From ede60c7f8ab985ced35a2a6506890face4047d78 Mon Sep 17 00:00:00 2001
From: albedo <264444969+albedo-c@users.noreply.github.com>
Date: Tue, 3 Mar 2026 01:38:33 +0530
Subject: [PATCH] fix: correct spelling in README and MBConv layer

---
 README.md               | 2 +-
 metnet/layers/MBConv.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 590f3d9..a7638cb 100644
--- a/README.md
+++ b/README.md
@@ -33,7 +33,7 @@ from datasets import load_dataset
 dataset = load_dataset("openclimatefix/goes-mrms")
 ```
 
-This uses the publicly avaiilable GOES-16 data and the MRMS archive to create a similar set of data to train and test on, with various other splits available as well.
+This uses the publicly available GOES-16 data and the MRMS archive to create a similar set of data to train and test on, with various other splits available as well.
 
 ## Pretrained Weights
 Pretrained model weights for MetNet and MetNet-2 have not been publicly released, and there is some difficulty in reproducing their training. We release weights for both MetNet and MetNet-2 trained on cloud mask and satellite imagery data with the same parameters as detailed in the papers on HuggingFace Hub for [MetNet](https://huggingface.co/openclimatefix/metnet) and [MetNet-2](https://huggingface.co/openclimatefix/metnet-2). These weights can be downloaded and used using:
diff --git a/metnet/layers/MBConv.py b/metnet/layers/MBConv.py
index 32712d8..a248e69 100644
--- a/metnet/layers/MBConv.py
+++ b/metnet/layers/MBConv.py
@@ -67,7 +67,7 @@ def __init__(
             # TODO: Check if downscaling is needed at all. May impact layer normalisation.
             raise NotImplementedError(
                 "Downscaling in MBConv hasn't been implemented as it \
-                isnt used in Metnet3"
+                isn't used in Metnet3"
             )
 
         self.main_branch = nn.Sequential(