889, Accuracy: 0.7710269094732817\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18500, F1 Score: 0.7610608233940301, Accuracy: 0.7715316413344804\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18600, F1 Score: 0.7604958598765205, Accuracy: 0.7711530127776185\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18700, F1 Score: 0.7608126547494785, Accuracy: 0.7712792754038811\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18800, F1 Score: 0.7602121516217677, Accuracy: 0.7707743842207564\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18900, F1 Score: 0.7601784830766956, Accuracy: 0.7707745435426824\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19000, F1 Score: 0.7609293043524827, Accuracy: 0.7714056176911067\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19100, F1 Score: 0.7610492074687376, Accuracy: 0.7715318803173694\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19200, F1 Score: 0.7608256510604521, Accuracy: 0.7712793550648441\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19300, F1 Score: 0.7605474610718506, Accuracy: 0.7710267501513559\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19400, F1 Score: 0.7605823617681742, Accuracy: 0.7710269891342446\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19500, F1 Score: 0.759808560580921, Accuracy: 0.7702695726985949\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19600, F1 Score: 0.7605728159227908, Accuracy: 0.7710269094732818\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19700, F1 Score: 0.7602123650626051, Accuracy: 0.7706482012554567\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19800, F1 Score: 0.7608904581471991, Accuracy: 0.7712792754038811\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19900, F1 Score: 0.7620047430646475, Accuracy: 0.7724155593792819\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20000, F1 Score: 0.7621944375312785, Accuracy: 0.7726679253098812\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20100, F1 Score: 0.7621226805371457, Accuracy: 0.7725415830226556\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20200, F1 Score: 0.7615489095224707, Accuracy: 0.7719101105694166\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20300, F1 Score: 0.7608018968786349, Accuracy: 0.7711526941337666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20400, F1 Score: 0.7607936595362151, Accuracy: 0.7711528534556925\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20500, F1 Score: 0.7609629926409948, Accuracy: 0.7712789567600293\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20600, F1 Score: 0.7599826935949963, Accuracy: 0.77026917439378\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20700, F1 Score: 0.7603200011671468, Accuracy: 0.7706479622725679\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20800, F1 Score: 0.7598525424398332, Accuracy: 0.7702694133766689\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20900, F1 Score: 0.7601604325685783, Accuracy: 0.7705219386291942\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21000, F1 Score: 0.7596110737624653, Accuracy: 0.7700169677851065\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21100, F1 Score: 0.7587784929220069, Accuracy: 0.7692594716884937\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21200, F1 Score: 0.7595068956225275, Accuracy: 0.769890625497881\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21300, F1 Score: 0.7585877876798273, Accuracy: 0.768880604148743\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21400, F1 Score: 0.7589839064784494, Accuracy: 0.7692594716884937\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21500, F1 Score: 0.7587091608808665, Accuracy: 0.7690069464359685\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21600, F1 Score: 0.7589501528132243, Accuracy: 0.7692593920275309\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21700, F1 Score: 0.759785760890999, Accuracy: 0.770016410158366\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21800, F1 Score: 0.7591427271146788, Accuracy: 0.7693855749928306\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21900, F1 Score: 0.7590275742151354, Accuracy: 0.7693858139757193\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22000, F1 Score: 0.75879371633375, Accuracy: 0.769133368384157\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22100, F1 Score: 0.7593581220725664, Accuracy: 0.7696382595672816\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22200, F1 Score: 0.7586653814928985, Accuracy: 0.7690072650798203\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22300, F1 Score: 0.7592163850297274, Accuracy: 0.7693858139757193\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22400, F1 Score: 0.7589030610571899, Accuracy: 0.769133368384157\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22500, F1 Score: 0.7587998838410777, Accuracy: 0.7690071854188573\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22600, F1 Score: 0.7587802296900985, Accuracy: 0.7690070260969314\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22700, F1 Score: 0.7583722924650017, Accuracy: 0.7686283975400694\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22800, F1 Score: 0.7580636431702018, Accuracy: 0.7683758722875441\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22900, F1 Score: 0.7580749630430623, Accuracy: 0.7682495300003186\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23000, F1 Score: 0.7582108088642749, Accuracy: 0.7683757129656182\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23100, F1 Score: 0.7581733924171054, Accuracy: 0.7683759519485072\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23200, F1 Score: 0.7578419284334588, Accuracy: 0.7678705827996049\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23300, F1 Score: 0.757043859062356, Accuracy: 0.7671132460249178\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23400, F1 Score: 0.7567493306077921, Accuracy: 0.7669868240767295\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23500, F1 Score: 0.7566619226023364, Accuracy: 0.7668604021285409\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23600, F1 Score: 0.7571616195769731, Accuracy: 0.7673653729726284\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23700, F1 Score: 0.7566380801067603, Accuracy: 0.7668604021285409\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23800, F1 Score: 0.7563709679445625, Accuracy: 0.7666079565369787\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23900, F1 Score: 0.756387656841625, Accuracy: 0.7666079565369787\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24000, F1 Score: 0.7563727944839004, Accuracy: 0.7666080361979416\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24100, F1 Score: 0.7565723885582505, Accuracy: 0.766860481789504\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24200, F1 Score: 0.7562269950965674, Accuracy: 0.766481773571679\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24300, F1 Score: 0.7559468831415714, Accuracy: 0.7662294873020425\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24400, F1 Score: 0.7553470779501192, Accuracy: 0.765724436796992\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24500, F1 Score: 0.7556863441039128, Accuracy: 0.7659768027275915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24600, F1 Score: 0.7559839604077322, Accuracy: 0.766229088997228\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24700, F1 Score: 0.7568716983778608, Accuracy: 0.7669865850938405\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24800, F1 Score: 0.7561675091354556, Accuracy: 0.766228850014339\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24900, F1 Score: 0.7559426492260979, Accuracy: 0.7659764044227767\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25000, F1 Score: 0.7561830729644763, Accuracy: 0.766228770353376\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25100, F1 Score: 0.7565522718423765, Accuracy: 0.766607398910238\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25200, F1 Score: 0.7560607709130054, Accuracy: 0.7661024280661504\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25300, F1 Score: 0.7568667306942629, Accuracy: 0.7669861867890259\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25400, F1 Score: 0.7563437193097502, Accuracy: 0.7666077972150527\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25500, F1 Score: 0.7563346554465731, Accuracy: 0.7666077175540899\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25600, F1 Score: 0.7562330212681905, Accuracy: 0.766481693910716\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25700, F1 Score: 0.7562477940759262, Accuracy: 0.766481614249753\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25800, F1 Score: 0.7565223338836701, Accuracy: 0.7667341395022783\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25900, F1 Score: 0.7562311184837044, Accuracy: 0.766481773571679\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26000, F1 Score: 0.7562489165927168, Accuracy: 0.766481853232642\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26100, F1 Score: 0.7561121394266422, Accuracy: 0.7663555906063794\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26200, F1 Score: 0.7553834842539722, Accuracy: 0.7658509384061436\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26300, F1 Score: 0.7551592615700276, Accuracy: 0.7655984928145811\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26400, F1 Score: 0.755634946031223, Accuracy: 0.7659770417104802\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26500, F1 Score: 0.75550336977432, Accuracy: 0.7658505401013288\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26600, F1 Score: 0.7562679489873221, Accuracy: 0.766734617468056\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26700, F1 Score: 0.7565826281185328, Accuracy: 0.7669869037376924\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26800, F1 Score: 0.75684005081687, Accuracy: 0.7672393493292546\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26900, F1 Score: 0.7549469588812874, Accuracy: 0.7654721505273556\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27000, F1 Score: 0.7557091908649565, Accuracy: 0.7662293279801167\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27100, F1 Score: 0.7551943126299434, Accuracy: 0.7657244367969922\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27200, F1 Score: 0.7545120030632086, Accuracy: 0.7650936812924195\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27300, F1 Score: 0.754390728277343, Accuracy: 0.7649674186661569\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27400, F1 Score: 0.7552859048342278, Accuracy: 0.7657248351018067\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27500, F1 Score: 0.7558832614059194, Accuracy: 0.7661033839977058\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27600, F1 Score: 0.7553182408098595, Accuracy: 0.7657248351018067\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27700, F1 Score: 0.7562475157334326, Accuracy: 0.7666083548417933\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27800, F1 Score: 0.7560281551076071, Accuracy: 0.7664820922155308\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27900, F1 Score: 0.7553768048128426, Accuracy: 0.7658510977280694\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28000, F1 Score: 0.7556351627070301, Accuracy: 0.7661036229805946\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28100, F1 Score: 0.7555483543826099, Accuracy: 0.765977440015295\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28200, F1 Score: 0.7559198869431304, Accuracy: 0.7663561482331198\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28300, F1 Score: 0.7565212837763765, Accuracy: 0.766987222381544\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28400, F1 Score: 0.755095060869604, Accuracy: 0.765598811458433\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28500, F1 Score: 0.754243593178401, Accuracy: 0.7647152120574834\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28600, F1 Score: 0.7542177771665264, Accuracy: 0.7645890290921837\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28700, F1 Score: 0.7542002915507815, Accuracy: 0.764588869770258\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28800, F1 Score: 0.755496436015456, Accuracy: 0.7658512570499953\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28900, F1 Score: 0.7556837229526205, Accuracy: 0.765977440015295\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29000, F1 Score: 0.7550708553682993, Accuracy: 0.7654728674760221\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29100, F1 Score: 0.7553118801416063, Accuracy: 0.7657253130675844\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29200, F1 Score: 0.7548435513036975, Accuracy: 0.7652200235796451\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29300, F1 Score: 0.7552295662467939, Accuracy: 0.765598652136507\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29400, F1 Score: 0.755099475736215, Accuracy: 0.7654722301883184\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29500, F1 Score: 0.7546156038413715, Accuracy: 0.7649671000223052\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29600, F1 Score: 0.754661237463619, Accuracy: 0.7649674186661569\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29700, F1 Score: 0.7547986991480953, Accuracy: 0.7650936812924195\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29800, F1 Score: 0.7551205938231282, Accuracy: 0.7653461268839818\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29900, F1 Score: 0.7554689685723683, Accuracy: 0.7655984928145813\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30000, F1 Score: 0.7556220662270249, Accuracy: 0.7657247554408437\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30100, F1 Score: 0.7546685843714753, Accuracy: 0.7648407577350795\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30200, F1 Score: 0.7541043718388163, Accuracy: 0.764335866551955\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30300, F1 Score: 0.7542350866164889, Accuracy: 0.7644622885001434\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30400, F1 Score: 0.7548694720622955, Accuracy: 0.7650933626485678\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30500, F1 Score: 0.7544050044691275, Accuracy: 0.764588630787369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30600, F1 Score: 0.7538722449571555, Accuracy: 0.7640835006213555\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30700, F1 Score: 0.7540498790104364, Accuracy: 0.7643361851958067\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30800, F1 Score: 0.7533646844208141, Accuracy: 0.7637050313864194\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30900, F1 Score: 0.7532516496182542, Accuracy: 0.7635787687601568\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31000, F1 Score: 0.753355705427524, Accuracy: 0.7637050313864194\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31100, F1 Score: 0.7528823443024129, Accuracy: 0.7632001402032949\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31200, F1 Score: 0.7533732594831701, Accuracy: 0.7637051907083453\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31300, F1 Score: 0.7532868087205211, Accuracy: 0.7635790874040087\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31400, F1 Score: 0.7531824324924574, Accuracy: 0.763452824777746\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31500, F1 Score: 0.7525211849326416, Accuracy: 0.76294817257751\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31600, F1 Score: 0.7518721579268519, Accuracy: 0.7623165408023452\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31700, F1 Score: 0.7517501111141999, Accuracy: 0.7621902781760826\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31800, F1 Score: 0.7516110663593855, Accuracy: 0.76206401554982\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31900, F1 Score: 0.7516206674286657, Accuracy: 0.7620642545327089\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32000, F1 Score: 0.7512666934476782, Accuracy: 0.761685386992958\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32100, F1 Score: 0.7507815251490431, Accuracy: 0.7613067584360961\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32200, F1 Score: 0.750519000391766, Accuracy: 0.7609279705573082\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32300, F1 Score: 0.7498737233377589, Accuracy: 0.7602968167479209\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32400, F1 Score: 0.7492087462642947, Accuracy: 0.7596652646337189\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32500, F1 Score: 0.7488340110606944, Accuracy: 0.7592868750597457\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32600, F1 Score: 0.7483316794593209, Accuracy: 0.7587816652327694\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32700, F1 Score: 0.747621921661955, Accuracy: 0.758150591084345\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32800, F1 Score: 0.7476406250518842, Accuracy: 0.7580245674409711\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32900, F1 Score: 0.7471793757622417, Accuracy: 0.7575196762578467\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33000, F1 Score: 0.7480407728321619, Accuracy: 0.7582771723544595\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33100, F1 Score: 0.7477684047862246, Accuracy: 0.7580246471019342\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33200, F1 Score: 0.7470980210700955, Accuracy: 0.7573938915973616\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33300, F1 Score: 0.7474890153421129, Accuracy: 0.7577725201542236\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33400, F1 Score: 0.7474178929804419, Accuracy: 0.7577728387980753\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33500, F1 Score: 0.7477736856424488, Accuracy: 0.7581513080330116\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33600, F1 Score: 0.7463634640229343, Accuracy: 0.7566363955007487\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33700, F1 Score: 0.7452783638335123, Accuracy: 0.7556262944906479\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33800, F1 Score: 0.7450048519919845, Accuracy: 0.7553738488990854\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33900, F1 Score: 0.7456372524497104, Accuracy: 0.7560048433865468\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34000, F1 Score: 0.7446881476352302, Accuracy: 0.7551211643246344\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34100, F1 Score: 0.7450603512876237, Accuracy: 0.7554999522034223\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34200, F1 Score: 0.7438191208099745, Accuracy: 0.7542376445846478\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34300, F1 Score: 0.7438004271330696, Accuracy: 0.7543640665328363\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34400, F1 Score: 0.7452123192925981, Accuracy: 0.7556262944906479\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34500, F1 Score: 0.7435262938799123, Accuracy: 0.7541117006022369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34600, F1 Score: 0.7445722163113064, Accuracy: 0.7551218016123379\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34700, F1 Score: 0.7448608897064825, Accuracy: 0.7552481438995635\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34800, F1 Score: 0.7439246953397338, Accuracy: 0.754364385176688\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34900, F1 Score: 0.7435579511523558, Accuracy: 0.7541117006022369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35000, F1 Score: 0.7426711037037788, Accuracy: 0.753228499506102\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35100, F1 Score: 0.742291865478142, Accuracy: 0.7529760539145397\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35200, F1 Score: 0.7414780694887156, Accuracy: 0.7522191154446676\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35300, F1 Score: 0.7413494257015257, Accuracy: 0.752092613835516\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35400, F1 Score: 0.7405698562987706, Accuracy: 0.7513351973998661\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35500, F1 Score: 0.7400048561742125, Accuracy: 0.7509572061307077\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35600, F1 Score: 0.7403416777254923, Accuracy: 0.7512091737564923\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35700, F1 Score: 0.7394617852041188, Accuracy: 0.7504515183379536\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35800, F1 Score: 0.7386622128578043, Accuracy: 0.7495677596150782\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35900, F1 Score: 0.7381196419192388, Accuracy: 0.7489366854666539\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36000, F1 Score: 0.7378424045894904, Accuracy: 0.7486840008922029\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36100, F1 Score: 0.7371609735393568, Accuracy: 0.7480526080999267\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36200, F1 Score: 0.7377730438910058, Accuracy: 0.7486840008922028\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36300, F1 Score: 0.736568129644368, Accuracy: 0.7475476372558392\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36400, F1 Score: 0.736088965438545, Accuracy: 0.7470427460727146\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36500, F1 Score: 0.7355673881782299, Accuracy: 0.7465380938724788\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36600, F1 Score: 0.7348121748778789, Accuracy: 0.7457806774368289\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36700, F1 Score: 0.7342350432391528, Accuracy: 0.7451492846445528\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36800, F1 Score: 0.7330048183324536, Accuracy: 0.7438867380428895\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36900, F1 Score: 0.7334089116087817, Accuracy: 0.7445176528693879\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37000, F1 Score: 0.7333816396462222, Accuracy: 0.7445177325303509\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37100, F1 Score: 0.7336827122561356, Accuracy: 0.7447700984609502\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37200, F1 Score: 0.7335664888018261, Accuracy: 0.744770178121913\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37300, F1 Score: 0.7332257149519178, Accuracy: 0.7443916292260141\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37400, F1 Score: 0.7330379142260812, Accuracy: 0.7442655259216773\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37500, F1 Score: 0.7332757845480539, Accuracy: 0.7445177325303509\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37600, F1 Score: 0.7327958266309619, Accuracy: 0.7440126820253004\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37700, F1 Score: 0.7328071233072714, Accuracy: 0.7440126820253004\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37800, F1 Score: 0.7325497159450098, Accuracy: 0.743760395755664\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37900, F1 Score: 0.7320446157928977, Accuracy: 0.743381607876876\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38000, F1 Score: 0.7319101529000139, Accuracy: 0.7432552655896505\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38100, F1 Score: 0.7316805415171079, Accuracy: 0.7430028996590511\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38200, F1 Score: 0.7316364226004497, Accuracy: 0.743002979320014\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38300, F1 Score: 0.7311269131343082, Accuracy: 0.7424979288149636\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38400, F1 Score: 0.731056760095596, Accuracy: 0.7424976898320746\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38500, F1 Score: 0.730568122127712, Accuracy: 0.7421187426313609\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38600, F1 Score: 0.7304611269138169, Accuracy: 0.7418663767007615\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38700, F1 Score: 0.7291005761551863, Accuracy: 0.7404778064557244\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38800, F1 Score: 0.7289983557622468, Accuracy: 0.7404782844215021\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38900, F1 Score: 0.7285364859646501, Accuracy: 0.7399730745945258\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39000, F1 Score: 0.7280974498806975, Accuracy: 0.7395944460376637\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39100, F1 Score: 0.7275454307019372, Accuracy: 0.7389633718892394\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39200, F1 Score: 0.7260029117996278, Accuracy: 0.7374486983398656\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39300, F1 Score: 0.7264252979884094, Accuracy: 0.7378274862186535\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39400, F1 Score: 0.7263620148486032, Accuracy: 0.737575199949017\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39500, F1 Score: 0.7239667092110312, Accuracy: 0.7353031896249562\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal number of features: 3500\n" + ] + } + ], + "source": [ + "optimal_features = find_optimal_features(df_bin, 'tfidf', C=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "42789dcb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 100, F1 Score: 0.7320647818313366, Accuracy: 0.7495677596150783\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 200, F1 Score: 0.7376321477950336, Accuracy: 0.7541123378899405\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 300, F1 Score: 0.7449678601430504, Accuracy: 0.7605489436956313\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 400, F1 Score: 0.7487945965669653, Accuracy: 0.7640832616384667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 500, F1 Score: 0.7550959695753694, Accuracy: 0.7691325717745275\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 600, F1 Score: 0.7556921040112452, Accuracy: 0.7696370646528375\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 700, F1 Score: 0.7557305939577921, Accuracy: 0.7695109613485008\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 800, F1 Score: 0.759743636453541, Accuracy: 0.7730459962400025\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 900, F1 Score: 0.7624240887451169, Accuracy: 0.7753181658859892\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1000, F1 Score: 0.762499214737739, Accuracy: 0.7755719657139217\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1100, F1 Score: 0.7644432343042586, Accuracy: 0.777212981550521\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1200, F1 Score: 0.767716360915301, Accuracy: 0.7801160660230061\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1300, F1 Score: 0.7667325562606316, Accuracy: 0.7789794634037536\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1400, F1 Score: 0.7690248296426161, Accuracy: 0.7815040786413026\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1500, F1 Score: 0.7691854842198282, Accuracy: 0.7812517127107033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1600, F1 Score: 0.7688698288500584, Accuracy: 0.7809986298314374\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1700, F1 Score: 0.7665601265418005, Accuracy: 0.7791049294203868\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1800, F1 Score: 0.7646716187112079, Accuracy: 0.7773381289233023\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 1900, F1 Score: 0.7677207271523551, Accuracy: 0.7799886881432622\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2000, F1 Score: 0.7680499109973138, Accuracy: 0.780367635343976\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2100, F1 Score: 0.7701666729940543, Accuracy: 0.7822610967721377\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2200, F1 Score: 0.7698885604792673, Accuracy: 0.7821344358410605\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2300, F1 Score: 0.7721026567147953, Accuracy: 0.7840279769301851\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2400, F1 Score: 0.7709716739806105, Accuracy: 0.7826390083803333\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2500, F1 Score: 0.7710326745646215, Accuracy: 0.7827655099894848\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2600, F1 Score: 0.7711021575133237, Accuracy: 0.7828920912595991\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2700, F1 Score: 0.7702061484396272, Accuracy: 0.7822612560940636\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2800, F1 Score: 0.7706281065027034, Accuracy: 0.7827663065991142\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 2900, F1 Score: 0.7694300120990311, Accuracy: 0.7816299429627505\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3000, F1 Score: 0.7704566177561771, Accuracy: 0.7826401236338145\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3100, F1 Score: 0.7710730497627074, Accuracy: 0.783145094477902\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3200, F1 Score: 0.7704465060067859, Accuracy: 0.782640840582481\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3300, F1 Score: 0.7709638136584629, Accuracy: 0.7830194691393431\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3400, F1 Score: 0.7706865180038556, Accuracy: 0.7827671032087435\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3500, F1 Score: 0.7729892803597869, Accuracy: 0.7849133288723193\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3600, F1 Score: 0.7725492081204539, Accuracy: 0.7844085173501577\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3700, F1 Score: 0.7714216077980015, Accuracy: 0.7833986553229455\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3800, F1 Score: 0.7726553037792749, Accuracy: 0.7842820157410062\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 3900, F1 Score: 0.7722801938326322, Accuracy: 0.7839028295574036\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4000, F1 Score: 0.7709966927417539, Accuracy: 0.7825138610075519\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4100, F1 Score: 0.7708898673504854, Accuracy: 0.7822618137208043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4200, F1 Score: 0.7714725449501911, Accuracy: 0.7827668642258547\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4300, F1 Score: 0.7716922245513759, Accuracy: 0.7828925692253768\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4400, F1 Score: 0.7726008347157709, Accuracy: 0.7837762482872893\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4500, F1 Score: 0.7732058332596655, Accuracy: 0.7840285345569258\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4600, F1 Score: 0.7706025329907165, Accuracy: 0.7815040786413027\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4700, F1 Score: 0.7714717259383057, Accuracy: 0.7823873593984004\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4800, F1 Score: 0.7715794502010279, Accuracy: 0.782513701685626\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 4900, F1 Score: 0.7706576953560342, Accuracy: 0.7816305802504541\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5000, F1 Score: 0.7702699798655094, Accuracy: 0.7811256094063664\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5100, F1 Score: 0.7697750516764439, Accuracy: 0.7807465825446899\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5200, F1 Score: 0.7718920954859587, Accuracy: 0.7826396456680369\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5300, F1 Score: 0.7705737596477689, Accuracy: 0.7815039193193767\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5400, F1 Score: 0.7699585406895944, Accuracy: 0.7811256094063664\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5500, F1 Score: 0.769720304620386, Accuracy: 0.7807464232227639\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5600, F1 Score: 0.7697480057121765, Accuracy: 0.7807468215275786\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5700, F1 Score: 0.7700660414699503, Accuracy: 0.7808724468661378\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5800, F1 Score: 0.7704717842969437, Accuracy: 0.7811246534748112\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 5900, F1 Score: 0.7688362484639162, Accuracy: 0.7796098206035114\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6000, F1 Score: 0.7708232306421584, Accuracy: 0.781503521014562\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6100, F1 Score: 0.7719150325632256, Accuracy: 0.782513622024663\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6200, F1 Score: 0.7702502598110774, Accuracy: 0.7809987891533633\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6300, F1 Score: 0.770001694230381, Accuracy: 0.7808730044928784\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6400, F1 Score: 0.7700680583475712, Accuracy: 0.7808731638148042\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6500, F1 Score: 0.7713775372673373, Accuracy: 0.7822614950769525\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6600, F1 Score: 0.7694712793261737, Accuracy: 0.780620558901316\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6700, F1 Score: 0.769268276297468, Accuracy: 0.7802420100054169\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6800, F1 Score: 0.7692115200159714, Accuracy: 0.7801156677181914\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 6900, F1 Score: 0.7695066434025721, Accuracy: 0.7803684319536053\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7000, F1 Score: 0.7683940102341301, Accuracy: 0.7791059650129051\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7100, F1 Score: 0.7673830185326077, Accuracy: 0.7782222859509927\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7200, F1 Score: 0.7669921775123146, Accuracy: 0.7778434184112418\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7300, F1 Score: 0.7665866140659574, Accuracy: 0.777464630532454\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7400, F1 Score: 0.7682902606566011, Accuracy: 0.779106044673868\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7500, F1 Score: 0.7669674799162112, Accuracy: 0.7777172354459421\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7600, F1 Score: 0.7674445000383845, Accuracy: 0.7780961029856929\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7700, F1 Score: 0.7680403913094225, Accuracy: 0.77872725679508\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7800, F1 Score: 0.7682870559595629, Accuracy: 0.7789796227256794\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 7900, F1 Score: 0.7688662033756918, Accuracy: 0.7793583309435045\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8000, F1 Score: 0.7681888460675135, Accuracy: 0.7786012331517064\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8100, F1 Score: 0.7677585366221885, Accuracy: 0.7779693623936528\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8200, F1 Score: 0.7686104649088022, Accuracy: 0.7787270974731543\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8300, F1 Score: 0.770289599999923, Accuracy: 0.7806209572061308\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8400, F1 Score: 0.7693118741173743, Accuracy: 0.7797369595003665\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8500, F1 Score: 0.7693709089120426, Accuracy: 0.779863301787592\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8600, F1 Score: 0.7688454393694121, Accuracy: 0.7793585699263932\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8700, F1 Score: 0.7693717587177794, Accuracy: 0.7797370391613294\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8800, F1 Score: 0.7690994491491228, Accuracy: 0.779484593569767\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 8900, F1 Score: 0.7690593607949278, Accuracy: 0.7794846732307299\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9000, F1 Score: 0.7687911017748468, Accuracy: 0.7791059650129052\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9100, F1 Score: 0.7689224895093197, Accuracy: 0.7793584106044673\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9200, F1 Score: 0.7679679179581684, Accuracy: 0.7784747315425549\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9300, F1 Score: 0.767432083865331, Accuracy: 0.7777169964630533\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9400, F1 Score: 0.7678895832466198, Accuracy: 0.7783484689162923\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9500, F1 Score: 0.76769186559998, Accuracy: 0.7780955453589523\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9600, F1 Score: 0.7671114908617257, Accuracy: 0.7775905745148648\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9700, F1 Score: 0.7682313240349612, Accuracy: 0.7786005162030399\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9800, F1 Score: 0.7677719771902665, Accuracy: 0.7782215690023262\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 9900, F1 Score: 0.7673242930264568, Accuracy: 0.7777167574801644\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10000, F1 Score: 0.7670428537815145, Accuracy: 0.777464471210528\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10100, F1 Score: 0.7658997631244487, Accuracy: 0.7765806328266897\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10200, F1 Score: 0.765166356269036, Accuracy: 0.7758232960520027\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10300, F1 Score: 0.7646376829867891, Accuracy: 0.7754446674951407\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10400, F1 Score: 0.764650855006253, Accuracy: 0.7751919829206896\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10500, F1 Score: 0.7643608504234337, Accuracy: 0.7748132747028647\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10600, F1 Score: 0.764554764769519, Accuracy: 0.7749396169900902\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10700, F1 Score: 0.7637940003376091, Accuracy: 0.774308303858777\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10800, F1 Score: 0.7636824680927496, Accuracy: 0.7743080648758882\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 10900, F1 Score: 0.7641150034013949, Accuracy: 0.7746864544498614\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11000, F1 Score: 0.7650551011665149, Accuracy: 0.7755704521556257\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11100, F1 Score: 0.7642311709875763, Accuracy: 0.7748129560590129\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11200, F1 Score: 0.7637903571026274, Accuracy: 0.774308303858777\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11300, F1 Score: 0.7625577502828207, Accuracy: 0.7731723385272281\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11400, F1 Score: 0.7616458995577828, Accuracy: 0.7722886594653156\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11500, F1 Score: 0.762568767728496, Accuracy: 0.7731720198833764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11600, F1 Score: 0.7626585300533713, Accuracy: 0.7731720198833764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11700, F1 Score: 0.7635890574601983, Accuracy: 0.774308542841666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11800, F1 Score: 0.7624698381541817, Accuracy: 0.7732983621706019\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 11900, F1 Score: 0.7627081330873784, Accuracy: 0.7734243858139757\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12000, F1 Score: 0.7629519135809902, Accuracy: 0.7736769907274639\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12100, F1 Score: 0.7636683334199226, Accuracy: 0.7741820412325144\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12200, F1 Score: 0.7641660469998202, Accuracy: 0.774687012076602\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12300, F1 Score: 0.7636101117730314, Accuracy: 0.7741822802154033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12400, F1 Score: 0.7648402882107015, Accuracy: 0.7751918235987636\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12500, F1 Score: 0.7646221257608353, Accuracy: 0.7749393780072014\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12600, F1 Score: 0.7646810634514171, Accuracy: 0.7749395373291272\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12700, F1 Score: 0.7647337163434526, Accuracy: 0.7749392186852755\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12800, F1 Score: 0.7630287661150856, Accuracy: 0.7732983621706019\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 12900, F1 Score: 0.7637407894294151, Accuracy: 0.773929675301915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13000, F1 Score: 0.7629873298886972, Accuracy: 0.7731721792053022\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13100, F1 Score: 0.7626227307308925, Accuracy: 0.7729198929356658\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13200, F1 Score: 0.7633697164964794, Accuracy: 0.7735506484402384\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13300, F1 Score: 0.7639497278554226, Accuracy: 0.7740555396233629\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13400, F1 Score: 0.762791692565979, Accuracy: 0.7727933913265144\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13500, F1 Score: 0.7630168995944226, Accuracy: 0.7730459165790396\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13600, F1 Score: 0.7630184208903161, Accuracy: 0.7730459962400025\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13700, F1 Score: 0.7635387776660751, Accuracy: 0.7734246247968646\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13800, F1 Score: 0.7622801204753606, Accuracy: 0.7722889781091673\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 13900, F1 Score: 0.7634533648080396, Accuracy: 0.7734247841187905\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14000, F1 Score: 0.7622761310089624, Accuracy: 0.7722887391262786\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14100, F1 Score: 0.7614787055959958, Accuracy: 0.7715318803173693\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14200, F1 Score: 0.7618882398159101, Accuracy: 0.7719105885351942\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14300, F1 Score: 0.7626999738854123, Accuracy: 0.7726678456489182\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14400, F1 Score: 0.7621682236142565, Accuracy: 0.7721628748048307\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14500, F1 Score: 0.7638336697315627, Accuracy: 0.7738038109804671\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14600, F1 Score: 0.7641978077658386, Accuracy: 0.774182598859255\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14700, F1 Score: 0.763900833994284, Accuracy: 0.7739298346238409\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14800, F1 Score: 0.7635727350681937, Accuracy: 0.7736774686932415\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 14900, F1 Score: 0.7634187237675544, Accuracy: 0.7734249434407163\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15000, F1 Score: 0.7630777758831397, Accuracy: 0.7731723385272281\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15100, F1 Score: 0.7625501911532476, Accuracy: 0.7726676066660294\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15200, F1 Score: 0.762816669419226, Accuracy: 0.7729202115795176\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15300, F1 Score: 0.7610547689239184, Accuracy: 0.7709006468470191\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15400, F1 Score: 0.760610907941992, Accuracy: 0.7706482012554567\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15500, F1 Score: 0.7606417925100927, Accuracy: 0.7706481215944938\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15600, F1 Score: 0.7595786639422659, Accuracy: 0.7696381799063187\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15700, F1 Score: 0.7587327830985859, Accuracy: 0.7688808431316319\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15800, F1 Score: 0.7579536062383234, Accuracy: 0.7679970844087562\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 15900, F1 Score: 0.7577003232407774, Accuracy: 0.767744718478157\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16000, F1 Score: 0.7577074215985773, Accuracy: 0.767744718478157\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16100, F1 Score: 0.7576928014062652, Accuracy: 0.7677448778000827\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16200, F1 Score: 0.7589725298070713, Accuracy: 0.7690071854188573\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16300, F1 Score: 0.7590911225391734, Accuracy: 0.7690068667750055\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16400, F1 Score: 0.7582947408877401, Accuracy: 0.7682495300003187\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16500, F1 Score: 0.7582041714146806, Accuracy: 0.7682493706783927\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16600, F1 Score: 0.7583569846167247, Accuracy: 0.7683755536436924\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16700, F1 Score: 0.7590339132879659, Accuracy: 0.7690067074530798\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16800, F1 Score: 0.7586293472421626, Accuracy: 0.7686279992352547\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 16900, F1 Score: 0.7590162255736344, Accuracy: 0.7690067871140427\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17000, F1 Score: 0.7592327037912094, Accuracy: 0.7692592327056049\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17100, F1 Score: 0.75913416508437, Accuracy: 0.7691327310964535\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17200, F1 Score: 0.7589017416364232, Accuracy: 0.7688803651658541\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17300, F1 Score: 0.7596721128239846, Accuracy: 0.7696378612624669\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17400, F1 Score: 0.7587306460134114, Accuracy: 0.7687541025395915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17500, F1 Score: 0.7590353814149184, Accuracy: 0.7691329700793422\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17600, F1 Score: 0.7585433292634461, Accuracy: 0.768627839913329\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17700, F1 Score: 0.7583419243587459, Accuracy: 0.7683752349998407\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17800, F1 Score: 0.7582425331177297, Accuracy: 0.7683753943217665\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 17900, F1 Score: 0.7578496105137049, Accuracy: 0.7678701844947902\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18000, F1 Score: 0.7580189582944128, Accuracy: 0.7679962877991269\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18100, F1 Score: 0.7572389254883283, Accuracy: 0.7672389510244401\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18200, F1 Score: 0.7562023607061557, Accuracy: 0.7662294873020425\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18300, F1 Score: 0.7559619329782832, Accuracy: 0.7659769620495173\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18400, F1 Score: 0.7569137329586596, Accuracy: 0.7668606411114298\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18500, F1 Score: 0.757155835740058, Accuracy: 0.767113086702992\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18600, F1 Score: 0.756496049712706, Accuracy: 0.7664821718764937\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18700, F1 Score: 0.7564586550423633, Accuracy: 0.7663560685721569\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18800, F1 Score: 0.7556246534763255, Accuracy: 0.7655990504413217\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 18900, F1 Score: 0.7552808889829036, Accuracy: 0.7652203422234968\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19000, F1 Score: 0.7547722506446068, Accuracy: 0.7648415543447089\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19100, F1 Score: 0.7556981792604744, Accuracy: 0.7657252334066215\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19200, F1 Score: 0.7546603167466931, Accuracy: 0.7647154510403722\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19300, F1 Score: 0.755339129615827, Accuracy: 0.7653462862059077\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19400, F1 Score: 0.7561410887057761, Accuracy: 0.7661034636586688\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19500, F1 Score: 0.7557635650963203, Accuracy: 0.7657248351018067\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19600, F1 Score: 0.755446371459667, Accuracy: 0.7654726284931332\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19700, F1 Score: 0.7556153224941321, Accuracy: 0.7657249944237327\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19800, F1 Score: 0.75594478177462, Accuracy: 0.765977440015295\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 19900, F1 Score: 0.7555962787669014, Accuracy: 0.7655982538316923\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20000, F1 Score: 0.7552398049897392, Accuracy: 0.7653458082401301\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20100, F1 Score: 0.7552746006099346, Accuracy: 0.765345967562056\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20200, F1 Score: 0.7538222358697612, Accuracy: 0.7640837396042445\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20300, F1 Score: 0.7537394562069364, Accuracy: 0.7640837396042445\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20400, F1 Score: 0.753539120077068, Accuracy: 0.763831294012682\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20500, F1 Score: 0.7544502745572834, Accuracy: 0.7645884714654432\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20600, F1 Score: 0.7559345474105981, Accuracy: 0.7658506994232548\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20700, F1 Score: 0.7544389979279538, Accuracy: 0.7644622088391806\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20800, F1 Score: 0.7545378287640698, Accuracy: 0.7644622088391804\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 20900, F1 Score: 0.7539587071107128, Accuracy: 0.7640838989261702\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21000, F1 Score: 0.7543526022790057, Accuracy: 0.7644626071439952\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21100, F1 Score: 0.7531841296351772, Accuracy: 0.7633261638466686\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21200, F1 Score: 0.7523063931537441, Accuracy: 0.7625690660548705\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21300, F1 Score: 0.7530011735643769, Accuracy: 0.7630737979160692\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21400, F1 Score: 0.7520332519181847, Accuracy: 0.7621900391931937\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21500, F1 Score: 0.7535367104952778, Accuracy: 0.763578370455342\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21600, F1 Score: 0.7536579499842164, Accuracy: 0.7637046330816047\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21700, F1 Score: 0.7525277956372182, Accuracy: 0.7626945320715037\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21800, F1 Score: 0.7520860533908701, Accuracy: 0.7621895612274161\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 21900, F1 Score: 0.7522640816727193, Accuracy: 0.7624423254628303\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22000, F1 Score: 0.7518617474655638, Accuracy: 0.7620636172450053\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22100, F1 Score: 0.7521678004232971, Accuracy: 0.7623159831756047\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22200, F1 Score: 0.7521430081998388, Accuracy: 0.7623159831756047\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22300, F1 Score: 0.7524660200999064, Accuracy: 0.7625684287671669\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22400, F1 Score: 0.7526201298379033, Accuracy: 0.7626948507153555\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22500, F1 Score: 0.7523788299025125, Accuracy: 0.7624422458018673\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22600, F1 Score: 0.7530572749069602, Accuracy: 0.7630736385941435\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22700, F1 Score: 0.7529592405191158, Accuracy: 0.7629472166459549\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22800, F1 Score: 0.7533833755676327, Accuracy: 0.7633257655418539\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 22900, F1 Score: 0.7534631616445038, Accuracy: 0.7633256062199281\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23000, F1 Score: 0.7522581590966114, Accuracy: 0.7621896408883791\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23100, F1 Score: 0.7523091004567098, Accuracy: 0.7623161424975305\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23200, F1 Score: 0.7515503330916395, Accuracy: 0.7614321447917662\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23300, F1 Score: 0.7515979031991364, Accuracy: 0.7614321447917662\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23400, F1 Score: 0.7521124188260675, Accuracy: 0.761936956313928\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23500, F1 Score: 0.7516963722956514, Accuracy: 0.7616847497052545\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23600, F1 Score: 0.7517129156171116, Accuracy: 0.7616847497052545\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23700, F1 Score: 0.7516062268212581, Accuracy: 0.7616847497052545\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23800, F1 Score: 0.7518827476901228, Accuracy: 0.7618110123315172\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 23900, F1 Score: 0.7511980062000431, Accuracy: 0.7611797788611668\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24000, F1 Score: 0.7506077953232657, Accuracy: 0.7606747283561164\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24100, F1 Score: 0.7513172433946738, Accuracy: 0.7613059618264666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24200, F1 Score: 0.7513011717422444, Accuracy: 0.7613059618264666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24300, F1 Score: 0.7516615822201281, Accuracy: 0.7616847497052545\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24400, F1 Score: 0.7524600329198042, Accuracy: 0.7623159035146416\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24500, F1 Score: 0.7526829553480711, Accuracy: 0.7625681897842782\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24600, F1 Score: 0.752425205515719, Accuracy: 0.7623156645317529\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24700, F1 Score: 0.7525935394436932, Accuracy: 0.7624418474970526\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24800, F1 Score: 0.7514090461574595, Accuracy: 0.7613058025045407\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 24900, F1 Score: 0.7514681315349626, Accuracy: 0.7613058821655037\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25000, F1 Score: 0.7518459082068446, Accuracy: 0.7616845107223656\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25100, F1 Score: 0.7510984582287085, Accuracy: 0.7609271739476787\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25200, F1 Score: 0.7512360190350347, Accuracy: 0.7610534365739413\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25300, F1 Score: 0.7509678805276785, Accuracy: 0.7609271739476787\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25400, F1 Score: 0.750839616013644, Accuracy: 0.760800990982379\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25500, F1 Score: 0.7503423669677505, Accuracy: 0.7602962591211803\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25600, F1 Score: 0.7503609357991026, Accuracy: 0.7602963387821432\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25700, F1 Score: 0.7504487841396705, Accuracy: 0.7604223624255171\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25800, F1 Score: 0.7503058811646961, Accuracy: 0.7602963387821432\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 25900, F1 Score: 0.7506273925409146, Accuracy: 0.7605487843737055\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26000, F1 Score: 0.7506194131269559, Accuracy: 0.7605487843737055\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26100, F1 Score: 0.7504513712126236, Accuracy: 0.7604226810693688\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26200, F1 Score: 0.7510113384034862, Accuracy: 0.7610535958958672\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26300, F1 Score: 0.7511705730943615, Accuracy: 0.761179699200204\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26400, F1 Score: 0.7511392231755696, Accuracy: 0.7611798585221299\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26500, F1 Score: 0.7512419086234919, Accuracy: 0.7613059618264666\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26600, F1 Score: 0.7509842639240185, Accuracy: 0.7610534365739413\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26700, F1 Score: 0.7517574930664754, Accuracy: 0.7618109326705541\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26800, F1 Score: 0.7510724521184866, Accuracy: 0.761179778861167\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 26900, F1 Score: 0.7512378267538816, Accuracy: 0.7611799381830928\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27000, F1 Score: 0.7518859460892919, Accuracy: 0.7618108530095913\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27100, F1 Score: 0.7516454502330181, Accuracy: 0.7615584870789919\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27200, F1 Score: 0.7508878121086239, Accuracy: 0.7609273332696046\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27300, F1 Score: 0.7513074280328971, Accuracy: 0.7613060414874295\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27400, F1 Score: 0.7516439301022755, Accuracy: 0.761558248096103\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27500, F1 Score: 0.7509170398854123, Accuracy: 0.7608005130166013\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27600, F1 Score: 0.750806218457161, Accuracy: 0.760800911321416\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27700, F1 Score: 0.7509325541929037, Accuracy: 0.7609276519134563\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27800, F1 Score: 0.7498288549144192, Accuracy: 0.7599175509033553\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 27900, F1 Score: 0.7499351981312652, Accuracy: 0.7600439728515439\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28000, F1 Score: 0.7500309249084313, Accuracy: 0.7601703151387694\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28100, F1 Score: 0.7494280252309481, Accuracy: 0.7595390816684192\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28200, F1 Score: 0.750352977311479, Accuracy: 0.7604227607303318\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28300, F1 Score: 0.7501991273308077, Accuracy: 0.7602964981040692\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28400, F1 Score: 0.749298950038613, Accuracy: 0.7594128190421566\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28500, F1 Score: 0.7487357186812195, Accuracy: 0.758908007519995\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28600, F1 Score: 0.7488087181922183, Accuracy: 0.7590344294681834\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28700, F1 Score: 0.7486290273330096, Accuracy: 0.7587815855718064\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28800, F1 Score: 0.75071936552056, Accuracy: 0.7608013096262308\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 28900, F1 Score: 0.750399693635148, Accuracy: 0.7604226014084058\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29000, F1 Score: 0.7506348725521194, Accuracy: 0.7605490233565944\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29100, F1 Score: 0.7510219707226036, Accuracy: 0.7609277315744193\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29200, F1 Score: 0.7497922815833458, Accuracy: 0.759665184972756\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29300, F1 Score: 0.7495572922617024, Accuracy: 0.7595389223464933\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29400, F1 Score: 0.7499341291907211, Accuracy: 0.7599175509033553\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29500, F1 Score: 0.7494152880586551, Accuracy: 0.7595386037026415\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29600, F1 Score: 0.7482701536287321, Accuracy: 0.7584029570149443\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29700, F1 Score: 0.7483595127181246, Accuracy: 0.7584027976930185\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29800, F1 Score: 0.7486322757912067, Accuracy: 0.7586552432845808\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 29900, F1 Score: 0.750393711454628, Accuracy: 0.7601698371729918\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30000, F1 Score: 0.7499196446559162, Accuracy: 0.7597912086161298\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30100, F1 Score: 0.7492766696223205, Accuracy: 0.7592865564158939\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30200, F1 Score: 0.7483343547778798, Accuracy: 0.7584029570149444\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30300, F1 Score: 0.7483347045036994, Accuracy: 0.7584029570149444\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30400, F1 Score: 0.7486886415847739, Accuracy: 0.7587818245546952\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30500, F1 Score: 0.7483277471363271, Accuracy: 0.7584031959978332\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30600, F1 Score: 0.7489194362109887, Accuracy: 0.7590341904852946\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30700, F1 Score: 0.7471916511406338, Accuracy: 0.757393333970621\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30800, F1 Score: 0.7477535214720954, Accuracy: 0.7578979065098939\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 30900, F1 Score: 0.7468873351764334, Accuracy: 0.7570141477870184\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31000, F1 Score: 0.7484447517343554, Accuracy: 0.7586553229455438\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31100, F1 Score: 0.7466847221851631, Accuracy: 0.7568880444826818\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31200, F1 Score: 0.7470942060635936, Accuracy: 0.7572665933785807\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31300, F1 Score: 0.7469417927892212, Accuracy: 0.757140490074244\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31400, F1 Score: 0.7462087655645555, Accuracy: 0.7563830736385941\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31500, F1 Score: 0.7467129734901377, Accuracy: 0.7570143071089442\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31600, F1 Score: 0.7461971422485465, Accuracy: 0.756383312621483\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31700, F1 Score: 0.7466764921888907, Accuracy: 0.7568882038046076\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31800, F1 Score: 0.7456240938200123, Accuracy: 0.7557519994901698\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 31900, F1 Score: 0.744764714595594, Accuracy: 0.7549948220374088\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32000, F1 Score: 0.7458715324984612, Accuracy: 0.7560049230475098\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32100, F1 Score: 0.7452370155636445, Accuracy: 0.7554997928814963\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32200, F1 Score: 0.7455356909272755, Accuracy: 0.7558783417773954\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32300, F1 Score: 0.7459837793016144, Accuracy: 0.7561307077079947\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32400, F1 Score: 0.7443235582797245, Accuracy: 0.7544897715323582\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32500, F1 Score: 0.7447968337721238, Accuracy: 0.7549947423764458\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32600, F1 Score: 0.7452933279565659, Accuracy: 0.7553731319504189\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32700, F1 Score: 0.7442778599453325, Accuracy: 0.7544894528885064\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32800, F1 Score: 0.7448909837546456, Accuracy: 0.7549942644106682\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 32900, F1 Score: 0.7446737397143637, Accuracy: 0.7547418984800688\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33000, F1 Score: 0.7435053728738952, Accuracy: 0.7536061721314088\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33100, F1 Score: 0.7432556685956946, Accuracy: 0.7533536468788835\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33200, F1 Score: 0.7431387502587204, Accuracy: 0.7532275435745468\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33300, F1 Score: 0.7423220010785718, Accuracy: 0.7524702864608226\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33400, F1 Score: 0.7430713237861346, Accuracy: 0.753101519931173\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33500, F1 Score: 0.7422723280563852, Accuracy: 0.752344103495523\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33600, F1 Score: 0.7419969811714984, Accuracy: 0.7520922155307013\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33700, F1 Score: 0.7418512371038611, Accuracy: 0.7519656342605869\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33800, F1 Score: 0.7408914757263284, Accuracy: 0.7509559315553006\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 33900, F1 Score: 0.7412816405405607, Accuracy: 0.7513344804511997\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34000, F1 Score: 0.7399258140505682, Accuracy: 0.7500723321543511\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34100, F1 Score: 0.7406715463598744, Accuracy: 0.7507033266418124\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34200, F1 Score: 0.7383657720603704, Accuracy: 0.7485573399611254\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34300, F1 Score: 0.7387759834954596, Accuracy: 0.7488099448746136\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34400, F1 Score: 0.7396350564124199, Accuracy: 0.7495670426664117\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34500, F1 Score: 0.738693158954342, Accuracy: 0.7488100245355765\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34600, F1 Score: 0.7376876421721331, Accuracy: 0.7479261861517383\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34700, F1 Score: 0.7370851306563191, Accuracy: 0.7472952713252399\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34800, F1 Score: 0.7372494677898785, Accuracy: 0.7474216136124655\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 34900, F1 Score: 0.7372303662694799, Accuracy: 0.7475481948825797\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35000, F1 Score: 0.7362431312820521, Accuracy: 0.7465388108211453\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35100, F1 Score: 0.7366451718944573, Accuracy: 0.7470431443775293\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35200, F1 Score: 0.7348320625020586, Accuracy: 0.7452765032023707\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35300, F1 Score: 0.736095817248638, Accuracy: 0.7462862059076569\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35400, F1 Score: 0.7350360980764514, Accuracy: 0.7452762642194819\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35500, F1 Score: 0.7339907433442029, Accuracy: 0.7442665615141956\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35600, F1 Score: 0.7327755472032386, Accuracy: 0.7432565401650575\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35700, F1 Score: 0.7347263297058023, Accuracy: 0.7450230220182901\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35800, F1 Score: 0.7331842238400847, Accuracy: 0.7436342924513272\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 35900, F1 Score: 0.7304454025963858, Accuracy: 0.7411102348405187\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36000, F1 Score: 0.7298869437319158, Accuracy: 0.7404787623872797\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36100, F1 Score: 0.7317274722425697, Accuracy: 0.7422459611891788\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36200, F1 Score: 0.7305116082013532, Accuracy: 0.741109916196667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36300, F1 Score: 0.7301757360315013, Accuracy: 0.7408573909441418\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36400, F1 Score: 0.729917885780621, Accuracy: 0.7406049453525795\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36500, F1 Score: 0.730180671003711, Accuracy: 0.7408572316222158\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36600, F1 Score: 0.7291787646734392, Accuracy: 0.7398473695950036\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36700, F1 Score: 0.7298314991678538, Accuracy: 0.7406043877258388\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36800, F1 Score: 0.7284901183068422, Accuracy: 0.7392158971417646\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 36900, F1 Score: 0.7290237016744265, Accuracy: 0.7398467323073\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37000, F1 Score: 0.7281459764719014, Accuracy: 0.738836949941051\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37100, F1 Score: 0.7268379540336259, Accuracy: 0.7377005066437243\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37200, F1 Score: 0.7267038454375878, Accuracy: 0.7377006659656502\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37300, F1 Score: 0.7268695393485438, Accuracy: 0.7378270879138388\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37400, F1 Score: 0.72711415660654, Accuracy: 0.7380799318102157\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37500, F1 Score: 0.7262958454186798, Accuracy: 0.7373223560526401\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37600, F1 Score: 0.7260126838486374, Accuracy: 0.7370698308001148\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37700, F1 Score: 0.7260647116995347, Accuracy: 0.7371957747825255\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37800, F1 Score: 0.7255890135093593, Accuracy: 0.7366908835994009\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 37900, F1 Score: 0.7263500996118933, Accuracy: 0.7373222763916771\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38000, F1 Score: 0.726378457720019, Accuracy: 0.7373223560526401\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38100, F1 Score: 0.7259400931933228, Accuracy: 0.7369435681738521\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38200, F1 Score: 0.7250067184584654, Accuracy: 0.7360599687729026\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38300, F1 Score: 0.7255267935730614, Accuracy: 0.7364382786859128\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38400, F1 Score: 0.7245641156091517, Accuracy: 0.7355551572507408\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38500, F1 Score: 0.7257517081192809, Accuracy: 0.7369435681738521\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38600, F1 Score: 0.7264670279127488, Accuracy: 0.7375746423222764\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38700, F1 Score: 0.7230358800411922, Accuracy: 0.7342925309881145\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38800, F1 Score: 0.7232176176736982, Accuracy: 0.7344192715801549\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 38900, F1 Score: 0.7223373076448991, Accuracy: 0.7334087722652392\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39000, F1 Score: 0.7226517672962002, Accuracy: 0.7337877991269159\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39100, F1 Score: 0.72235326792286, Accuracy: 0.7332829079437913\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39200, F1 Score: 0.7219760851395014, Accuracy: 0.7330307013351177\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39300, F1 Score: 0.7223182763599022, Accuracy: 0.7332830672657171\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39400, F1 Score: 0.72094523201567, Accuracy: 0.7316418124462288\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n", + "C:\\Users\\aom2\\AppData\\Local\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: 39500, F1 Score: 0.7211197542161552, Accuracy: 0.7320209986298314\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal number of features: 4500\n" + ] + } + ], + "source": [ + "optimal_features = find_optimal_features(df_bin, 'tfidf', C=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08983747", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NaturalHistory_Transformer_API_v1.0/.gitignore b/NaturalHistory_Transformer_API_v1.0/.gitignore new file mode 100644 index 0000000..703ded6 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/.gitignore @@ -0,0 +1,65 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +env/ +venv/ +ENV/ +build/ +dist/ +*.egg-info/ + +# PyInstaller +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +coverage.xml +*.cover +.hypothesis/ +.pytest_cache/ + +# Jupyter Notebook +.ipynb_checkpoints + +# PyCharm +.idea/ + +# VS Code +.vscode/ + +# macOS +.DS_Store + +# Windows +Thumbs.db +desktop.ini + +# JetBrains IDEs +.idea/ + +# Environments +.env +.env.local +.env.production +.env.test + +# Logs +logs/ +*.log + +# Docker +docker-compose.override.yml diff --git a/NaturalHistory_Transformer_API_v1.0/.idea/inspectionProfiles/Project_Default.xml b/NaturalHistory_Transformer_API_v1.0/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..536c25a --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,19 @@ + + + + \ No newline at end of file diff --git a/NaturalHistory_Transformer_API_v1.0/.idea/inspectionProfiles/profiles_settings.xml b/NaturalHistory_Transformer_API_v1.0/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/NaturalHistory_Transformer_API_v1.0/.idea/vcs.xml b/NaturalHistory_Transformer_API_v1.0/.idea/vcs.xml new file mode 100644 index 0000000..6c0b863 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/NaturalHistory_Transformer_API_v1.0/.idea/workspace.xml b/NaturalHistory_Transformer_API_v1.0/.idea/workspace.xml new file mode 100644 index 0000000..4564eaf --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/.idea/workspace.xml @@ -0,0 +1,155 @@ + + + + + + + + + + + + + + + + + + + { + "associatedIndex": 6 +} + + + + { + "keyToString": { + "DefaultHtmlFileTemplate": "HTML File", + "RunOnceActivity.OpenProjectViewOnStart": "true", + "RunOnceActivity.ShowReadmeOnStart": "true", + "git-widget-placeholder": "minghui__development", + "last_opened_file_path": "H:/Documents/GitHub/RDAS/NaturalHistory_Transformer_API_v1.0", + "settings.editor.selected.configurable": "com.jetbrains.python.configuration.PyActiveSdkModuleConfigurable" + } +} + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 1715198804649 + + + + \ No newline at end of file diff --git a/NaturalHistory_Transformer_API_v1.0/Dockerfile b/NaturalHistory_Transformer_API_v1.0/Dockerfile new file mode 100644 index 0000000..a700951 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/Dockerfile @@ -0,0 +1,18 @@ +# Use an official Python runtime as a parent image +FROM python:3.11 + +# Set the working directory to /app +WORKDIR /app + +# Copy the current directory contents into the container at /app +COPY . /app + +# Install any needed packages specified in requirements.txt +RUN pip install -r requirements.txt + +# Make port 5000 available to the world outside this container +EXPOSE 5000 + +# Run the application +CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "5000"] + diff --git a/NaturalHistory_Transformer_API_v1.0/README.md b/NaturalHistory_Transformer_API_v1.0/README.md new file mode 100644 index 0000000..88cec01 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/README.md @@ -0,0 +1,73 @@ +# Natural History Study Article Prediction API + +This API utilizes a transformer-based machine learning model to predict the relevance of articles for Natural History Studies. It is specifically designed to handle batches of article abstracts and assess their relevance to the study of rare diseases. + +## Table of Contents +- [Features](#features) +- [Getting Started](#getting-started) +- [Running the Application](#running-the-application) +- [API Documentation](#api-documentation) +- [Feedback](#feedback) + +## Features + +- Predict the relevance of article abstracts to the study of rare diseases. +- Batch processing of multiple article abstracts. +- Robust error handling and logging. + +## Getting Started + +### Prerequisites + +- Docker and Docker Compose installed on your machine. +- Python 3.8 if you prefer running locally without Docker. + +### Installation + +1. **Clone the repository:** + + ```bash + git clone https://github.com/yourusername/yourrepository.git + cd yourrepository + ``` +2. **Create a .env file:** + ```bash + cp .env.example .env + ``` + Update the .env file with the appropriate configuration values. +### Running the Application + +#### Using Docker +1. **Build the Docker images:** + ```bash + docker-compose build + ``` +2. **Start the FastAPI application:** + ```bash + docker-compose up web + ``` + The application will be accessible at http://localhost:5000. Go to http://localhost:5000/docs for usage information. +#### Running Locally +1. **Create and activate a virtual environment:** + ```bash + python -m venv venv + source venv/bin/activate # On Windows use `venv\Scripts\activate` + ``` + +2. **Install the dependencies:** + ```bash + pip install -r requirements.txt + ``` +3. **Run the application:** + ```bash + uvicorn app.main:app --host 0.0.0.0 --port 5000 + ``` + The application will be accessible at http://localhost:5000. Go to http://localhost:5000/docs for usage information. + +### API Documentation + +The API documentation is available via Swagger UI and can be accessed at: + ```bash + http://localhost:5000/docs + ``` + You can use the interactive documentation to test the endpoints and understand the API. diff --git a/NaturalHistory_Transformer_API_v1.0/app/.dockerignore b/NaturalHistory_Transformer_API_v1.0/app/.dockerignore new file mode 100644 index 0000000..179377a --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/app/.dockerignore @@ -0,0 +1,36 @@ +__pycache__/ +*.pyc +*.pyo +*.pyd +.Python +env/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +*.egg-info/ +.installed.cfg +*.egg +pip-log.txt +pip-delete-this-directory.txt +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.log +.local/ +.dockerignore +.git/ +.gitignore diff --git a/NaturalHistory_Transformer_API_v1.0/app/__init__.py b/NaturalHistory_Transformer_API_v1.0/app/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/NaturalHistory_Transformer_API_v1.0/app/main.py b/NaturalHistory_Transformer_API_v1.0/app/main.py new file mode 100644 index 0000000..eca1ec4 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/app/main.py @@ -0,0 +1,102 @@ +from fastapi import FastAPI, HTTPException, Request +from pydantic import BaseModel +from typing import List +import os +import torch +import logging +from logging.handlers import RotatingFileHandler +import sys +import traceback +from transformers import AutoTokenizer, AutoModelForSequenceClassification +from fastapi.responses import JSONResponse + +# Append the directory of `main.py` to sys.path to locate config.py +sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..', ''))) +from config import Config + +description=""" + This API utilizes a transformer-based machine learning model to predict the relevance of articles for Natural History Studies. It is specifically designed to handle batches of article abstracts and assess their relevance to the study of rare diseases. + + Input: + + The API requires a JSON object with a key named "texts" that contains a list of article abstracts as strings. Each string should represent the abstract of a research article. The API evaluates each abstract individually to generate predictions. + + Output: + + The response is a JSON object with a key "predictions" that contains an array of integers. Each integer represents a category or outcome for each abstract provided in the input. Predictions are returned in the same order as the input texts. + + A prediction of '0' indicates that the article is either not primarily experimental or not focused on the natural history of a disease. + A prediction of '1' indicates that the article's primary contribution is relevant to the study of the natural history of a rare disease. + + Error Handling: + + If the "texts" list is empty, improperly formatted, or not provided, the API will return a 400 Bad Request error, detailing the nature of the input error with an appropriate message. + The API accepts empty strings within the list and provides a prediction result for each, including empty strings. + + For more information, please visit our Github repository at: https://github.com/ncats/RDAS/tree/minghui_development/NaturalHistory_Transformer_API_v1.0. +""" +app = FastAPI( + title='Natural History Study Article Prediction API', + description=description, + version="1.0", + root_path=Config.API_ROOT_PATH +) + +# Configure logging +if not os.path.exists('logs'): + os.mkdir('logs') +file_handler = RotatingFileHandler('logs/application.log', maxBytes=10240, backupCount=10) +file_handler.setFormatter(logging.Formatter('%(asctime)s %(levelname)s: %(message)s')) +logging.getLogger().addHandler(file_handler) +logging.getLogger().setLevel(logging.INFO) +logging.info('Application startup') + +# Load model and tokenizer +model_path = Config.MODEL_PATH +print(f"Loading model from: {model_path}") +tokenizer = AutoTokenizer.from_pretrained(model_path, local_files_only=True) +model = AutoModelForSequenceClassification.from_pretrained(model_path) +model.eval() + + +class TextInput(BaseModel): + texts: List[str] + + class Config: + schema_extra = { + "example": { + "texts": [ + "This is a sample abstract for testing.", + "The natural history, prognostication and optimal treatment of Richter transformation developed from chronic \nlymphocytic leukemia (CLL) are not well defined. We report the clinical characteristics and outcomes of a large series of \nbiopsy-confirmed Richter transformation (diffuse large B-cell lymphoma or high grade B-cell lymphoma, n=204) cases diagnosed \nfrom 1993 to 2018. After a median follow up of 67.0 months, the median overall survival (OS) was 12.0 months. Patients who \nreceived no prior treatment for CLL had significantly better OS (median 46.3 vs. 7.8 months; P<0.001). Patients with elevated \nlactate dehydrogenase (median 6.2 vs. 39.9 months; P<0.0001) or TP53 disruption (median 8.3 vs. 12.8 months; P=0.046) had worse\n OS than those without. Immunoglobulin heavy chain variable region gene mutation, cell of origin, Myc/Bcl-2 double expression and\n MYC/BCL2/BCL6 double-/triple-hit status were not associated with OS. In multivariable Cox regression, elevated lactate dehydrogenase\n [Hazard ratio (HR) 2.3, 95% Confidence Interval (CI): 1.3-4.1; P=0.01], prior CLL treatment (HR 2.0, 95%CI: 1.2-3.5; P=0.01), \n and older age (HR 1.03, 95%CI: 1.01-1.05; P=0.01) were associated with worse OS. Twenty-four (12%) patients underwent stem cell \n transplant (20 autologous and 4 allogeneic), and had a median post-transplant survival of 55.4 months. In conclusion, the overall \n outcome of Richter transformation is poor. Richter transformation developed in patients with untreated CLL has significantly better \n survival. Stem cell transplant may benefit select patients.\n" + ] + } + } + + +@app.post("/v1/predict") +async def predict(input: TextInput): + data = input.dict() + + if 'texts' not in data or not isinstance(data['texts'], list): + raise HTTPException(status_code=400, detail='Invalid input. "texts" must be a list.') + + if not data['texts']: + raise HTTPException(status_code=400, detail="Texts field cannot be empty.") + + try: + inputs = tokenizer(data['texts'], return_tensors="pt", padding=True, truncation=True, max_length=256) + with torch.no_grad(): + logits = model(**inputs).logits + predictions = logits.argmax(-1).tolist() + logging.info("Prediction successful") + return JSONResponse(content={'predictions': predictions}, status_code=200) + except Exception as e: + logging.error("Error during prediction: {}".format(str(e))) + logging.error(traceback.format_exc()) # Log the full traceback + raise HTTPException(status_code=500, detail="Unable to process due to error") + + +if __name__ == '__main__': + import uvicorn + + uvicorn.run(app, host=Config.HOST, port=Config.PORT) diff --git a/NaturalHistory_Transformer_API_v1.0/app/saved_model/my_BiomedNLP-BiomedBERT_model/config.json 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+##alogy +##6c +clothing +tph diff --git a/NaturalHistory_Transformer_API_v1.0/config.py b/NaturalHistory_Transformer_API_v1.0/config.py new file mode 100644 index 0000000..6744070 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/config.py @@ -0,0 +1,14 @@ + +from dotenv import load_dotenv +import os + +# Load environment variables from .env file +load_dotenv() + +class Config: + MODEL_PATH = os.getenv('MODEL_PATH') + HOST = os.getenv('HOST', '0.0.0.0') # Default value '0.0.0.0' if HOST is not defined + PORT = int(os.getenv('PORT', 5000)) # Default value 5000 if PORT is not defined + API_ROOT_PATH = os.getenv('API_ROOT_PATH', '') + DEBUG = os.getenv('DEBUG', 'True').lower() == 'true' # Default value True if DEBUG is not defined or not 'False' + diff --git a/NaturalHistory_Transformer_API_v1.0/docker-compose.yml b/NaturalHistory_Transformer_API_v1.0/docker-compose.yml new file mode 100644 index 0000000..f5ebdf6 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/docker-compose.yml @@ -0,0 +1,21 @@ +version: '3.8' + +services: + web: + build: . + ports: + - "5000:5000" + env_file: + - .env + volumes: + - type: bind + source: ./app/saved_model + target: /app/saved_model + +# test: +# build: . +# env_file: +# - .env +# volumes: +# - .:/app +# command: ["python", "-m", "unittest", "discover", "-s", "tests"] diff --git a/NaturalHistory_Transformer_API_v1.0/requirements.txt b/NaturalHistory_Transformer_API_v1.0/requirements.txt new file mode 100644 index 0000000..117790a --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/requirements.txt @@ -0,0 +1,12 @@ +Werkzeug==2.2.2 +torch==2.2.2 +transformers==4.41.2 +requests==2.31.0 +python-dotenv==0.21.0 +uvicorn==0.18.3 +fastapi==0.111.0 +anyio==3.6.2 +httpx==0.24.0 +nvidia-cuda-nvrtc-cu12==12.1.105 +nvidia-cuda-runtime-cu12==12.1.105 +nvidia-cuda-cupti-cu12==12.1.105 \ No newline at end of file diff --git a/NaturalHistory_Transformer_API_v1.0/tests/__init__.py b/NaturalHistory_Transformer_API_v1.0/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/NaturalHistory_Transformer_API_v1.0/tests/test_api.py b/NaturalHistory_Transformer_API_v1.0/tests/test_api.py new file mode 100644 index 0000000..4fb12e9 --- /dev/null +++ b/NaturalHistory_Transformer_API_v1.0/tests/test_api.py @@ -0,0 +1,155 @@ +# import unittest +# import json +# from fastapi.testclient import TestClient +# from app.main import app +# +# client = TestClient(app) +# +# class APITestCase(unittest.TestCase): +# +# def test_predict_endpoint(self): +# sample_text = ["Example text for testing."] +# response = client.post('/article_prediction_api/v1/predict', json={"texts": sample_text}) +# self.assertEqual(response.status_code, 200) +# data = response.json() +# self.assertIn('predictions', data) +# self.assertIsInstance(data['predictions'], list) +# self.assertEqual(len(data['predictions']), len(sample_text)) +# +# def test_predict_endpoint_with_empty_input(self): +# response = client.post('/article_prediction_api/v1/predict', json={"texts": []}) +# self.assertEqual(response.status_code, 400) +# +# def test_predict_endpoint_error_for_non_list_input(self): +# response = client.post('/article_prediction_api/v1/predict', json={"texts": "This should be a list"}) +# self.assertEqual(response.status_code, 422) +# +# def test_predict_endpoint_error_for_wrong_key(self): +# response = client.post('/article_prediction_api/v1/predict', json={"text": ["This is incorrect key"]}) +# self.assertEqual(response.status_code, 422) +# +# if __name__ == '__main__': +# unittest.main() + +# import unittest +# import json +# from fastapi.testclient import TestClient +# from app.main import app +# +# client = TestClient(app) +# +# class APITestCase(unittest.TestCase): +# +# def test_predict_endpoint(self): +# sample_text = ["Example text for testing."] +# response = client.post('/article_prediction_api/v1/predict', json={"texts": sample_text}) +# self.assertEqual(response.status_code, 200) +# data = response.json() +# self.assertIn('predictions', data) +# self.assertIsInstance(data['predictions'], list) +# self.assertEqual(len(data['predictions']), len(sample_text)) +# +# def test_predict_endpoint_with_empty_input(self): +# response = client.post('/article_prediction_api/v1/predict', json={"texts": []}) +# self.assertEqual(response.status_code, 400) +# data = response.json() +# self.assertIn('detail', data) +# self.assertEqual(data['detail'], "Texts field cannot be empty.") +# +# def test_predict_endpoint_error_for_non_list_input(self): +# response = client.post('/article_prediction_api/v1/predict', json={"texts": "This should be a list"}) +# self.assertEqual(response.status_code, 400) +# data = response.json() +# self.assertIn('detail', data) +# self.assertEqual(data['detail'], 'Invalid input. "texts" must be a list.') +# +# def test_predict_endpoint_error_for_wrong_key(self): +# response = client.post('/article_prediction_api/v1/predict', json={"text": ["This is incorrect key"]}) +# self.assertEqual(response.status_code, 400) +# data = response.json() +# self.assertIn('detail', data) +# self.assertEqual(data['detail'], 'Invalid input. "texts" must be a list.') +# +# if __name__ == '__main__': +# unittest.main() + + +# import unittest +# import json +# from fastapi.testclient import TestClient +# from app.main import app +# +# client = TestClient(app) +# +# class APITestCase(unittest.TestCase): +# +# def test_predict_endpoint(self): +# sample_text = ["Example text for testing."] +# response = client.post('/article_prediction_api/v1/predict', json={"texts": sample_text}) +# self.assertEqual(response.status_code, 200) +# data = response.json() +# self.assertIn('predictions', data) +# self.assertIsInstance(data['predictions'], list) +# self.assertEqual(len(data['predictions']), len(sample_text)) +# +# def test_predict_endpoint_with_empty_input(self): +# response = client.post('/article_prediction_api/v1/predict', json={"texts": []}) +# self.assertEqual(response.status_code, 400) +# data = response.json() +# self.assertIn('detail', data) +# self.assertEqual(data['detail'], "Texts field cannot be empty.") +# +# def test_predict_endpoint_error_for_non_list_input(self): +# response = client.post('/article_prediction_api/v1/predict', json={"texts": "This should be a list"}) +# self.assertEqual(response.status_code, 422) # Expecting 422 from Pydantic validation +# data = response.json() +# self.assertIn('detail', data) +# +# def test_predict_endpoint_error_for_wrong_key(self): +# response = client.post('/article_prediction_api/v1/predict', json={"text": ["This is incorrect key"]}) +# self.assertEqual(response.status_code, 422) # Expecting 422 from Pydantic validation +# data = response.json() +# self.assertIn('detail', data) +# +# if __name__ == '__main__': +# unittest.main() + +import unittest +import json +from fastapi.testclient import TestClient +from app.main import app + +client = TestClient(app) + +class APITestCase(unittest.TestCase): + + def test_predict_endpoint(self): + sample_text = ["Example text for testing."] + response = client.post('/article_prediction_api/v1/predict', json={"texts": sample_text}) + self.assertEqual(response.status_code, 200) + data = response.json() + self.assertIn('predictions', data) + self.assertIsInstance(data['predictions'], list) + self.assertEqual(len(data['predictions']), len(sample_text)) + + def test_predict_endpoint_with_empty_input(self): + response = client.post('/article_prediction_api/v1/predict', json={"texts": []}) + self.assertEqual(response.status_code, 400) + data = response.json() + self.assertIn('detail', data) + self.assertEqual(data['detail'], "Texts field cannot be empty.") + + def test_predict_endpoint_error_for_non_list_input(self): + response = client.post('/article_prediction_api/v1/predict', json={"texts": "This should be a list"}) + self.assertEqual(response.status_code, 422) # Expecting 422 from Pydantic validation + data = response.json() + self.assertIn('detail', data) + + def test_predict_endpoint_error_for_wrong_key(self): + response = client.post('/article_prediction_api/v1/predict', json={"text": ["This is incorrect key"]}) + self.assertEqual(response.status_code, 422) # Expecting 422 from Pydantic validation + data = response.json() + self.assertIn('detail', data) + +if __name__ == '__main__': + unittest.main() diff --git a/RAG-LLAMA3-NHS-study-codes/Azure_LLAMA3_abstracts_07232024_10292024_no_rag.ipynb b/RAG-LLAMA3-NHS-study-codes/Azure_LLAMA3_abstracts_07232024_10292024_no_rag.ipynb new file mode 100644 index 0000000..1f1df01 --- /dev/null +++ b/RAG-LLAMA3-NHS-study-codes/Azure_LLAMA3_abstracts_07232024_10292024_no_rag.ipynb @@ -0,0 +1,31181 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "gpuType": "T4", + "machine_shape": "hm", + "toc_visible": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "C1HVg9b4C55A" + }, + "source": [ + "# install dependencies" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "CC_w2glycjqi", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "4e628030-7884-4321-b780-5c179c77ced5" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/647.5 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m327.7/647.5 kB\u001b[0m \u001b[31m11.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m647.5/647.5 kB\u001b[0m \u001b[31m11.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.7/86.7 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\u001b[31m62.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h Building wheel for colbert-ai (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Building wheel for annoy (setup.py) ... \u001b[?25l\u001b[?25hdone\n" + ] + } + ], + "source": [ + "!pip install -q torch transformers transformers accelerate bitsandbytes langchain sentence-transformers faiss-gpu openpyxl pacmap datasets langchain-community ragatouille langchain_huggingface" + ] + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "kTGaOwQZ0LYK" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Imports and Initial Setup" + ], + "metadata": { + "id": "z68-qlHVJ7Ax" + } + }, + { + "cell_type": "code", + "source": [ + "from tqdm.notebook import tqdm\n", + "import pandas as pd\n", + "from typing import Optional, List, Tuple\n", + "from datasets import Dataset\n", + "import matplotlib.pyplot as plt\n", + "\n", + "pd.set_option(\n", + " \"display.max_colwidth\", None\n", + ") # This will be helpful when visualizing retriever outputs" + ], + "metadata": { + "id": "V5FQpHfJekvR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Zi9gKJ1lC55S" + }, + "source": [ + "# Data Loading and Preprocessing" + ] + }, + { + "cell_type": "code", + "source": [ + "# Read the CSV file\n", + "file_path = \"study_results_summary-chatGPTcorrect.xlsx\" # Update with your file path\n", + "df = pd.ExcelFile(file_path).parse(\"Sheet3\")\n", + "# df=df[df[\"Labeling_State\"]==\"Gold Standard\"]\n", + "# df=df[df[\"Correct_Label\"].str.contains(\"2 - the study's primary\" )]" + ], + "metadata": { + "id": "1TjA7Mh61iXN" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.columns=[i.replace(\" \",\"_\") for i in list(df)]" + ], + "metadata": { + "id": "mN4XZMlL6pzV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UpSalEccC55e" + }, + "source": [ + "# AzureML Endpoint Setup" + ] + }, + { + "cell_type": "code", + "source": [ + "from langchain_community.chat_models.azureml_endpoint import (\n", + " AzureMLChatOnlineEndpoint,\n", + " AzureMLEndpointApiType,\n", + " CustomOpenAIChatContentFormatter\n", + ")\n", + "from typing import List, Optional, Tuple\n", + "\n", + "# Define the AzureMLChatOnlineEndpoint\n", + "azure_model = AzureMLChatOnlineEndpoint(\n", + " endpoint_url=\"https://Meta-Llama-3-70B-Instruct-vycmo-serverless.eastus2.inference.ai.azure.com/v1/chat/completions\",\n", + " endpoint_api_type=AzureMLEndpointApiType.serverless,\n", + " endpoint_api_key=\"\",\n", + " content_formatter=CustomOpenAIChatContentFormatter(),\n", + ")" + ], + "metadata": { + "id": "uPDqFpyuO6kW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## usage example" + ], + "metadata": { + "id": "NR8P-mReRtWb" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "\n", + "# Define the answer_with_rag function\n", + "def LLM(\n", + " question: str,\n", + " azure_model: AzureMLChatOnlineEndpoint,\n", + "\n", + "\n", + " num_retrieved_docs: int = 30,\n", + " num_docs_final: int = 5) -> Tuple[str, List[str]]:\n", + "\n", + " # Gather documents with retriever\n", + " print(\"=> Retrieving documents...\")\n", + "\n", + " # Build the final prompt\n", + " context = \"\\nExtracted documents:\\n\"\n", + " # context += \" \".join(\n", + " # [f\"Document {str(i)}:::\\n\" + doc for i, doc in enumerate(relevant_docs)]\n", + " # )\n", + "\n", + "\n", + " final_prompt_template = [\n", + " {\n", + " \"role\": \"system\",\n", + " \"content\": f\"\"\"You are a medical researcher extracting specific information from scientific literature.\n", + "\n", + " When provided with an abstract and a question, your task is to extract the specific information requested.\n", + "\n", + " **Guidelines:**\n", + "\n", + " - Use only the information provided in the abstract.\n", + " - **Provide only the answer to the question, without any additional text or explanations.**\n", + " - Do **not** include phrases like \"The answer is\", \"According to the abstract\", etc.\n", + " - If the answer is not specified in the abstract, write \"Not specified.\"\n", + " - Ensure your response is concise and contains only the information asked for.\n", + " - for duration, use these example format: 30 years (1984 - 2014), 15 years (1996 - 2011), ~18 years(January 2003 - March 2021), 1.5 years (starting August 2020)\n", + " - for participant number, give format like this example: 120\n", + " - clinical outcomes, give meaningful information, for example: - Median gamma glutamyl transferase decreased from 221 U/L to 104 U/L by 1 year post-diagnosis (P<0.0001),\n", + " indicating improved liver function.\\n- Transplant-free survival at 10 years was 89%.\\n- Lower liver transplantation rate in PSC-IBD patients compared to those without\n", + " IBD (2% vs 18%, P=0.01).\\n- Cirrhosis rate was lower in patients diagnosed with IBD before PSC (15% vs 31%, P=0.05).\n", + " - study purpose: remember to include the disease name\n", + " - inclusion criteria: includes all conditions, bedetailed. for example, Patients diagnosed with HHT based on three or four Curaçao criteria (specific criteria not detailed in the abstract), if subcriteria details not specified.\n", + "\n", + "\n", + " \"\"\",\n", + " },\n", + " {\n", + " \"role\": \"user\",\n", + " \"content\": f\"\"\"\n", + "\n", + " Question: {question}, retuen the answer as a string. No NEED TO include THE QUESTION AGAIN IN THE ANSWER\n", + "\"\"\",\n", + " },\n", + " ]\n", + "\n", + "\n", + " # Use the AzureMLChatOnlineEndpoint model to get the response\n", + " print(\"=> Generating answer...\")\n", + " response = azure_model.invoke(final_prompt_template)\n", + "\n", + " if isinstance(response, (tuple, list)):\n", + " response_message = response[0] # Adjust based on the actual structure\n", + " answer = response_message.content\n", + " else:\n", + " answer = response.content\n", + "\n", + " return answer\n" + ], + "metadata": { + "id": "mblbIlYj2sE_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "question = \"study purpose for paper with title The Natural History of Primary Sclerosing Cholangitis in Children: A Large Single-Center Longitudinal Cohort Study?\"\n", + "\n", + "answer = LLM(\n", + " question, azure_model\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fedv-bNxCEIR", + "outputId": "e6db4cb0-c948-48c8-e5c0-749b0168abe1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "=> Retrieving documents...\n", + "=> Generating answer...\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"-----------------------------------Answer-----------------------------------\")\n", + "print(f\"{answer}\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-L1cF7VaCWPa", + "outputId": "6b3c68f3-dd17-45a3-daf0-a48dde8153da" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "-----------------------------------Answer-----------------------------------\n", + "To describe the natural history of primary sclerosing cholangitis (PSC) in children.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Run data" + ], + "metadata": { + "id": "-vMPob-QR258" + } + }, + { + "cell_type": "code", + "source": [ + "questions_list = [\n", + " \"study purpose\",\n", + " \"type of study\",\n", + " \"duration of the study\",\n", + " \"participants bumbers in study\",\n", + " \"data collection occur\",\n", + " \"inclusion criteria for the study\",\n", + " \"exclusion criteria for the study\",\n", + " \"clinical outcomes\",\n", + " \"differed between the treatments\",\n", + " \"rare disease associated with the study\",\n", + " \"Location where the NHS was conducted\"\n", + "]\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "INjTeMqvx6F5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Read the CSV file\n", + "file_path = \"all_2023_04_07.xlsx\" # Update with your file path\n", + "dfg = pd.ExcelFile(file_path).parse(\"all_2023_04_07\")\n", + "dfg=dfg[dfg[\"Labeling_State\"]==\"Gold Standard\"]\n", + "dfg=dfg[dfg[\"Correct_Label\"].str.contains(\"2 - the study's primary\" )]" + ], + "metadata": { + "id": "tW6wxvhaHV7l" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# df_temp=dfg.head(15).copy()\n", + "df_temp=dfg.copy()" + ], + "metadata": { + "id": "qH3_1ihc0UpV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_temp.shape\n" + ], + "metadata": { + "id": "JDB4YdwQgLYi", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "80cdd1c4-34fc-479f-f573-1ea4362af071" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(148, 10)" + ] + }, + "metadata": {}, + "execution_count": 46 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from tqdm import tqdm\n", + "import urllib.request\n", + "from tenacity import retry, stop_after_attempt, wait_fixed\n", + "import time\n", + "# Configure retry behavior\n", + "max_retries = 2\n", + "retry_interval = 3 # seconds\n", + "\n", + "@retry(stop=stop_after_attempt(max_retries), wait=wait_fixed(retry_interval))\n", + "def LLM_with_retry(question, azure_model):\n", + " answer = LLM(question, azure_model )\n", + " return answer\n", + "\n", + "for question in questions_list:\n", + "\n", + " for index, row in tqdm(df_temp.iterrows(), total=len(df_temp)): # Add tqdm here\n", + "\n", + " abstarct=row[\"ABSTRACT\"]\n", + " question1 = f\" This is the abstarct {abstarct}, please answer for this question {question}.\"\n", + " try:\n", + " try:\n", + " answer = LLM_with_retry(\n", + " question1, azure_model\n", + " )\n", + " df_temp.loc[index,question] = answer\n", + " time.sleep(1)\n", + " except urllib.error.URLError as e:\n", + " if isinstance(e.reason, socket.timeout):\n", + " print(f\"Request timed out for question: {question1}\")\n", + " df_temp.loc[index,question] = \"time-out error\"\n", + " time.sleep(1)\n", + " else:\n", + " print(f\"Error making request: {e}\")\n", + " df_temp.loc[index,question] = \"request error\"\n", + " time.sleep(1)\n", + " except Exception as e:\n", + " print(f\"Error processing question: {question1}, Error: {e}\")\n", + " df_temp.loc[index,question] = \"processing error\"\n", + " time.sleep(1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oCMlr8fehzvr", + "outputId": "b6b6f6c5-3a2b-43de-b99f-86bce7486eeb" + }, + "execution_count": null, + "outputs": [ + { + "metadata": { + "tags": null + }, + "name": "stderr", + "output_type": "stream", + "text": [ + "\r 0%| | 0/148 [00:00 Retrieving documents...\n", + "=> Generating answer...\n" + ] + }, + { + "metadata": { + "tags": null + }, + "name": "stderr", + "output_type": "stream", + "text": [ + "\r 1%| | 1/148 [00:03<08:24, 3.43s/it]" + ] + }, + { + "metadata": { + "tags": null + }, + "name": "stdout", + "output_type": "stream", + "text": [ + "=> Retrieving documents...\n", + "=> Generating answer...\n" + ] + }, + { + "metadata": { + "tags": null + }, + "name": "stderr", + 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"df_temp.shape\n" + ], + "metadata": { + "id": "LR2Hv_DeGMcr", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "2a438386-3b07-428d-dfc3-b965a0579807" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(148, 21)" + ] + }, + "metadata": {}, + "execution_count": 52 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_temp" + ], + "metadata": { + "id": "K9BM-X2LlLOl", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "291c4af4-9989-4074-f04c-357d908956a1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " PMID Labeling_State \\\n", + "0 27504812 Gold Standard \n", + "38 23433613 Gold Standard \n", + "56 21819756 Gold Standard \n", + "98 27536366 Gold Standard \n", + "109 34281576 Gold Standard \n", + "... ... ... \n", + "2813 27494817 Gold Standard \n", + "2815 24033551 Gold Standard \n", + "2816 31925658 Gold Standard \n", + "2819 24513719 Gold Standard \n", + "2821 30373425 Gold Standard \n", + "\n", + " Correct_Label \\\n", + "0 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "38 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "56 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "98 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "109 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "... ... \n", + "2813 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "2815 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "2816 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "2819 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "2821 '2 - the study's primary contribution centers on observing the time course of a rare disease' \n", + "\n", + " Agreement \\\n", + "0 0.900 \n", + "38 0.885 \n", + "56 0.833 \n", + "98 0.833 \n", + "109 0.828 \n", + "... ... \n", + "2813 0.412 \n", + "2815 0.406 \n", + "2816 0.400 \n", + "2819 0.400 \n", + "2821 0.400 \n", + "\n", + " Explanation \\\n", + "0 NaN \n", + "38 NaN \n", + "56 NaN \n", + "98 NaN \n", + "109 NaN \n", + "... ... \n", + "2813 \"The study measures clinical characteristics of the disease over12 month period and so qualifies as an NHS under our definition\" \n", + "2815 NaN \n", + "2816 NaN \n", + "2819 \"Cross sectional study \" \n", + "2821 NaN \n", + "\n", + " TITLE \\\n", + "0 The Natural History of Primary Sclerosing Cholangitis in Children: A Large Single-Center Longitudinal Cohort Study \n", + "38 Natural history of low grade dysplasia in patients with primary sclerosing cholangitis and ulcerative colitis \n", + "56 The natural history of epistaxis in patients with hereditary hemorrhagic telangiectasia in the Norwegian population: a cross-sectional study \n", + "98 Clinical course and prognosis of pediatric-onset primary sclerosing cholangitis \n", + "109 Natural history and genetic study of LAMA2-related muscular dystrophy in a large Chinese cohort. \n", + "... ... \n", + "2813 Vascular permeability and iron deposition biomarkers in longitudinal follow-up of cerebral cavernous malformations \n", + "2815 The fate of indefinite and low-grade dysplasia in ulcerative colitis and primary sclerosing cholangitis colitis before and after liver transplantation \n", + "2816 Characteristics of 'sawtooth shunt' following anti-vascular endothelial growth factor for aggressive posterior retinopathy of prematurity. \n", + "2819 Impact of coagulation in the development of thromboembolic events in patients with spinal cord injury \n", + "2821 Feed intolerance in preterm neonates with antenatal reverse end diastolic flow (REDF) in umbilical artery: a retrospective cohort study. \n", + "\n", + " ABSTRACT \\\n", + "0 Data regarding pediatric primary sclerosing cholangitis (PSC) natural history are limited. We describe a large pediatric PSC cohort with longitudinal follow-up. The present study records review of pediatric patients with PSC diagnosed between 1984 and 2014. N‚Ää=‚Ää120 (63% M) ages 1 to 21 years (median 14 years) at diagnosis. 27% (31/113) had autoimmune sclerosing cholangitis (ASC), 24% had exclusive small duct PSC, METAVIR stage was F3-F4 in 41%. Eighty-one percent of patients with PSC had inflammatory bowel disease (IBD); most had ulcerative/indeterminate colitis (72/97), typically pancolitis (40/72). PSC-IBD was more common than ASC-IBD (85% vs 68%, P‚Ää=‚Ää0.03). Median follow-up was 3.7 years (interquartile range [IQR] 1.5, 6.9). Median gamma glutamyl transferase decreased from baseline of 221 U/L (IQR 110, 425) to 104 U/L by 1 year postdiagnosis ([IQR 18,229], P‚Ää<‚Ää0.0001), and then changed little. Mean fibrosis stage at diagnosis was 2.3‚Ä䬱‚Ää1.4 (N‚Ää=‚Ää91), and at 1 to 5 years was 2.6‚Ä䬱‚Ää1.3 (N‚Ää=‚Ää20). Transplant-free survival at 10 year was 89%; there were 6 liver transplants, 2 in patients with small duct PSC and 4 with diffuse large duct PSC. Although the cirrhosis rate was not significantly different in PSC with IBD versus without (22% vs 41%, P‚Ää=‚Ää0.06), the former had a lower rate of liver transplantation (2% vs 18%, P‚Ää=‚Ää0.01). The rate of cirrhosis was lower in patients diagnosed with IBD before PSC (15% vs 31%, P‚Ää=‚Ää0.05). In this largest reported pediatric PSC cohort, liver transplantation rate at 10 years was lower than that reported in adults. ASC and PSC had similar biochemical abnormalities and degree of fibrosis at diagnosis. PSC that developed after IBD diagnosis had a milder course, possibly reflecting earlier disease detection or milder phenotype. \n", + "38 Patients with ulcerative colitis (UC) and primary sclerosing cholangitis (PSC) are at increased risk of colon cancer. The aim of this study was to determine the natural history of LGD and its progression to high grade dysplasia (HGD)/colorectal cancer (CRC) in PSC-UC patients. Ten PSC-UC patients with LGD who underwent surveillance colonoscopy from 1996 to 2011 were evaluated. Raised dysplasia was defined as a discrete raised lesion located in an area involved by either quiescent or active colitis that was endoscopically resected, while flat dysplasia was defined as the absence of documentation of a raised lesion. Of the 10 patients with LGD, 3 (30%) progressed to raised HGD over a mean follow-up of 13¬±11 months. Three of 10 patients had initial raised LGD while 7 had flat LGD. The location of HGD was in the proximal colon in all 3 patients. However all 3 patients who progressed to HGD had initial dysplasia located in the distal colon and had flat morphology. The incidence rate for detection of HGD/CRC was 9.4 cases per 100 person years at risk. Patients with LGD with flat morphology had an incidence rate of 17.8 cases per 100 person years at risk. HGD occurred more frequently within the first year of initial detection of LGD (23.5 per 100 patient years of follow-up). One-third of patients with LGD progressed to HGD/CRC in PSC-UC. Most patients progress within the first year of diagnosis of LGD supporting early colectomy in PSC-UC patients with LGD. \n", + "56 Epistaxis is usually the first and most common symptom in hereditary hemorrhagic telangiectasia (HHT), which is known also as Rendu-Osler-Weber syndrome. The severity of HHT-associated epistaxis is highly variable and can affect the patient's quality of life. In the literature, the natural history of epistaxis in HHT patients has been described in a few countries but not from the Norwegian population. This work focused on the natural history of epistaxis in the Norwegian population in a cross-sectional study. Ninety-eight patients with three or four Cura√ßao criteria were included. The severity of epistaxis was graded depending on epistaxis intensity, frequency, and the amount of blood transfusion during a period of 4 weeks. The epistaxis grades were studied in association with age, gender, gene mutation, age of onset, and whether the patient had or had not been treated for epistaxis during the last 2 years. Most of the HHT patients (90%) complained of mild-to-moderate epistaxis. Seventy-seven percent of the patients started epistaxis by or before the age of 20 years. The progression of HHT-associated epistaxis with age could not be proved statistically in this study. There was no statistically significant difference in the grades of epistaxis between HHT1 and HHT2 type, neither between female and male patients. Most of the patients started epistaxis by or before the age of 20 years. There was a significant difference in the grade of epistaxis between non-ENG, non-ALK1 carrier patients, and ENG or ALK1 carrier patients. Compared with other populations, the grading of epistaxis in Norwegian patients with HHT gave generally similar results. A multicenter epidemiological study is required to get a larger study population. A common internationally accepted grading or classification system for epistaxis in HHT is highly recommended. \n", + "98 The natural history of pediatric-onset primary sclerosing cholangitis (PSC) and overlap with autoimmune hepatitis (PSC/AIH) is poorly known. The aim of this study was to evaluate the clinical outcome of patients with pediatric-onset disease in a tertiary referral center. We traced 33 patients (median age at diagnosis 16 years), with PSC or PSC/AIH in cholangiography and liver histology diagnosed between December 1993 and 2011, at Helsinki University Hospital. Diagnostic procedures and long-term follow-up were reassessed until the end of December 2013. PSC was confirmed in all 33 patients; 19 of them had an overlap with AIH. At diagnosis, three of 33 had cirrhosis. Inflammatory bowel disease (IBD) was associated in 76% of the patients, mostly ulcerative colitis (70%); treatment of IBD being a minor determinant of the clinical outcome of liver disease. In the last follow-up (median nine years), all patients were alive, and no malignancy occurred. Most patients (91%) were on ursodeoxycholic acid and 12 PSC/AIH patients on immunosuppression. Endoscopic retrograde cholangiography during follow-up showed a progression of intra-hepatic disease in 12 patients (36%). Four patients (12%) had undergone liver transplantation, and one was listed; no recurrence of the disease in the graft was seen. The clinical course and outcome of pediatric-onset PSC and PSC/AIH seem to be favourable in the majority of patients until early adulthood. In about one-third of patients, however, PSC is progressive, challenging the current treatment guidelines and warranting further studies on disease pathogenesis. \n", + "109 LAMA2-related muscular dystrophy including LAMA2-related congenital muscular dystrophy (LAMA2-CMD) and autosomal recessive limb-girdle muscular dystrophy-23 (LGMDR23) is caused by LAMA2 pathogenic variants. We aimed to describe the natural history and establish genotype-phenotype correlations in a large cohort of Chinese patients with LAMA2-related muscular dystrophy. Clinical and genetic data of LAMA2-related muscular dystrophy patients enrolled from ten research centers between January 2003 and March 2021 were collected and analyzed. One hundred and thirty patients (116 LAMA2-CMD and 14 LGMDR23) were included. LAMA2-CMD group had earlier onset than LGMDR23 group. Head control, independent sitting and ambulation were achieved in 76.3%, 92.6% and 18.4% of LAMA2-CMD patients at median ages of 6.0¬†months (range 2.0-36.0¬†months), 11.0¬†months (range 6.0-36.0¬†months), and 27.0¬†months (range 18.0-84.0¬†months), respectively. All LGMDR23 patients achieved independent ambulation at median age of 18.0¬†months (range 13.0-20.0¬†months). Motor regression in LAMA2-CMD mainly occurred concurrently with rapid progression of contractures during 6-9¬†years old. Twenty-four LAMA2-related muscular dystrophy patients died, mostly due to severe pneumonia. Seizures occurred in 35.7% of LGMDR23 and 9.5% of LAMA2-CMD patients. Forty-six novel and 97 known LAMA2 disease-causing variants were identified. The top three high-frequency disease-causing variants in Han Chinese patients were c.7147C‚Äâ>‚ÄâT (p.R2383*), exon 4 deletion, and c.5156_5159del (p.K1719Rfs*5). In LAMA2-CMD, splicing variants tended to be associated with a relatively mild phenotype. Nonsense variants were more frequent in LAMA2-CMD (56.9%, 66/116) than in LGMDR23 (21.4%, 3/14), while missense disease-causing variants were more frequent in LGMDR23 (71.4%, 10/14) than in LAMA2-CMD (12.9%, 15/116). Copy number variations were identified in 26.4% of survivors and 50.0% of nonsurvivors, suggesting that copy number variations were associated with lower rate of survival (p‚Äâ=‚Äâ0.029). This study provides better understandings of natural history and genotype-phenotype correlations in LAMA2-related muscular dystrophy, and supports therapeutic targets for future researches. \n", + "... ... \n", + "2813 OBJECTIVE Vascular permeability and iron leakage are central features of cerebral cavernous malformation (CCM) pathogenesis. The authors aimed to correlate prospective clinical behavior of CCM lesions with longitudinal changes in biomarkers of dynamic contrast-enhanced quantitative permeability (DCEQP) and quantitative susceptibility mapping (QSM) assessed by MRI. METHODS Forty-six patients with CCMs underwent 2 or more permeability and/or susceptibility studies in conjunction with baseline and follow-up imaging and clinical surveillance during a mean 12.05 months of follow-up (range 2.4-31.27 months). Based on clinical and imaging features, cases/lesions were classified as stable, unstable, or recovering. Associated and predictive changes in quantitative permeability and susceptibility were investigated. RESULTS Lesional mean permeability and QSM values were not significantly different in stable versus unstable lesions at baseline. Mean lesional permeability in unstable CCMs with lesional bleeding or growth increased significantly (+85.9% change; p = 0.005), while mean permeability in stable and recovering lesions did not significantly change. Mean lesional QSM values significantly increased in unstable lesions (+44.1% change; p = 0.01), decreased slightly with statistical significance in stable lesions (-3.2% change; p = 0.003), and did not significantly change in recovering lesions. Familial cases developing new lesions during the follow-up period showed a higher background brain permeability at baseline (p = 0.001), as well as higher regional permeability (p = 0.003) in the area that would later develop a new lesion as compared with the homologous contralateral brain region. CONCLUSIONS In vivo assessment of vascular permeability and iron deposition on MRI can serve as objective and quantifiable biomarkers of disease activity in CCMs. This may be applied in natural history studies and may help calibrate clinical trials. The 2 techniques are likely applicable in other disorders of vascular integrity and iron leakage such as aging, hemorrhagic microangiopathy, and traumatic brain injury. \n", + "2815 Patients with primary sclerosing cholangitis (PSC) and ulcerative colitis (UC) are at an increased risk of colorectal neoplasia, but it is unknown if liver transplantation (LT) alters neoplasia progression. To examine the natural history of indefinite dysplasia (IND) and low-grade dysplasia (LGD) that develop in patients with PSC-UC with and without LT. We performed a retrospective review of patients with PSC and UC evaluated at our institution between 1993 and 2011 who were diagnosed with IND or LGD before or after LT for PSC. The primary end point was neoplasia progression or persistent LGD. Ninety-six patients (non-LT n = 63, LT n = 33) were examined. For the IND group, multifocal lesions were significantly associated with time to neoplasia progression [hazard ratio (HR), 3.5; 95% confidence interval (CI), 1.3-9.7], while 5-aminosalicylate (5-ASA) use was protective (HR, 0.2; 95% CI, 0.1-0.6). For patients with LGD, multifocal lesions were significantly associated with the primary end point (HR, 7.1; 95% CI, 1.7-28.3), while LT was protective (HR, 0.3; 95% CI, 0.1-0.9). In PSC-UC patients with IND, 5-ASA use was associated with a decreased the risk of neoplasia progression, regardless of transplant status. In contrast, multifocal IND and LGD were associated with neoplasia progression or persistent LGD. Patients who developed LGD following LT for PSC were less likely to have progressive neoplasia or persistent LGD, compared with those who had not been transplanted. \n", + "2816 To explore the characteristics of 'sawtooth shunts (STS)' following intravitreal anti-vascular endothelial growth factors (anti-VEGF) for aggressive posterior retinopathy of prematurity (AP-ROP). Prospective observational study. In a prospective observational study, 45 eyes of 24 babies receiving intravitreal anti-VEGF for AP-ROP or hybrid ROP were analyzed. Anti-VEGF molecule and doses: bevacizumab (0.62¬†mg or ¬Ω IVB, n‚Äâ=‚Äâ30 eyes; 0.25¬†mg or 1/5IVB, n‚Äâ=‚Äâ9 eyes; 0.12¬†mg or 1/10 IVB, n‚Äâ=‚Äâ1 eye); or ranibizumab (0.25¬†mg or ¬ΩIVR, n‚Äâ=‚Äâ3 eyes; 0.1¬†mg or 1/5IVR, n‚Äâ=‚Äâ2 eyes). They were followed every 1-2¬†week till disease regression with or without laser treatment. Development of STS, its variants, characteristics, timeline, and final outcomes was analyzed. STS occurred in 26 (57.7%) eyes at 1-6¬†weeks following anti-VEGF injections and persisted for 1-14¬†weeks. While the shunt regressed spontaneously in half of the treated eyes (n‚Äâ=‚Äâ13) with anti-VEGF alone, the other half (n‚Äâ=‚Äâ13) required additional laser because of either non-compliance (n‚Äâ=‚Äâ9) or recurrence (n‚Äâ=‚Äâ4). The STS was observed to be an important retinal vascular change seen in infants treated with intravitreal anti-VEGF at half adult doses. It warrants further studies to explore the association between STS and its association with disease recurrence or regression. \n", + "2819 Although the knowledge described about risk factors and venous thromboembolism (VT) in the general population, the impact of these factors in the development of thromboembolic events in patients with spinal injury (SI) caused by spinal cord injury (SCI) is poorly understood. Evaluate the impact of risk factors in the development of thromboembolic events in patients with SCI. Brazil, S√£o Paulo. Observational, prospective and cross-study. Eligible patients (n=100) had SI by SCI, >18 years. The degree of motor and sensory lesion was evaluated based on American Spinal Injury Association (ASIA) Impairment Scale (AIS). Blood samples were collected for coagulation exams, hemogram, laboratory and biochemical analyses. Ultrasonography analyzes were performed from deep and superficial venous systems of lower limbs. Quantitative real-time PCR experiments were performed in order to investigate mutations in the prothrombin (G20210A) and Leiden factor V (G1691A) genes. The main finding of this study was the higher occurrence of deep venous thrombosis (DVT) in patients with Leiden factor V and hyperhomocysteinemia. There was no association between SI for DVT, VT and thrombophilia. Also, there was no relation between lupus anticoagulant and anti-cardiolipin. There is an important difference in the incidence of DVT in patients with SI by acute and chronic SCI. Therefore, the conduct of the investigation for thrombophilia should be based on clinical factors, risk factors for DVT and family history of thrombosis. \n", + "2821 Background: Feed intolerance is common in growth-restricted infants with antenatal AREDF (absent or reverse end-diastolic flow) and presumed to be more severe in those with reverse end diastolic flow (REDF). Natural history of feeding in REDF is rarely reported in the literature.Aims and objectives: To determine the incidence of feed intolerance and necrotizing enterocolitis (NEC) in neonates with antenatal REDF.Design: Preterm inborn neonates with gestation <37¬†weeks with antenatal REDF diagnosed between January 2015 and September 2017 were included in this retrospective cohort study. The primary outcome was the proportion of neonates having feed intolerance and NEC till discharge or death or transfer to other hospitals and time to achieve full enteral feeding (150‚Äâml/kg/day).Results: Out of total 67 born with antenatal REDF, 8 were transferred out within 48‚Äâhours, 8 records not available and 4 excluded due to major malformations. The mean (SD) gestation and birth weight of the remaining 48 neonates were 32 (2)¬†weeks and 1096 (291)¬†g. The median (IQR) age of initiation of feeds was 30 (24-37)¬†hours. Feeds were advanced by median (range) 20 (10-20)¬†ml/kg/day in which 22 babies (45%) had at least 1 episode of feed intolerance at a median (IQR) age of 79 (40-120) hours requiring nil per oral for next 48 (18-96) hours. Full feeds were reached by median age (IQR) of nine (8-12) days. Only 3 neonates (6%) had NEC stage 2 or above as per Bell's staging.Conclusions: Feed intolerance is common in neonates with REDF though the risk of NEC is not high.What is known on this subject?Neonates with antenatal AREDF are at increased risk of feed intolerance and necrotizing enterocolitis.Early introduction of enteral feeds in neonates with AREDF with appropriate monitoring is safe without increased risk of necrotizing enterocolitis.AEDF which progresses to REDF is associated with increased morbidity.What does this study add?Early enteral feeding as early as 24‚Äâhours can be initiated in REDF if there are no abdominal symptoms and signs.Feed intolerance is high in REDF cases.The risk of NEC is not higher than what is seen in AEDF cases. \n", + "\n", + " vector curated y ... \\\n", + "0 [0.0, 0.35, 0.78, 12.03] 2 2 ... \n", + "38 [0.33, 0.34, 0.3, 10.66] 2 2 ... \n", + "56 [0.31, 0.7, 1.23, 13.68] 2 2 ... \n", + "98 [0.0, 0.73, 0.72, 9.42] 2 2 ... \n", + "109 [0.0, 0.0, 1.91, 10.07] 2 2 ... \n", + "... ... ... .. ... \n", + "2813 [0.68, 3.06, 3.83, 5.93] 2 2 ... \n", + "2815 [0.85, 5.39, 2.35, 5.44] 2 2 ... \n", + "2816 [0.33, 5.19, 2.41, 5.97] 2 2 ... \n", + "2819 [0.46, 4.52, 2.56, 4.84] 2 2 ... \n", + "2821 [0.76, 2.69, 4.6, 5.3] 2 2 ... \n", + "\n", + " type of study \\\n", + "0 Retrospective cohort study \n", + "38 Retrospective study \n", + "56 Cross-sectional study \n", + "98 Retrospective study \n", + "109 Retrospective cohort study \n", + "... ... \n", + "2813 Prospective longitudinal study \n", + "2815 Retrospective review \n", + "2816 Prospective observational study. \n", + "2819 Observational, prospective and cross-sectional study. \n", + "2821 retrospective cohort study \n", + "\n", + " duration of the study \\\n", + "0 30 years (1984 - 2014) \n", + "38 15 years (1996 - 2011) \n", + "56 Not specified. \n", + "98 20 years (December 1993 - December 2013) \n", + "109 ~18 years (January 2003 - March 2021) \n", + "... ... \n", + "2813 Mean 12.05 months (range 2.4-31.27 months) \n", + "2815 18 years (1993 - 2011) \n", + "2816 Not specified. \n", + "2819 Not specified. \n", + "2821 ~2.7 years (January 2015 - September 2017) \n", + "\n", + " participants bumbers in study \\\n", + "0 120 \n", + "38 10 \n", + "56 98 \n", + "98 33 \n", + "109 130 \n", + "... ... \n", + "2813 46 \n", + "2815 96 \n", + "2816 24 \n", + "2819 100 \n", + "2821 48 \n", + "\n", + " data collection occur \\\n", + "0 30 years (1984 - 2014) \n", + "38 15 years (1996 - 2011) \n", + "56 Not specified. \n", + "98 Between December 1993 and 2011 \n", + "109 ~18 years (January 2003 - March 2021) \n", + "... ... \n", + "2813 During a mean 12.05 months of follow-up (range 2.4-31.27 months). \n", + "2815 15 years (1993 - 2011) \n", + "2816 Not specified. \n", + "2819 Not specified. \n", + "2821 January 2015 - September 2017 \n", + "\n", + " inclusion criteria for the study \\\n", + "0 Patients diagnosed with pediatric primary sclerosing cholangitis (PSC) between 1984 and 2014. \n", + "38 Patients diagnosed with ulcerative colitis (UC) and primary sclerosing cholangitis (PSC) with low-grade dysplasia (LGD) who underwent surveillance colonoscopy from 1996 to 2011. \n", + "56 Patients diagnosed with HHT based on three or four Curaçao criteria. \n", + "98 Patients diagnosed with PSC or PSC/AIH in cholangiography and liver histology. \n", + "109 Patients diagnosed with LAMA2-related muscular dystrophy (including LAMA2-CMD and LGMDR23) enrolled from ten research centers between January 2003 and March 2021. \n", + "... ... \n", + "2813 Patients with CCMs \n", + "2815 Patients diagnosed with PSC and UC evaluated at the institution between 1993 and 2011 who were diagnosed with IND or LGD before or after LT for PSC. \n", + "2816 Patients diagnosed with aggressive posterior retinopathy of prematurity (AP-ROP) or hybrid ROP. \n", + "2819 Patients diagnosed with spinal injury (SI) caused by spinal cord injury (SCI), >18 years. \n", + "2821 Preterm inborn neonates with gestation <37 weeks with antenatal REDF diagnosed between January 2015 and September 2017. \n", + "\n", + " exclusion criteria for the study \\\n", + "0 Not specified. \n", + "38 Not specified. \n", + "56 Not specified. \n", + "98 Not specified. \n", + "109 Not specified. \n", + "... ... \n", + "2813 Not specified. \n", + "2815 Not specified. \n", + "2816 Not specified. \n", + "2819 Not specified. \n", + "2821 Major malformations. \n", + "\n", + " clinical outcomes \\\n", + "0 - Median gamma glutamyl transferase decreased from 221 U/L to 104 U/L by 1 year post-diagnosis (P<0.0001), indicating improved liver function.\\n- Transplant-free survival at 10 years was 89%.\\n- Lower liver transplantation rate in PSC-IBD patients compared to those without IBD (2% vs 18%, P=0.01).\\n- Cirrhosis rate was lower in patients diagnosed with IBD before PSC (15% vs 31%, P=0.05). \n", + "38 - 3 (30%) patients progressed to raised HGD over a mean follow-up of 13±11 months.\\n- The incidence rate for detection of HGD/CRC was 9.4 cases per 100 person years at risk.\\n- Patients with LGD with flat morphology had an incidence rate of 17.8 cases per 100 person years at risk.\\n- HGD occurred more frequently within the first year of initial detection of LGD (23.5 per 100 patient years of follow-up).\\n- One-third of patients with LGD progressed to HGD/CRC. \n", + "56 Most of the HHT patients (90%) complained of mild-to-moderate epistaxis. \n", + "98 - All patients were alive at the last follow-up (median nine years). \\n- No malignancy occurred. \\n- Median gamma glutamyl transferase not specified. \\n- Transplant-free survival not specified. \\n- Four patients (12%) had undergone liver transplantation, and one was listed; no recurrence of the disease in the graft was seen. \\n- Endoscopic retrograde cholangiography during follow-up showed a progression of intra-hepatic disease in 12 patients (36%). \n", + "109 Head control, independent sitting and ambulation were achieved in 76.3%, 92.6% and 18.4% of LAMA2-CMD patients at median ages of 6.0¬†months, 11.0¬†months, and 27.0¬†months, respectively. All LGMDR23 patients achieved independent ambulation at median age of 18.0¬†months. Motor regression in LAMA2-CMD mainly occurred concurrently with rapid progression of contractures during 6-9¬†years old. Twenty-four LAMA2-related muscular dystrophy patients died, mostly due to severe pneumonia. Seizures occurred in 35.7% of LGMDR23 and 9.5% of LAMA2-CMD patients. \n", + "... ... \n", + "2813 Mean lesional permeability in unstable CCMs with lesional bleeding or growth increased significantly (+85.9% change; p = 0.005), mean lesional QSM values significantly increased in unstable lesions (+44.1% change; p = 0.01), mean permeability in stable and recovering lesions did not significantly change, mean lesional QSM values decreased slightly with statistical significance in stable lesions (-3.2% change; p = 0.003), and did not significantly change in recovering lesions. \n", + "2815 For the IND group: multifocal lesions were significantly associated with time to neoplasia progression, while 5-ASA use was protective. For patients with LGD: multifocal lesions were significantly associated with the primary end point, while LT was protective. In PSC-UC patients with IND, 5-ASA use was associated with a decreased the risk of neoplasia progression, regardless of transplant status. Patients who developed LGD following LT for PSC were less likely to have progressive neoplasia or persistent LGD, compared with those who had not been transplanted. \n", + "2816 STS occurred in 26 (57.7%) eyes at 1-6 weeks following anti-VEGF injections and persisted for 1-14 weeks. While the shunt regressed spontaneously in half of the treated eyes (n=13) with anti-VEGF alone, the other half (n=13) required additional laser because of either non-compliance (n=9) or recurrence (n=4). \n", + "2819 Higher occurrence of deep venous thrombosis (DVT) in patients with Leiden factor V and hyperhomocysteinemia, no association between SI for DVT, VT and thrombophilia, no relation between lupus anticoagulant and anti-cardiolipin, important difference in the incidence of DVT in patients with SI by acute and chronic SCI. \n", + "2821 22 babies (45%) had at least 1 episode of feed intolerance, full feeds were reached by median age (IQR) of nine (8-12) days, only 3 neonates (6%) had NEC stage 2 or above as per Bell's staging. \n", + "\n", + " differed between the treatments \\\n", + "0 Not specified. \n", + "38 Not specified. \n", + "56 Not specified. \n", + "98 Treatment of IBD being a minor determinant of the clinical outcome of liver disease. \n", + "109 Not specified. \n", + "... ... \n", + "2813 Not specified. \n", + "2815 5-ASA use was protective for IND group, while LT was protective for LGD group. \n", + "2816 Not specified. \n", + "2819 Not specified. \n", + "2821 Not specified. \n", + "\n", + " rare disease associated with the study \\\n", + "0 Primary sclerosing cholangitis (PSC) \n", + "38 Primary sclerosing cholangitis (PSC) \n", + "56 Hereditary hemorrhagic telangiectasia (HHT) \n", + "98 Inflammatory bowel disease (IBD) \n", + "109 LAMA2-related muscular dystrophy \n", + "... ... \n", + "2813 Cerebral cavernous malformation (CCM) \n", + "2815 Primary sclerosing cholangitis (PSC) and ulcerative colitis (UC) \n", + "2816 \"Retinopathy of prematurity (ROP)\" \n", + "2819 Spinal cord injury (SCI) \n", + "2821 None \n", + "\n", + " Location where the NHS was conducted \n", + "0 Not specified. \n", + "38 Not specified. \n", + "56 Norway \n", + "98 Helsinki University Hospital \n", + "109 Not specified. \n", + "... ... \n", + "2813 Not specified. \n", + "2815 Not specified. \n", + "2816 Not specified. \n", + "2819 Brazil, S√£o Paulo \n", + "2821 Not specified. \n", + "\n", + "[148 rows x 21 columns]" + ], + "text/html": [ + "\n", + "
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PMIDLabeling_StateCorrect_LabelAgreementExplanationTITLEABSTRACTvectorcuratedy...type of studyduration of the studyparticipants bumbers in studydata collection occurinclusion criteria for the studyexclusion criteria for the studyclinical outcomesdiffered between the treatmentsrare disease associated with the studyLocation where the NHS was conducted
027504812Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.900NaNThe Natural History of Primary Sclerosing Cholangitis in Children: A Large Single-Center Longitudinal Cohort StudyData regarding pediatric primary sclerosing cholangitis (PSC) natural history are limited. We describe a large pediatric PSC cohort with longitudinal follow-up. The present study records review of pediatric patients with PSC diagnosed between 1984 and 2014. N = 120 (63% M) ages 1 to 21 years (median 14 years) at diagnosis. 27% (31/113) had autoimmune sclerosing cholangitis (ASC), 24% had exclusive small duct PSC, METAVIR stage was F3-F4 in 41%. Eighty-one percent of patients with PSC had inflammatory bowel disease (IBD); most had ulcerative/indeterminate colitis (72/97), typically pancolitis (40/72). PSC-IBD was more common than ASC-IBD (85% vs 68%, P = 0.03). Median follow-up was 3.7 years (interquartile range [IQR] 1.5, 6.9). Median gamma glutamyl transferase decreased from baseline of 221 U/L (IQR 110, 425) to 104 U/L by 1 year postdiagnosis ([IQR 18,229], P < 0.0001), and then changed little. Mean fibrosis stage at diagnosis was 2.3 ± 1.4 (N = 91), and at 1 to 5 years was 2.6 ± 1.3 (N = 20). Transplant-free survival at 10 year was 89%; there were 6 liver transplants, 2 in patients with small duct PSC and 4 with diffuse large duct PSC. Although the cirrhosis rate was not significantly different in PSC with IBD versus without (22% vs 41%, P = 0.06), the former had a lower rate of liver transplantation (2% vs 18%, P = 0.01). The rate of cirrhosis was lower in patients diagnosed with IBD before PSC (15% vs 31%, P = 0.05). In this largest reported pediatric PSC cohort, liver transplantation rate at 10 years was lower than that reported in adults. ASC and PSC had similar biochemical abnormalities and degree of fibrosis at diagnosis. PSC that developed after IBD diagnosis had a milder course, possibly reflecting earlier disease detection or milder phenotype.[0.0, 0.35, 0.78, 12.03]22...Retrospective cohort study30 years (1984 - 2014)12030 years (1984 - 2014)Patients diagnosed with pediatric primary sclerosing cholangitis (PSC) between 1984 and 2014.Not specified.- Median gamma glutamyl transferase decreased from 221 U/L to 104 U/L by 1 year post-diagnosis (P<0.0001), indicating improved liver function.\\n- Transplant-free survival at 10 years was 89%.\\n- Lower liver transplantation rate in PSC-IBD patients compared to those without IBD (2% vs 18%, P=0.01).\\n- Cirrhosis rate was lower in patients diagnosed with IBD before PSC (15% vs 31%, P=0.05).Not specified.Primary sclerosing cholangitis (PSC)Not specified.
3823433613Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.885NaNNatural history of low grade dysplasia in patients with primary sclerosing cholangitis and ulcerative colitisPatients with ulcerative colitis (UC) and primary sclerosing cholangitis (PSC) are at increased risk of colon cancer. The aim of this study was to determine the natural history of LGD and its progression to high grade dysplasia (HGD)/colorectal cancer (CRC) in PSC-UC patients. Ten PSC-UC patients with LGD who underwent surveillance colonoscopy from 1996 to 2011 were evaluated. Raised dysplasia was defined as a discrete raised lesion located in an area involved by either quiescent or active colitis that was endoscopically resected, while flat dysplasia was defined as the absence of documentation of a raised lesion. Of the 10 patients with LGD, 3 (30%) progressed to raised HGD over a mean follow-up of 13¬±11 months. Three of 10 patients had initial raised LGD while 7 had flat LGD. The location of HGD was in the proximal colon in all 3 patients. However all 3 patients who progressed to HGD had initial dysplasia located in the distal colon and had flat morphology. The incidence rate for detection of HGD/CRC was 9.4 cases per 100 person years at risk. Patients with LGD with flat morphology had an incidence rate of 17.8 cases per 100 person years at risk. HGD occurred more frequently within the first year of initial detection of LGD (23.5 per 100 patient years of follow-up). One-third of patients with LGD progressed to HGD/CRC in PSC-UC. Most patients progress within the first year of diagnosis of LGD supporting early colectomy in PSC-UC patients with LGD.[0.33, 0.34, 0.3, 10.66]22...Retrospective study15 years (1996 - 2011)1015 years (1996 - 2011)Patients diagnosed with ulcerative colitis (UC) and primary sclerosing cholangitis (PSC) with low-grade dysplasia (LGD) who underwent surveillance colonoscopy from 1996 to 2011.Not specified.- 3 (30%) patients progressed to raised HGD over a mean follow-up of 13±11 months.\\n- The incidence rate for detection of HGD/CRC was 9.4 cases per 100 person years at risk.\\n- Patients with LGD with flat morphology had an incidence rate of 17.8 cases per 100 person years at risk.\\n- HGD occurred more frequently within the first year of initial detection of LGD (23.5 per 100 patient years of follow-up).\\n- One-third of patients with LGD progressed to HGD/CRC.Not specified.Primary sclerosing cholangitis (PSC)Not specified.
5621819756Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.833NaNThe natural history of epistaxis in patients with hereditary hemorrhagic telangiectasia in the Norwegian population: a cross-sectional studyEpistaxis is usually the first and most common symptom in hereditary hemorrhagic telangiectasia (HHT), which is known also as Rendu-Osler-Weber syndrome. The severity of HHT-associated epistaxis is highly variable and can affect the patient's quality of life. In the literature, the natural history of epistaxis in HHT patients has been described in a few countries but not from the Norwegian population. This work focused on the natural history of epistaxis in the Norwegian population in a cross-sectional study. Ninety-eight patients with three or four Cura√ßao criteria were included. The severity of epistaxis was graded depending on epistaxis intensity, frequency, and the amount of blood transfusion during a period of 4 weeks. The epistaxis grades were studied in association with age, gender, gene mutation, age of onset, and whether the patient had or had not been treated for epistaxis during the last 2 years. Most of the HHT patients (90%) complained of mild-to-moderate epistaxis. Seventy-seven percent of the patients started epistaxis by or before the age of 20 years. The progression of HHT-associated epistaxis with age could not be proved statistically in this study. There was no statistically significant difference in the grades of epistaxis between HHT1 and HHT2 type, neither between female and male patients. Most of the patients started epistaxis by or before the age of 20 years. There was a significant difference in the grade of epistaxis between non-ENG, non-ALK1 carrier patients, and ENG or ALK1 carrier patients. Compared with other populations, the grading of epistaxis in Norwegian patients with HHT gave generally similar results. A multicenter epidemiological study is required to get a larger study population. A common internationally accepted grading or classification system for epistaxis in HHT is highly recommended.[0.31, 0.7, 1.23, 13.68]22...Cross-sectional studyNot specified.98Not specified.Patients diagnosed with HHT based on three or four Curaçao criteria.Not specified.Most of the HHT patients (90%) complained of mild-to-moderate epistaxis.Not specified.Hereditary hemorrhagic telangiectasia (HHT)Norway
9827536366Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.833NaNClinical course and prognosis of pediatric-onset primary sclerosing cholangitisThe natural history of pediatric-onset primary sclerosing cholangitis (PSC) and overlap with autoimmune hepatitis (PSC/AIH) is poorly known. The aim of this study was to evaluate the clinical outcome of patients with pediatric-onset disease in a tertiary referral center. We traced 33 patients (median age at diagnosis 16 years), with PSC or PSC/AIH in cholangiography and liver histology diagnosed between December 1993 and 2011, at Helsinki University Hospital. Diagnostic procedures and long-term follow-up were reassessed until the end of December 2013. PSC was confirmed in all 33 patients; 19 of them had an overlap with AIH. At diagnosis, three of 33 had cirrhosis. Inflammatory bowel disease (IBD) was associated in 76% of the patients, mostly ulcerative colitis (70%); treatment of IBD being a minor determinant of the clinical outcome of liver disease. In the last follow-up (median nine years), all patients were alive, and no malignancy occurred. Most patients (91%) were on ursodeoxycholic acid and 12 PSC/AIH patients on immunosuppression. Endoscopic retrograde cholangiography during follow-up showed a progression of intra-hepatic disease in 12 patients (36%). Four patients (12%) had undergone liver transplantation, and one was listed; no recurrence of the disease in the graft was seen. The clinical course and outcome of pediatric-onset PSC and PSC/AIH seem to be favourable in the majority of patients until early adulthood. In about one-third of patients, however, PSC is progressive, challenging the current treatment guidelines and warranting further studies on disease pathogenesis.[0.0, 0.73, 0.72, 9.42]22...Retrospective study20 years (December 1993 - December 2013)33Between December 1993 and 2011Patients diagnosed with PSC or PSC/AIH in cholangiography and liver histology.Not specified.- All patients were alive at the last follow-up (median nine years). \\n- No malignancy occurred. \\n- Median gamma glutamyl transferase not specified. \\n- Transplant-free survival not specified. \\n- Four patients (12%) had undergone liver transplantation, and one was listed; no recurrence of the disease in the graft was seen. \\n- Endoscopic retrograde cholangiography during follow-up showed a progression of intra-hepatic disease in 12 patients (36%).Treatment of IBD being a minor determinant of the clinical outcome of liver disease.Inflammatory bowel disease (IBD)Helsinki University Hospital
10934281576Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.828NaNNatural history and genetic study of LAMA2-related muscular dystrophy in a large Chinese cohort.LAMA2-related muscular dystrophy including LAMA2-related congenital muscular dystrophy (LAMA2-CMD) and autosomal recessive limb-girdle muscular dystrophy-23 (LGMDR23) is caused by LAMA2 pathogenic variants. We aimed to describe the natural history and establish genotype-phenotype correlations in a large cohort of Chinese patients with LAMA2-related muscular dystrophy. Clinical and genetic data of LAMA2-related muscular dystrophy patients enrolled from ten research centers between January 2003 and March 2021 were collected and analyzed. One hundred and thirty patients (116 LAMA2-CMD and 14 LGMDR23) were included. LAMA2-CMD group had earlier onset than LGMDR23 group. Head control, independent sitting and ambulation were achieved in 76.3%, 92.6% and 18.4% of LAMA2-CMD patients at median ages of 6.0 months (range 2.0-36.0 months), 11.0 months (range 6.0-36.0 months), and 27.0 months (range 18.0-84.0 months), respectively. All LGMDR23 patients achieved independent ambulation at median age of 18.0 months (range 13.0-20.0 months). Motor regression in LAMA2-CMD mainly occurred concurrently with rapid progression of contractures during 6-9 years old. Twenty-four LAMA2-related muscular dystrophy patients died, mostly due to severe pneumonia. Seizures occurred in 35.7% of LGMDR23 and 9.5% of LAMA2-CMD patients. Forty-six novel and 97 known LAMA2 disease-causing variants were identified. The top three high-frequency disease-causing variants in Han Chinese patients were c.7147C > T (p.R2383*), exon 4 deletion, and c.5156_5159del (p.K1719Rfs*5). In LAMA2-CMD, splicing variants tended to be associated with a relatively mild phenotype. Nonsense variants were more frequent in LAMA2-CMD (56.9%, 66/116) than in LGMDR23 (21.4%, 3/14), while missense disease-causing variants were more frequent in LGMDR23 (71.4%, 10/14) than in LAMA2-CMD (12.9%, 15/116). Copy number variations were identified in 26.4% of survivors and 50.0% of nonsurvivors, suggesting that copy number variations were associated with lower rate of survival (p = 0.029). This study provides better understandings of natural history and genotype-phenotype correlations in LAMA2-related muscular dystrophy, and supports therapeutic targets for future researches.[0.0, 0.0, 1.91, 10.07]22...Retrospective cohort study~18 years (January 2003 - March 2021)130~18 years (January 2003 - March 2021)Patients diagnosed with LAMA2-related muscular dystrophy (including LAMA2-CMD and LGMDR23) enrolled from ten research centers between January 2003 and March 2021.Not specified.Head control, independent sitting and ambulation were achieved in 76.3%, 92.6% and 18.4% of LAMA2-CMD patients at median ages of 6.0 months, 11.0 months, and 27.0 months, respectively. All LGMDR23 patients achieved independent ambulation at median age of 18.0 months. Motor regression in LAMA2-CMD mainly occurred concurrently with rapid progression of contractures during 6-9 years old. Twenty-four LAMA2-related muscular dystrophy patients died, mostly due to severe pneumonia. Seizures occurred in 35.7% of LGMDR23 and 9.5% of LAMA2-CMD patients.Not specified.LAMA2-related muscular dystrophyNot specified.
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281327494817Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.412\"The study measures clinical characteristics of the disease over12 month period and so qualifies as an NHS under our definition\"Vascular permeability and iron deposition biomarkers in longitudinal follow-up of cerebral cavernous malformationsOBJECTIVE Vascular permeability and iron leakage are central features of cerebral cavernous malformation (CCM) pathogenesis. The authors aimed to correlate prospective clinical behavior of CCM lesions with longitudinal changes in biomarkers of dynamic contrast-enhanced quantitative permeability (DCEQP) and quantitative susceptibility mapping (QSM) assessed by MRI. METHODS Forty-six patients with CCMs underwent 2 or more permeability and/or susceptibility studies in conjunction with baseline and follow-up imaging and clinical surveillance during a mean 12.05 months of follow-up (range 2.4-31.27 months). Based on clinical and imaging features, cases/lesions were classified as stable, unstable, or recovering. Associated and predictive changes in quantitative permeability and susceptibility were investigated. RESULTS Lesional mean permeability and QSM values were not significantly different in stable versus unstable lesions at baseline. Mean lesional permeability in unstable CCMs with lesional bleeding or growth increased significantly (+85.9% change; p = 0.005), while mean permeability in stable and recovering lesions did not significantly change. Mean lesional QSM values significantly increased in unstable lesions (+44.1% change; p = 0.01), decreased slightly with statistical significance in stable lesions (-3.2% change; p = 0.003), and did not significantly change in recovering lesions. Familial cases developing new lesions during the follow-up period showed a higher background brain permeability at baseline (p = 0.001), as well as higher regional permeability (p = 0.003) in the area that would later develop a new lesion as compared with the homologous contralateral brain region. CONCLUSIONS In vivo assessment of vascular permeability and iron deposition on MRI can serve as objective and quantifiable biomarkers of disease activity in CCMs. This may be applied in natural history studies and may help calibrate clinical trials. The 2 techniques are likely applicable in other disorders of vascular integrity and iron leakage such as aging, hemorrhagic microangiopathy, and traumatic brain injury.[0.68, 3.06, 3.83, 5.93]22...Prospective longitudinal studyMean 12.05 months (range 2.4-31.27 months)46During a mean 12.05 months of follow-up (range 2.4-31.27 months).Patients with CCMsNot specified.Mean lesional permeability in unstable CCMs with lesional bleeding or growth increased significantly (+85.9% change; p = 0.005), mean lesional QSM values significantly increased in unstable lesions (+44.1% change; p = 0.01), mean permeability in stable and recovering lesions did not significantly change, mean lesional QSM values decreased slightly with statistical significance in stable lesions (-3.2% change; p = 0.003), and did not significantly change in recovering lesions.Not specified.Cerebral cavernous malformation (CCM)Not specified.
281524033551Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.406NaNThe fate of indefinite and low-grade dysplasia in ulcerative colitis and primary sclerosing cholangitis colitis before and after liver transplantationPatients with primary sclerosing cholangitis (PSC) and ulcerative colitis (UC) are at an increased risk of colorectal neoplasia, but it is unknown if liver transplantation (LT) alters neoplasia progression. To examine the natural history of indefinite dysplasia (IND) and low-grade dysplasia (LGD) that develop in patients with PSC-UC with and without LT. We performed a retrospective review of patients with PSC and UC evaluated at our institution between 1993 and 2011 who were diagnosed with IND or LGD before or after LT for PSC. The primary end point was neoplasia progression or persistent LGD. Ninety-six patients (non-LT n = 63, LT n = 33) were examined. For the IND group, multifocal lesions were significantly associated with time to neoplasia progression [hazard ratio (HR), 3.5; 95% confidence interval (CI), 1.3-9.7], while 5-aminosalicylate (5-ASA) use was protective (HR, 0.2; 95% CI, 0.1-0.6). For patients with LGD, multifocal lesions were significantly associated with the primary end point (HR, 7.1; 95% CI, 1.7-28.3), while LT was protective (HR, 0.3; 95% CI, 0.1-0.9). In PSC-UC patients with IND, 5-ASA use was associated with a decreased the risk of neoplasia progression, regardless of transplant status. In contrast, multifocal IND and LGD were associated with neoplasia progression or persistent LGD. Patients who developed LGD following LT for PSC were less likely to have progressive neoplasia or persistent LGD, compared with those who had not been transplanted.[0.85, 5.39, 2.35, 5.44]22...Retrospective review18 years (1993 - 2011)9615 years (1993 - 2011)Patients diagnosed with PSC and UC evaluated at the institution between 1993 and 2011 who were diagnosed with IND or LGD before or after LT for PSC.Not specified.For the IND group: multifocal lesions were significantly associated with time to neoplasia progression, while 5-ASA use was protective. For patients with LGD: multifocal lesions were significantly associated with the primary end point, while LT was protective. In PSC-UC patients with IND, 5-ASA use was associated with a decreased the risk of neoplasia progression, regardless of transplant status. Patients who developed LGD following LT for PSC were less likely to have progressive neoplasia or persistent LGD, compared with those who had not been transplanted.5-ASA use was protective for IND group, while LT was protective for LGD group.Primary sclerosing cholangitis (PSC) and ulcerative colitis (UC)Not specified.
281631925658Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.400NaNCharacteristics of 'sawtooth shunt' following anti-vascular endothelial growth factor for aggressive posterior retinopathy of prematurity.To explore the characteristics of 'sawtooth shunts (STS)' following intravitreal anti-vascular endothelial growth factors (anti-VEGF) for aggressive posterior retinopathy of prematurity (AP-ROP). Prospective observational study. In a prospective observational study, 45 eyes of 24 babies receiving intravitreal anti-VEGF for AP-ROP or hybrid ROP were analyzed. Anti-VEGF molecule and doses: bevacizumab (0.62 mg or ½ IVB, n = 30 eyes; 0.25 mg or 1/5IVB, n = 9 eyes; 0.12 mg or 1/10 IVB, n = 1 eye); or ranibizumab (0.25 mg or ½IVR, n = 3 eyes; 0.1 mg or 1/5IVR, n = 2 eyes). They were followed every 1-2 week till disease regression with or without laser treatment. Development of STS, its variants, characteristics, timeline, and final outcomes was analyzed. STS occurred in 26 (57.7%) eyes at 1-6 weeks following anti-VEGF injections and persisted for 1-14 weeks. While the shunt regressed spontaneously in half of the treated eyes (n = 13) with anti-VEGF alone, the other half (n = 13) required additional laser because of either non-compliance (n = 9) or recurrence (n = 4). The STS was observed to be an important retinal vascular change seen in infants treated with intravitreal anti-VEGF at half adult doses. It warrants further studies to explore the association between STS and its association with disease recurrence or regression.[0.33, 5.19, 2.41, 5.97]22...Prospective observational study.Not specified.24Not specified.Patients diagnosed with aggressive posterior retinopathy of prematurity (AP-ROP) or hybrid ROP.Not specified.STS occurred in 26 (57.7%) eyes at 1-6 weeks following anti-VEGF injections and persisted for 1-14 weeks. While the shunt regressed spontaneously in half of the treated eyes (n=13) with anti-VEGF alone, the other half (n=13) required additional laser because of either non-compliance (n=9) or recurrence (n=4).Not specified.\"Retinopathy of prematurity (ROP)\"Not specified.
281924513719Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.400\"Cross sectional study \"Impact of coagulation in the development of thromboembolic events in patients with spinal cord injuryAlthough the knowledge described about risk factors and venous thromboembolism (VT) in the general population, the impact of these factors in the development of thromboembolic events in patients with spinal injury (SI) caused by spinal cord injury (SCI) is poorly understood. Evaluate the impact of risk factors in the development of thromboembolic events in patients with SCI. Brazil, S√£o Paulo. Observational, prospective and cross-study. Eligible patients (n=100) had SI by SCI, >18 years. The degree of motor and sensory lesion was evaluated based on American Spinal Injury Association (ASIA) Impairment Scale (AIS). Blood samples were collected for coagulation exams, hemogram, laboratory and biochemical analyses. Ultrasonography analyzes were performed from deep and superficial venous systems of lower limbs. Quantitative real-time PCR experiments were performed in order to investigate mutations in the prothrombin (G20210A) and Leiden factor V (G1691A) genes. The main finding of this study was the higher occurrence of deep venous thrombosis (DVT) in patients with Leiden factor V and hyperhomocysteinemia. There was no association between SI for DVT, VT and thrombophilia. Also, there was no relation between lupus anticoagulant and anti-cardiolipin. There is an important difference in the incidence of DVT in patients with SI by acute and chronic SCI. Therefore, the conduct of the investigation for thrombophilia should be based on clinical factors, risk factors for DVT and family history of thrombosis.[0.46, 4.52, 2.56, 4.84]22...Observational, prospective and cross-sectional study.Not specified.100Not specified.Patients diagnosed with spinal injury (SI) caused by spinal cord injury (SCI), >18 years.Not specified.Higher occurrence of deep venous thrombosis (DVT) in patients with Leiden factor V and hyperhomocysteinemia, no association between SI for DVT, VT and thrombophilia, no relation between lupus anticoagulant and anti-cardiolipin, important difference in the incidence of DVT in patients with SI by acute and chronic SCI.Not specified.Spinal cord injury (SCI)Brazil, S√£o Paulo
282130373425Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.400NaNFeed intolerance in preterm neonates with antenatal reverse end diastolic flow (REDF) in umbilical artery: a retrospective cohort study.Background: Feed intolerance is common in growth-restricted infants with antenatal AREDF (absent or reverse end-diastolic flow) and presumed to be more severe in those with reverse end diastolic flow (REDF). Natural history of feeding in REDF is rarely reported in the literature.Aims and objectives: To determine the incidence of feed intolerance and necrotizing enterocolitis (NEC) in neonates with antenatal REDF.Design: Preterm inborn neonates with gestation <37 weeks with antenatal REDF diagnosed between January 2015 and September 2017 were included in this retrospective cohort study. The primary outcome was the proportion of neonates having feed intolerance and NEC till discharge or death or transfer to other hospitals and time to achieve full enteral feeding (150 ml/kg/day).Results: Out of total 67 born with antenatal REDF, 8 were transferred out within 48 hours, 8 records not available and 4 excluded due to major malformations. The mean (SD) gestation and birth weight of the remaining 48 neonates were 32 (2) weeks and 1096 (291) g. The median (IQR) age of initiation of feeds was 30 (24-37) hours. Feeds were advanced by median (range) 20 (10-20) ml/kg/day in which 22 babies (45%) had at least 1 episode of feed intolerance at a median (IQR) age of 79 (40-120) hours requiring nil per oral for next 48 (18-96) hours. Full feeds were reached by median age (IQR) of nine (8-12) days. Only 3 neonates (6%) had NEC stage 2 or above as per Bell's staging.Conclusions: Feed intolerance is common in neonates with REDF though the risk of NEC is not high.What is known on this subject?Neonates with antenatal AREDF are at increased risk of feed intolerance and necrotizing enterocolitis.Early introduction of enteral feeds in neonates with AREDF with appropriate monitoring is safe without increased risk of necrotizing enterocolitis.AEDF which progresses to REDF is associated with increased morbidity.What does this study add?Early enteral feeding as early as 24 hours can be initiated in REDF if there are no abdominal symptoms and signs.Feed intolerance is high in REDF cases.The risk of NEC is not higher than what is seen in AEDF cases.[0.76, 2.69, 4.6, 5.3]22...retrospective cohort study~2.7 years (January 2015 - September 2017)48January 2015 - September 2017Preterm inborn neonates with gestation <37 weeks with antenatal REDF diagnosed between January 2015 and September 2017.Major malformations.22 babies (45%) had at least 1 episode of feed intolerance, full feeds were reached by median age (IQR) of nine (8-12) days, only 3 neonates (6%) had NEC stage 2 or above as per Bell's staging.Not specified.NoneNot specified.
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We describe a large pediatric PSC cohort with longitudinal follow-up. The present study records review of pediatric patients with PSC diagnosed between 1984 and 2014. N = 120 (63% M) ages 1 to 21 years (median 14 years) at diagnosis. 27% (31/113) had autoimmune sclerosing cholangitis (ASC), 24% had exclusive small duct PSC, METAVIR stage was F3-F4 in 41%. Eighty-one percent of patients with PSC had inflammatory bowel disease (IBD); most had ulcerative/indeterminate colitis (72/97), typically pancolitis (40/72). PSC-IBD was more common than ASC-IBD (85% vs 68%, P = 0.03). Median follow-up was 3.7 years (interquartile range [IQR] 1.5, 6.9). Median gamma glutamyl transferase decreased from baseline of 221 U/L (IQR 110, 425) to 104 U/L by 1 year postdiagnosis ([IQR 18,229], P < 0.0001), and then changed little. Mean fibrosis stage at diagnosis was 2.3 ± 1.4 (N = 91), and at 1 to 5 years was 2.6 ± 1.3 (N = 20). Transplant-free survival at 10 year was 89%; there were 6 liver transplants, 2 in patients with small duct PSC and 4 with diffuse large duct PSC. Although the cirrhosis rate was not significantly different in PSC with IBD versus without (22% vs 41%, P = 0.06), the former had a lower rate of liver transplantation (2% vs 18%, P = 0.01). The rate of cirrhosis was lower in patients diagnosed with IBD before PSC (15% vs 31%, P = 0.05). In this largest reported pediatric PSC cohort, liver transplantation rate at 10 years was lower than that reported in adults. ASC and PSC had similar biochemical abnormalities and degree of fibrosis at diagnosis. PSC that developed after IBD diagnosis had a milder course, possibly reflecting earlier disease detection or milder phenotype. \n", + "38 Patients with ulcerative colitis (UC) and primary sclerosing cholangitis (PSC) are at increased risk of colon cancer. The aim of this study was to determine the natural history of LGD and its progression to high grade dysplasia (HGD)/colorectal cancer (CRC) in PSC-UC patients. Ten PSC-UC patients with LGD who underwent surveillance colonoscopy from 1996 to 2011 were evaluated. Raised dysplasia was defined as a discrete raised lesion located in an area involved by either quiescent or active colitis that was endoscopically resected, while flat dysplasia was defined as the absence of documentation of a raised lesion. Of the 10 patients with LGD, 3 (30%) progressed to raised HGD over a mean follow-up of 13±11 months. Three of 10 patients had initial raised LGD while 7 had flat LGD. The location of HGD was in the proximal colon in all 3 patients. However all 3 patients who progressed to HGD had initial dysplasia located in the distal colon and had flat morphology. The incidence rate for detection of HGD/CRC was 9.4 cases per 100 person years at risk. Patients with LGD with flat morphology had an incidence rate of 17.8 cases per 100 person years at risk. HGD occurred more frequently within the first year of initial detection of LGD (23.5 per 100 patient years of follow-up). One-third of patients with LGD progressed to HGD/CRC in PSC-UC. Most patients progress within the first year of diagnosis of LGD supporting early colectomy in PSC-UC patients with LGD. \n", + "\n", + " vector curated y ... \\\n", + "0 [0.0, 0.35, 0.78, 12.03] 2 2 ... \n", + "38 [0.33, 0.34, 0.3, 10.66] 2 2 ... \n", + "\n", + " type of study \\\n", + "0 Retrospective longitudinal cohort study \n", + "38 Retrospective study \n", + "\n", + " duration of the study \\\n", + "0 The duration of the study is not specified in the abstract. \n", + "38 1996 to 2011 \n", + "\n", + " participants bumbers in study \\\n", + "0 The answer is: 120 \n", + "38 10 \n", + "\n", + " data collection occur \\\n", + "0 Here is the extracted information:\\n\\n**Title**: The Natural History of Primary Sclerosing Cholangitis in Children: A Large Single-Center Longitudinal Cohort Study.\\n\\n**Study Design**: Retrospective review\\n\\n**Number of Patients**: 120\\n\\n**Age Range**: 1 to 21 years (median 14 years) at diagnosis\\n\\n**Gender**: 63% Male\\n\\n**Location where the NHS was conducted**: Not specified in the abstract.\\n\\n**Clinical Outcomes**: Not specified.\\n\\n**Differed Between the Treatments**: Not applicable; treatments were not compared.\\n\\nLet me know if you need further assistance! \n", + "38 Here is the extracted information:\\n\\n**Title:** Natural history of low grade dysplasia in patients with primary sclerosing cholangitis and ulcerative colitis.\\n\\n**Study Design:** Retrospective review\\n\\n**Clinical Outcomes:** Not specified.\\n\\n**Location where the NHS was conducted:** Not specified in the abstract.\\n\\n**Differed Between the Treatments:** Not applicable; treatments were not compared.\\n\\nLet me know if you need anything else! \n", + "\n", + " inclusion criteria for the study \\\n", + "0 pediatric patients with PSC diagnosed between 1984 and 2014 \n", + "38 Patients with primary sclerosing cholangitis (PSC) and ulcerative colitis (UC) who underwent surveillance colonoscopy from 1996 to 2011 and had low-grade dysplasia (LGD). \n", + "\n", + " exclusion criteria for the study clinical outcomes \\\n", + "0 Not specified in the abstract. Not specified. \n", + "38 Not specified. Not specified. \n", + "\n", + " differed between the treatments \\\n", + "0 Not applicable; treatments were not compared. \n", + "38 Not applicable; treatments were not compared. \n", + "\n", + " rare disease associated with the study Location where the NHS was conducted \n", + "0 Primary Sclerosing Cholangitis (PSC) Not specified in the abstract. \n", + "38 Primary sclerosing cholangitis (PSC) Not specified in the abstract. \n", + "\n", + "[2 rows x 21 columns]" + ], + "text/html": [ + "\n", + "
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PMIDLabeling_StateCorrect_LabelAgreementExplanationTITLEABSTRACTvectorcuratedy...type of studyduration of the studyparticipants bumbers in studydata collection occurinclusion criteria for the studyexclusion criteria for the studyclinical outcomesdiffered between the treatmentsrare disease associated with the studyLocation where the NHS was conducted
027504812Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.900NaNThe Natural History of Primary Sclerosing Cholangitis in Children: A Large Single-Center Longitudinal Cohort StudyData regarding pediatric primary sclerosing cholangitis (PSC) natural history are limited. We describe a large pediatric PSC cohort with longitudinal follow-up. The present study records review of pediatric patients with PSC diagnosed between 1984 and 2014. N = 120 (63% M) ages 1 to 21 years (median 14 years) at diagnosis. 27% (31/113) had autoimmune sclerosing cholangitis (ASC), 24% had exclusive small duct PSC, METAVIR stage was F3-F4 in 41%. Eighty-one percent of patients with PSC had inflammatory bowel disease (IBD); most had ulcerative/indeterminate colitis (72/97), typically pancolitis (40/72). PSC-IBD was more common than ASC-IBD (85% vs 68%, P = 0.03). Median follow-up was 3.7 years (interquartile range [IQR] 1.5, 6.9). Median gamma glutamyl transferase decreased from baseline of 221 U/L (IQR 110, 425) to 104 U/L by 1 year postdiagnosis ([IQR 18,229], P < 0.0001), and then changed little. Mean fibrosis stage at diagnosis was 2.3 ± 1.4 (N = 91), and at 1 to 5 years was 2.6 ± 1.3 (N = 20). Transplant-free survival at 10 year was 89%; there were 6 liver transplants, 2 in patients with small duct PSC and 4 with diffuse large duct PSC. Although the cirrhosis rate was not significantly different in PSC with IBD versus without (22% vs 41%, P = 0.06), the former had a lower rate of liver transplantation (2% vs 18%, P = 0.01). The rate of cirrhosis was lower in patients diagnosed with IBD before PSC (15% vs 31%, P = 0.05). In this largest reported pediatric PSC cohort, liver transplantation rate at 10 years was lower than that reported in adults. ASC and PSC had similar biochemical abnormalities and degree of fibrosis at diagnosis. PSC that developed after IBD diagnosis had a milder course, possibly reflecting earlier disease detection or milder phenotype.[0.0, 0.35, 0.78, 12.03]22...Retrospective longitudinal cohort studyThe duration of the study is not specified in the abstract.The answer is: 120Here is the extracted information:\\n\\n**Title**: The Natural History of Primary Sclerosing Cholangitis in Children: A Large Single-Center Longitudinal Cohort Study.\\n\\n**Study Design**: Retrospective review\\n\\n**Number of Patients**: 120\\n\\n**Age Range**: 1 to 21 years (median 14 years) at diagnosis\\n\\n**Gender**: 63% Male\\n\\n**Location where the NHS was conducted**: Not specified in the abstract.\\n\\n**Clinical Outcomes**: Not specified.\\n\\n**Differed Between the Treatments**: Not applicable; treatments were not compared.\\n\\nLet me know if you need further assistance!pediatric patients with PSC diagnosed between 1984 and 2014Not specified in the abstract.Not specified.Not applicable; treatments were not compared.Primary Sclerosing Cholangitis (PSC)Not specified in the abstract.
3823433613Gold Standard'2 - the study's primary contribution centers on observing the time course of a rare disease'0.885NaNNatural history of low grade dysplasia in patients with primary sclerosing cholangitis and ulcerative colitisPatients with ulcerative colitis (UC) and primary sclerosing cholangitis (PSC) are at increased risk of colon cancer. The aim of this study was to determine the natural history of LGD and its progression to high grade dysplasia (HGD)/colorectal cancer (CRC) in PSC-UC patients. Ten PSC-UC patients with LGD who underwent surveillance colonoscopy from 1996 to 2011 were evaluated. Raised dysplasia was defined as a discrete raised lesion located in an area involved by either quiescent or active colitis that was endoscopically resected, while flat dysplasia was defined as the absence of documentation of a raised lesion. Of the 10 patients with LGD, 3 (30%) progressed to raised HGD over a mean follow-up of 13±11 months. Three of 10 patients had initial raised LGD while 7 had flat LGD. The location of HGD was in the proximal colon in all 3 patients. However all 3 patients who progressed to HGD had initial dysplasia located in the distal colon and had flat morphology. The incidence rate for detection of HGD/CRC was 9.4 cases per 100 person years at risk. Patients with LGD with flat morphology had an incidence rate of 17.8 cases per 100 person years at risk. HGD occurred more frequently within the first year of initial detection of LGD (23.5 per 100 patient years of follow-up). One-third of patients with LGD progressed to HGD/CRC in PSC-UC. Most patients progress within the first year of diagnosis of LGD supporting early colectomy in PSC-UC patients with LGD.[0.33, 0.34, 0.3, 10.66]22...Retrospective study1996 to 201110Here is the extracted information:\\n\\n**Title:** Natural history of low grade dysplasia in patients with primary sclerosing cholangitis and ulcerative colitis.\\n\\n**Study Design:** Retrospective review\\n\\n**Clinical Outcomes:** Not specified.\\n\\n**Location where the NHS was conducted:** Not specified in the abstract.\\n\\n**Differed Between the Treatments:** Not applicable; treatments were not compared.\\n\\nLet me know if you need anything else!Patients with primary sclerosing cholangitis (PSC) and ulcerative colitis (UC) who underwent surveillance colonoscopy from 1996 to 2011 and had low-grade dysplasia (LGD).Not specified.Not specified.Not applicable; treatments were not compared.Primary sclerosing cholangitis (PSC)Not specified in the abstract.
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "df_temp" + } + }, + "metadata": {}, + "execution_count": 36 + } + ] + } + ] +} \ No newline at end of file diff --git a/RAG-LLAMA3-NHS-study-codes/RAG_LLAMA3_CODES.zip b/RAG-LLAMA3-NHS-study-codes/RAG_LLAMA3_CODES.zip new file mode 100644 index 0000000..210bc3c Binary files /dev/null and b/RAG-LLAMA3-NHS-study-codes/RAG_LLAMA3_CODES.zip differ diff --git a/email/ses_firebase.py b/email/ses_firebase.py deleted file mode 100644 index 44445c4..0000000 --- a/email/ses_firebase.py +++ /dev/null @@ -1,164 +0,0 @@ -import glob -import os -import sys -workspace = os.path.dirname(os.path.abspath(__file__)) -sys.path.append(workspace) -sys.path.append(os.getcwd()) -import sysvars -from AlertCypher import AlertCypher -from datetime import date,datetime -import pandas as pd -from dateutil.relativedelta import relativedelta -import firebase_admin -from firebase_admin import auth -from firebase_admin import credentials -from firebase_admin import firestore -import alert -def fill_template(type,data): - tabs = {'clinical':'trials', 'grant':'project', 'pubmed':'nonepi-articles'} - txt_db = {'clinical': 'clinical trial', 'grant': 'funded project', 'pubmed': 'publication'} - full_msg = '' - html = '' - - full_msg += 'You have {num} new entries for your subscribed rare diseases in the {db_title} database\nOut of that {num},\n\n'.format(num=data['total'], db_title=txt_db[type]) - - html += """ - - - - -
-

Rare Disease Alert System

-
-
-

{name}

-

Within the last week, {num} new entries for your subscribed rare diseases have been added to the {db_title} database

- - - - - - - """.format(num=data['total'],images_path=sysvars.images_path,db_title=txt_db[type],name=data['name']) - - for gard in data['subscriptions']: - if data[gard]['num'] > 0: - full_msg += '{name} [{gardId}] - {num} new additions have been added to the database\n'.format(name=data[gard]['name'], num=data[gard]['num'], gardId=gard) - html += """ - - - - - - """.format(name=data[gard]['name'], num=data[gard]['num'], gardId=gard, tab=tabs[type]) - - html += """ -
NameGARD IDNodes Modified
{name}{gardId}{num}
-

Results gathered within the time period of {date_start}-{date_end}

-
-
-
- Rare Disease Alert System - - - """.format(date_start=data['update_date_start'],date_end=data['update_date_end']) - - print(html) - return (full_msg,html) - -def send_mail(type, data): - print(f"[{data['total']}, {data['email']}]") - if data['total'] > 0 and data['email'] == 'timothy.sheils@ncats.nih.gov' or data['email'] == 'zhuqianzq@gmail.com': #TEST - - data['email'] = 'devon.leadman@nih.gov' # TEST EMAIL - - if type == "clinical": - txt,html = fill_template(type,data) - alert.send_email('RDAS-Alert: Clinical Trial update regarding your subscriptions', txt, data['email'], html=html) #data['email'] in place of email - print('[Email Sent...]') - - if type == "pubmed": - txt,html = fill_template(type,data) - alert.send_email('RDAS-Alert: Publication update regarding your subscriptions', txt, data['email'], html=html) - print('[Email Sent...]') - - if type == "grant": - txt,html = fill_template(type,data) - alert.send_email('RDAS-Alert: Funded Project update regarding your subscriptions', txt, data['email'], html=html) - print('[Email Sent...]') - -def get_stats(type, gards, date_start=datetime.today().strftime('%m/%d/%y'), date_end=datetime.today().strftime('%m/%d/%y')): - db = AlertCypher(type) - return_data = dict() - - date_start_string = date_start - date_end_string = date_end - date_start_obj = datetime.strptime(date_start, '%m/%d/%y') - date_end_obj = datetime.strptime(date_end, '%m/%d/%y') - - date_list = pd.date_range(date_start_obj, date_end_obj, freq='D').strftime('%m/%d/%y').to_list() - - print(f'Searching for nodes created between {date_start_string} and {date_end_string}') - - convert = {'clinical':['ClinicalTrial','GARD','GardId'], 'pubmed':['Article','GARD','GardId'], 'grant':['Project','GARD','GardId']} - connect_to_gard = {'clinical':'--(:Condition)--(:Annotation)--','pubmed':'--','grant':'--'} - - query = 'MATCH (x:{node}){connection}(y:{gardnode}) WHERE x.DateCreatedRDAS IN {date_list} AND y.{property} IN {list} RETURN COUNT(x)'.format(node=convert[type][0], gardnode=convert[type][1], property=convert[type][2], list=list(gards.keys()), date_list=date_list, connection=connect_to_gard[type]) - - response = db.run(query) - return_data['total'] = response.data()[0]['COUNT(x)'] - - for gard in gards.keys(): - response = db.run('MATCH (x:{node}){connection}(y:{gardnode}) WHERE x.DateCreatedRDAS IN {date_list} AND y.{property} = \"{gard}\" RETURN COUNT(x)'.format(node=convert[type][0], gardnode=convert[type][1], property=convert[type][2], gard=gard, date_list=date_list, connection=connect_to_gard[type])) - return_data[gard] = {'name':gards[gard],'num':response.data()[0]['COUNT(x)']} - - return_data['update_date_end'] = date_end_string - return_data['update_date_start'] = date_start_string - - return return_data - -def trigger_email(type,date_start=None,date_end=None): - convert = {'clinical':'trials', 'pubmed':'articles', 'grant':'grants'} - user_data = dict() - cred = credentials.Certificate(sysvars.firebase_key_path) - firebase_admin.initialize_app(cred) - firestore_db = firestore.client() - - firestore_docs = firestore_db.collection(u'users').stream() - - for doc in firestore_docs: - if doc.exists: - user_data[doc.id] = doc.to_dict() - else: - print('Document Doesnt Exist') - - for firestore_user, data in user_data.items(): - subscript_gard = dict() - for subscript in data['subscriptions']: - try: - if convert[type] in subscript['alerts']: - subscript_gard[subscript['gardID']] = subscript['diseaseName'] - except KeyError: - print('') - pass - users = auth.list_users() - if users: - users = users.iterate_all() - for user in users: - uid = user.uid - if uid == firestore_user and len(subscript_gard) > 0: - if not date_start and not date_end: - update_data = get_stats(type, subscript_gard) - elif date_start and date_end: - update_data = get_stats(type, subscript_gard, date_start=date_start, date_end=date_end) - elif date_start: - update_data = get_stats(type, subscript_gard, date_start=date_start) - elif date_end: - update_data = get_stats(type, subscript_gard, date_end=date_end) - - update_data['email'] = user.email - update_data['name'] = user_data[uid]['displayName'] - update_data['subscriptions'] = list(subscript_gard.keys()) - send_mail(type, update_data) - -#trigger_email(sysvars.pm_db, date_start='12/07/22') #TEST diff --git a/emails/alert.py b/emails/alert.py index 3b4f509..865dafa 100644 --- a/emails/alert.py +++ b/emails/alert.py @@ -1,4 +1,7 @@ import boto3 +import sys +sys.path.append('/home/aom2/RDAS') +sys.path.append('/home/aom2/RDAS/emails') from botocore.exceptions import ClientError sender_email = 'ncatsrdas@mail.nih.gov' @@ -10,31 +13,54 @@ def setup_email_client(): ) return client -def send_email(sub,msg,recip,html=None,client=setup_email_client()): - if not client: - return - - response = client.send_email( - Source=sender_email, - Destination={ - 'ToAddresses': [ - f'{recip}', - ], - }, - Message={ +def send_email(subject, html, recipient, client=setup_email_client()): + print("Sending emails to:", recipient) + # sender_email = client # Replace with your email + # Set up the email + message={ 'Subject': { - 'Data': f'{sub}', + 'Data': f'{subject}', }, 'Body': { - 'Text': { - 'Data': f'{msg}', - }, + 'Html': { 'Data': f'{html}' }, } } + + + # Send the email + response = client.send_email( + Source=sender_email, + Destination={'ToAddresses': [recipient]}, + Message=message ) + print("Email sent successfully.") + + +# def send_email(sub,html,recip,client=setup_email_client()): +# if not client: +# return + +# response = client.send_email( +# Source=sender_email, +# Destination={ +# 'ToAddresses': [ +# f'{recip}', +# ], +# }, +# Message={ +# 'Subject': { +# 'Data': f'{sub}', +# }, +# 'Body': { +# 'Html': { +# 'Data': f'{html}' +# }, +# } +# } +# ) def send_raw_email(sub,msg,recip,client=None): if not client: diff --git a/emails/email_test.py b/emails/email_test.py deleted file mode 100644 index bc1ae73..0000000 --- a/emails/email_test.py +++ /dev/null @@ -1,50 +0,0 @@ - -import sys - -sys.path.append('/home/aom2/RDAS') -sys.path.append('/home/aom2/RDAS/emails') -import sysvars -import smtplib -from email.mime.text import MIMEText -from email.mime.multipart import MIMEMultipart -from jinja2 import Environment, FileSystemLoader -import os - - -def send_email(subject, html, recipient): - print("sending emails to::", recipient) - sender = "" # Replace with your email - password = "" # Replace with your email password - - # Set up the email - msg = MIMEMultipart('alternative') - msg['From'] = "" - # msg['To'] = "" - msg['Subject'] = subject - - # Attach both plain text and HTML parts - # part1 = MIMEText(text, 'plain') - part2 = MIMEText(html, 'html') - # msg.attach(part1) - msg.attach(part2) - - # Send the email - server = smtplib.SMTP('', 587) # Replace with SMTP server and port - server.starttls() - server.login(sender, password) - text = msg.as_string() - server.sendmail(sender, recipient, msg.as_string()) - server.quit() - - -# def render_template(filename, data={}): -# # template_dir = "path/to/templates" -# template_dir = os.getcwd() -# env = Environment(loader=FileSystemLoader(template_dir)) -# template_path = filename # Relative to the template_dir -# template = env.get_template(template_path) -# return template.render(data=data) - -# the fill_template method was remove, becaus the generation of message was integrated into the html template. - - diff --git a/emails/ses_firebase.py b/emails/ses_firebase.py index f699a4d..a1e396c 100644 --- a/emails/ses_firebase.py +++ b/emails/ses_firebase.py @@ -1,12 +1,16 @@ import glob import os import sys +import json workspace = os.path.dirname(os.path.abspath(__file__)) sys.path.append(workspace) -sys.path.append(os.getcwd()) +# sys.path.append(os.getcwd()) +sys.path.append('/home/aom2/RDAS') +sys.path.append('/home/aom2/RDAS/emails') import sysvars from AlertCypher import AlertCypher from datetime import date,datetime +from jinja2 import Environment, FileSystemLoader import pandas as pd from dateutil.relativedelta import relativedelta import firebase_admin @@ -14,88 +18,37 @@ from firebase_admin import credentials from firebase_admin import firestore import alert -def fill_template(type,data): - tabs = {'clinical':'trials', 'grant':'project', 'pubmed':'nonepi-articles'} - txt_db = {'clinical': 'clinical trial', 'grant': 'funded project', 'pubmed': 'publication'} - full_msg = '' - html = '' - - full_msg += 'You have {num} new entries for your subscribed rare diseases in the {db_title} database\nOut of that {num},\n\n'.format(num=data['total'], db_title=txt_db[type]) - - html += """ - - - - -
-

Rare Disease Alert System

-
-
-

{name}

-

Within the last week, {num} new entries for your subscribed rare diseases have been added to the {db_title} database

- - - - - - - """.format(num=data['total'],images_path=sysvars.images_path,db_title=txt_db[type],name=data['name']) - - for gard in data['subscriptions']: - if data[gard]['num'] > 0: - full_msg += '{name} [{gardId}] - {num} new additions have been added to the database\n'.format(name=data[gard]['name'], num=data[gard]['num'], gardId=gard) - html += """ - - - - - - """.format(name=data[gard]['name'], num=data[gard]['num'], gardId=gard, tab=tabs[type]) - - html += """ -
NameGARD IDNodes Modified
{name}{gardId}{num}
-

Results gathered within the time period of {date_start}-{date_end}

-
-
-
- Rare Disease Alert System - - - """.format(date_start=data['update_date_start'],date_end=data['update_date_end']) - - print(html) - return (full_msg,html) +import email_test -def send_mail(type, data): - - print('type::',type) - print('data::',data) +prefix = sysvars.db_prefix # you can set the db_prefix in sysvars.py - # print(f"[{data['total']}, {data['email']}]") - # if data['total'] > 0 and data['email'] == 'timothy.sheils@ncats.nih.gov' or data['email'] == 'zhuqianzq@gmail.com': - # # data['email'] = 'devon.leadman@nih.gov' # TEST EMAIL - # data['email'] = 'minghui.ao@nih.gov' # TEST EMAIL - # if type == "clinical": - # txt,html = fill_template(type,data) - # alert.send_email('RDAS-Alert: Clinical Trial update regarding your subscriptions', txt, data['email'], html=html) #data['email'] in place of email - # print('[Email Sent...]') +def render_template(filename, data={}): + env = Environment(loader=FileSystemLoader(f'{sysvars.base_path}emails/')) + template = env.get_template(filename) + rendered_content = template.render(data=data) + return rendered_content - # if type == "pubmed": - # txt,html = fill_template(type,data) - # alert.send_email('RDAS-Alert: Publication update regarding your subscriptions', txt, data['email'], html=html) - # print('[Email Sent...]') - - # if type == "grant": - # txt,html = fill_template(type,data) - # alert.send_email('RDAS-Alert: Funded Project update regarding your subscriptions', txt, data['email'], html=html) - # print('[Email Sent...]') +def send_mail(type, data): + # Define the tabs dictionary and txt_db + tabs = {prefix +'clinical': 'trials', prefix +'grant': 'project', prefix +'pubmed': 'nonepi-articles'} + txt_db = {prefix +'clinical': 'clinical trial', prefix +'grant': 'funded project', prefix +'pubmed': 'publication'} + + # Add tabs and type to the data dictionary + data['tabs'] = tabs + data["db_title"]=str(txt_db[type]) + + if data['total'] > 0 and data['email'] == '' or data['email'] == '':# for testing + + data['email'] = '' # TEST EMAIL + html_content = render_template('email_template1.html', data=data) + alert.send_email(f'RDAS-Alert: {str(txt_db[type])} update regarding your subscriptions', html_content, data['email'])# change to your alert.py sending email method.you may need to adjust your method abit to read in these parameters. + print("finish sending enail") def get_stats(type, gards, date_start=datetime.today().strftime('%m/%d/%y'), date_end=datetime.today().strftime('%m/%d/%y')): db = AlertCypher(type) return_data = dict() - date_start_string = date_start date_end_string = date_end date_start_obj = datetime.strptime(date_start, '%m/%d/%y') @@ -103,67 +56,78 @@ def get_stats(type, gards, date_start=datetime.today().strftime('%m/%d/%y'), dat date_list = pd.date_range(date_start_obj, date_end_obj, freq='D').strftime('%m/%d/%y').to_list() - print(f'Searching for nodes created between {date_start_string} and {date_end_string}') - - convert = {'clinical':['ClinicalTrial','GARD','GardId'], 'pubmed':['Article','GARD','GardId'], 'grant':['Project','GARD','GardId']} - connect_to_gard = {'clinical':'--(:Condition)--(:Annotation)--','pubmed':'--','grant':'--'} + convert = {prefix+'clinical':['ClinicalTrial','GARD','GardId'], prefix+'pubmed':['Article','GARD','GardId'], prefix+'grant':['Project','GARD','GardId']} + connect_to_gard = {prefix+'clinical':'--(:Condition)--(:Annotation)--',prefix+'pubmed':'--',prefix+'grant':'--'} query = 'MATCH (x:{node}){connection}(y:{gardnode}) WHERE x.DateCreatedRDAS IN {date_list} AND y.{property} IN {list} RETURN COUNT(x)'.format(node=convert[type][0], gardnode=convert[type][1], property=convert[type][2], list=list(gards.keys()), date_list=date_list, connection=connect_to_gard[type]) response = db.run(query) - return_data['total'] = response.data()[0]['COUNT(x)'] - + result = response.single() + return_data['total'] = result['COUNT(x)'] + for gard in gards.keys(): - response = db.run('MATCH (x:{node}){connection}(y:{gardnode}) WHERE x.DateCreatedRDAS IN {date_list} AND y.{property} = \"{gard}\" RETURN COUNT(x)'.format(node=convert[type][0], gardnode=convert[type][1], property=convert[type][2], gard=gard, date_list=date_list, connection=connect_to_gard[type])) - return_data[gard] = {'name':gards[gard],'num':response.data()[0]['COUNT(x)']} + query_1='MATCH (x:{node}){connection}(y:{gardnode}) WHERE x.DateCreatedRDAS IN {date_list} AND y.{property} = \"{gard}\" RETURN COUNT(x)'.format(node=convert[type][0], gardnode=convert[type][1], property=convert[type][2], gard=gard, date_list=date_list, connection=connect_to_gard[type]) + response = db.run(query_1) + result = response.single() + return_data[gard] = {'name':gards[gard],'num':result['COUNT(x)']} return_data['update_date_end'] = date_end_string return_data['update_date_start'] = date_start_string return return_data -def trigger_email(type,date_start=None,date_end=None): - convert = {'clinical':'trials', 'pubmed':'articles', 'grant':'grants'} - user_data = dict() - cred = credentials.Certificate(sysvars.firebase_key_path) - firebase_admin.initialize_app(cred) - firestore_db = firestore.client() +# the trigger_email function was rewrite to avoid the three nested for loops. +def trigger_email(firestore_db,type,date_start=None,date_end=None): + convert = {prefix+'clinical':'trials', prefix+'pubmed':'articles', prefix+'grant':'grants'} + user_data = dict() firestore_docs = firestore_db.collection(u'users').stream() - + + # get user subscription data here to avoid 3 nested for loops for doc in firestore_docs: if doc.exists: user_data[doc.id] = doc.to_dict() else: print('Document Doesnt Exist') + users = auth.list_users() + user_info={} + if users: + users = users.iterate_all() + for user in users: + uid = user.uid + user_info[user.uid]=user + for firestore_user, data in user_data.items(): subscript_gard = dict() for subscript in data['subscriptions']: - try: - if convert[type] in subscript['alerts']: + if convert[type] in subscript['alerts']: + if 'diseaseName' not in subscript: + subscript_gard[subscript['gardID']] = "" + else: subscript_gard[subscript['gardID']] = subscript['diseaseName'] - except KeyError: - print('') - pass - users = auth.list_users() - if users: - users = users.iterate_all() - for user in users: - uid = user.uid - if uid == firestore_user and len(subscript_gard) > 0: - if not date_start and not date_end: - update_data = get_stats(type, subscript_gard) - elif date_start and date_end: - update_data = get_stats(type, subscript_gard, date_start=date_start, date_end=date_end) - elif date_start: - update_data = get_stats(type, subscript_gard, date_start=date_start) - elif date_end: - update_data = get_stats(type, subscript_gard, date_end=date_end) - - update_data['email'] = user.email - update_data['name'] = user_data[uid]['displayName'] - update_data['subscriptions'] = list(subscript_gard.keys()) - send_mail(type, update_data) -#trigger_email(sysvars.pm_db, date_start='12/07/22') #TEST + # get user emails + user=user_info.get(firestore_user,None) + if user: + uid=user.uid + # print("uid == firestore_user::",uid == firestore_user,len(subscript_gard)) + if uid == firestore_user and len(subscript_gard) > 0: + + if not date_start and not date_end: + update_data = get_stats(type, subscript_gard) + elif date_start and date_end: + update_data = get_stats(type, subscript_gard, date_start=date_start, date_end=date_end) + elif date_start: + update_data = get_stats(type, subscript_gard, date_start=date_start) + elif date_end: + update_data = get_stats(type, subscript_gard, date_end=date_end) + + update_data['email'] = user.email + update_data['name'] = user_data[uid].get('displayName',"") + update_data['subscriptions'] = list(subscript_gard.keys()) + # print("update_data::",update_data) + if update_data["total"]>0: # only send email to user if there is any updates + send_mail(type, update_data) + +# trigger_email(sysvars.ct_db, date_start='12/07/22') #TEST. you can put this to the start_dev. so when there are any db upates, it will trigger emails diff --git a/emails/test_ses_firebase.py b/emails/test_ses_firebase.py deleted file mode 100644 index ecfd572..0000000 --- a/emails/test_ses_firebase.py +++ /dev/null @@ -1,190 +0,0 @@ -import glob -import os -import sys -import json -workspace = os.path.dirname(os.path.abspath(__file__)) -sys.path.append(workspace) -# sys.path.append(os.getcwd()) -sys.path.append('/home/aom2/RDAS') -sys.path.append('/home/aom2/RDAS/emails') -import sysvars -from AlertCypher import AlertCypher -from datetime import date,datetime -from jinja2 import Environment, FileSystemLoader -import pandas as pd -from dateutil.relativedelta import relativedelta -import firebase_admin -from firebase_admin import auth -from firebase_admin import credentials -from firebase_admin import firestore -import alert -import email_test - - -prefix = sysvars.db_prefix # you can set the db_prefix in sysvars.py - - -def render_template(filename, data={}): - env = Environment(loader=FileSystemLoader(f'{sysvars.base_path}emails/')) - template = env.get_template(filename) - rendered_content = template.render(data=data) - return rendered_content - -def send_mail(type, data): - # Define the tabs dictionary and txt_db - tabs = {prefix +'clinical': 'trials', prefix +'grant': 'project', prefix +'pubmed': 'nonepi-articles'} - txt_db = {prefix +'clinical': 'clinical trial', prefix +'grant': 'funded project', prefix +'pubmed': 'publication'} - - # Add tabs and type to the data dictionary - data['tabs'] = tabs - data["db_title"]=str(txt_db[type]) - - if data['total'] > 0 and data['email'] == 'timothy.sheils@ncats.nih.gov' or data['email'] == 'zhuqianzq@gmail.com':# for testing - - data['email'] = 'minghui.ao@nih.gov' # TEST EMAIL - html_content = render_template('email_template1.html', data=data) - email_test.send_email(f'RDAS-Alert: {str(txt_db[type])} update regarding your subscriptions', html_content, data['email'])# change to your alert.py sending email method.you may need to adjust your method abit to read in these parameters. - print("finish sending enail") - -def get_stats(type, gards, date_start=datetime.today().strftime('%m/%d/%y'), date_end=datetime.today().strftime('%m/%d/%y')): - db = AlertCypher(type) - return_data = dict() - date_start_string = date_start - date_end_string = date_end - date_start_obj = datetime.strptime(date_start, '%m/%d/%y') - date_end_obj = datetime.strptime(date_end, '%m/%d/%y') - - date_list = pd.date_range(date_start_obj, date_end_obj, freq='D').strftime('%m/%d/%y').to_list() - - convert = {prefix+'clinical':['ClinicalTrial','GARD','GardId'], prefix+'pubmed':['Article','GARD','GardId'], prefix+'grant':['Project','GARD','GardId']} - connect_to_gard = {prefix+'clinical':'--(:Condition)--(:Annotation)--',prefix+'pubmed':'--',prefix+'grant':'--'} - - query = 'MATCH (x:{node}){connection}(y:{gardnode}) WHERE x.DateCreatedRDAS IN {date_list} AND y.{property} IN {list} RETURN COUNT(x)'.format(node=convert[type][0], gardnode=convert[type][1], property=convert[type][2], list=list(gards.keys()), date_list=date_list, connection=connect_to_gard[type]) - - response = db.run(query) - result = response.single() - return_data['total'] = result['COUNT(x)'] - - for gard in gards.keys(): - query_1='MATCH (x:{node}){connection}(y:{gardnode}) WHERE x.DateCreatedRDAS IN {date_list} AND y.{property} = \"{gard}\" RETURN COUNT(x)'.format(node=convert[type][0], gardnode=convert[type][1], property=convert[type][2], gard=gard, date_list=date_list, connection=connect_to_gard[type]) - response = db.run(query_1) - result = response.single() - return_data[gard] = {'name':gards[gard],'num':result['COUNT(x)']} - - return_data['update_date_end'] = date_end_string - return_data['update_date_start'] = date_start_string - - return return_data - - -# def trigger_email(type,date_start=None,date_end=None): -# convert = {prefix+'clinical':'trials', prefix+'pubmed':'articles', prefix+'grant':'grants'} -# user_data = dict() -# cred = credentials.Certificate(sysvars.firebase_key_path) -# firebase_admin.initialize_app(cred) -# firestore_db = firestore.client() -# firestore_docs = firestore_db.collection(u'users').stream() - -# # get user subscription data -# for doc in firestore_docs: -# if doc.exists: -# user_data[doc.id] = doc.to_dict() -# else: -# print('Document Doesnt Exist') - -# for firestore_user, data in user_data.items(): -# subscript_gard = dict() -# for subscript in data['subscriptions']: - -# if convert[type] in subscript['alerts']: -# print("user_data::", data) -# print("subscript::",subscript,"\n") - -# if 'diseaseName' not in subscript: - -# subscript_gard[subscript['gardID']] = subscript['gardID'] -# else: -# subscript_gard[subscript['gardID']] = subscript['diseaseName'] - -# # get user emails -# users = auth.list_users() - -# if users: -# users = users.iterate_all() -# for user in users: -# uid = user.uid - -# if uid == firestore_user and len(subscript_gard) > 0: - -# if not date_start and not date_end: -# update_data = get_stats(type, subscript_gard) -# elif date_start and date_end: -# update_data = get_stats(type, subscript_gard, date_start=date_start, date_end=date_end) -# elif date_start: -# update_data = get_stats(type, subscript_gard, date_start=date_start) -# elif date_end: -# update_data = get_stats(type, subscript_gard, date_end=date_end) - -# update_data['email'] = user.email -# update_data['name'] = user_data[uid].get('displayName',"") -# update_data['subscriptions'] = list(subscript_gard.keys()) -# print("update_data::",update_data) -# if update_data["total"]>0: # only send email to user if there is any updates -# send_mail(type, update_data) - - - -# the trigger_email function was rewrite to avoid the three nested for loops. -def trigger_email(firestore_db,type,date_start=None,date_end=None): - convert = {prefix+'clinical':'trials', prefix+'pubmed':'articles', prefix+'grant':'grants'} - user_data = dict() - firestore_docs = firestore_db.collection(u'users').stream() - - # get user subscription data here to avoid 3 nested for loops - for doc in firestore_docs: - if doc.exists: - user_data[doc.id] = doc.to_dict() - else: - print('Document Doesnt Exist') - - users = auth.list_users() - user_info={} - if users: - users = users.iterate_all() - for user in users: - uid = user.uid - user_info[user.uid]=user - - for firestore_user, data in user_data.items(): - subscript_gard = dict() - for subscript in data['subscriptions']: - if convert[type] in subscript['alerts']: - if 'diseaseName' not in subscript: - subscript_gard[subscript['gardID']] = "" - else: - subscript_gard[subscript['gardID']] = subscript['diseaseName'] - - # get user emails - user=user_info.get(firestore_user,None) - if user: - uid=user.uid - # print("uid == firestore_user::",uid == firestore_user,len(subscript_gard)) - if uid == firestore_user and len(subscript_gard) > 0: - - if not date_start and not date_end: - update_data = get_stats(type, subscript_gard) - elif date_start and date_end: - update_data = get_stats(type, subscript_gard, date_start=date_start, date_end=date_end) - elif date_start: - update_data = get_stats(type, subscript_gard, date_start=date_start) - elif date_end: - update_data = get_stats(type, subscript_gard, date_end=date_end) - - update_data['email'] = user.email - update_data['name'] = user_data[uid].get('displayName',"") - update_data['subscriptions'] = list(subscript_gard.keys()) - # print("update_data::",update_data) - if update_data["total"]>0: # only send email to user if there is any updates - send_mail(type, update_data) - -# trigger_email(sysvars.ct_db, date_start='12/07/22') #TEST. you can put this to the start_dev. so when there are any db upates, it will trigger emails diff --git a/pubmed/epi4GARD b/pubmed/epi4GARD index dac3f5c..127ff13 160000 --- a/pubmed/epi4GARD +++ b/pubmed/epi4GARD @@ -1 +1 @@ -Subproject commit dac3f5ce0cfc5a62458cc9a6f8e463b76f574162 +Subproject commit 127ff1337d7ad17ca62546bc57eb3d814e530ee7 diff --git a/start_dev.py b/start_dev.py index 7463601..ce46f6b 100644 --- a/start_dev.py +++ b/start_dev.py @@ -14,6 +14,9 @@ from datetime import date,datetime from AlertCypher import AlertCypher from gard.methods import get_node_counts +sys.path.append('/home/aom2/RDAS') +sys.path.append('/home/aom2/RDAS/emails') +import ses_firebase import firebase_admin from firebase_admin import auth from firebase_admin import credentials @@ -63,6 +66,10 @@ def check_update(db_type): else: return [False,last_update] +cred = credentials.Certificate(sysvars.firebase_key_path) +firebase_admin.initialize_app(cred) +firestore_db = firestore.client() + while True: # Initialize a dictionary to track update status for each database current_updates = {k:False for k,v in sysvars.db_abbrevs.items()} @@ -78,7 +85,7 @@ def check_update(db_type): if v == True: full_db_name = sysvars.db_abbrevs[k] print(f'{full_db_name} Update Initiated') - + p = Popen(['python3', 'driver_manual.py', '-db', f'{k}', '-m', 'update'], encoding='utf8') p.wait() @@ -110,6 +117,9 @@ def check_update(db_type): p.wait() print(f'Update of {full_db_name} Database Complete...') + + ses_firebase.trigger_email(firestore_db,sysvars.ct_db, date_start='12/07/22') + sleep(3600) diff --git a/sysvars.py b/sysvars.py index cbabdec..316fdd5 100644 --- a/sysvars.py +++ b/sysvars.py @@ -20,7 +20,8 @@ # Conversions dump_dirs = ['clinical','pubmed','grant','gard'] -db_abbrevs = {'ct':'clinical', 'pm':'pubmed', 'gnt':'grant'} +db_abbrevs = {'ct':db_prefix+'clinical', 'pm':db_prefix+'pubmed', 'gnt':db_prefix+'grant'} +db_abbrevs2 = {db_prefix+'clinical':'ct', db_prefix+'pubmed':'pm', db_prefix+'grant':'gnt'} # Paths to database creation and update source files ct_files_path = '{base_path}clinical/src/'.format(base_path=base_path) @@ -29,10 +30,12 @@ gard_files_path = '{base_path}gard/src/'.format(base_path=base_path) # Database names being used on the current server -ct_db = 'clinical' -pm_db = 'pubmed' -gnt_db = 'grant' -gard_db = 'gard' + +ct_db = db_prefix+'clinical' +pm_db = db_prefix+'pubmed' +gnt_db = db_prefix+'grant' +gard_db = db_prefix+'gard' +convert = {ct_db:'trials', pm_db:'articles', gnt_db:'grants'} # Server URLS and addresses # Original epiapi_url is https://rdas.ncats.nih.gov/api/epi/ epiapi_url = "https://rdas.ncats.nih.gov/api/epi/"