diff --git a/medleydb/download.py b/medleydb/download.py
index fbc599f..28ff5e8 100644
--- a/medleydb/download.py
+++ b/medleydb/download.py
@@ -179,7 +179,7 @@ def download_mix(mtrack):
     except KeyError:
         raise IOError("Unable to find data in Google Drive for this version.")
 
-    file_list = get_named_child(top_folderid, mtrack.title)
+    file_list = get_named_child(top_folderid, mtrack.track_id)
     correct_file = [f for f in file_list if f['title'] == mtrack.track_id]
 
     if len(correct_file) == 0:
@@ -187,7 +187,8 @@ def download_mix(mtrack):
     else:
         mtrack_file = correct_file[0]
 
-    mix_file_list = get_named_child(mtrack_file['id'], 'MIX')
+    mix_file_list = get_named_child(
+        mtrack_file['id'], '{}_MIX.wav'.format(mtrack.track_id))
     if len(mix_file_list) > 0:
         mix_file = mix_file_list[0]
     else:
diff --git a/notebooks/MusicDelta_Rock_MIX_multif0_salience.npz b/notebooks/MusicDelta_Rock_MIX_multif0_salience.npz
new file mode 100644
index 0000000..3e54d32
Binary files /dev/null and b/notebooks/MusicDelta_Rock_MIX_multif0_salience.npz differ
diff --git a/notebooks/MusicDelta_Rock_MIX_vocal_salience.npz b/notebooks/MusicDelta_Rock_MIX_vocal_salience.npz
new file mode 100644
index 0000000..3e1fc59
Binary files /dev/null and b/notebooks/MusicDelta_Rock_MIX_vocal_salience.npz differ
diff --git a/notebooks/MusicDelta_Rock_STEM_05_notes.csv b/notebooks/MusicDelta_Rock_STEM_05_notes.csv
new file mode 100644
index 0000000..0340d1c
--- /dev/null
+++ b/notebooks/MusicDelta_Rock_STEM_05_notes.csv
@@ -0,0 +1,42 @@
+0.022916666666666665,0.24375,54
+0.26145833333333335,0.528125,54
+0.5395833333333333,0.7104166666666667,54
+0.7104166666666667,0.9114583333333334,55
+0.98125,1.1916666666666667,57
+1.8,1.8656249999999999,46
+1.8656249999999999,1.9625,52
+2.04375,2.1708333333333334,48
+2.1885416666666666,2.4208333333333334,54
+2.4208333333333334,2.6125,55
+2.728125,3.111458333333333,55
+3.1177083333333333,3.328125,58
+3.935416666666667,4.065625,55
+4.065625,4.24375,54
+4.377083333333333,4.498958333333333,54
+4.64375,4.8875,55
+4.928125,5.085416666666666,55
+5.085416666666666,5.329166666666667,54
+5.346875,5.526041666666667,57
+5.613541666666666,5.753125,57
+5.880208333333333,6.11875,55
+6.153125,6.275,49
+6.28125,6.420833333333333,53
+6.426041666666666,6.565625,49
+6.577083333333333,6.786458333333333,54
+6.797916666666667,7.070833333333333,54
+7.1,7.355208333333334,57
+7.360416666666667,7.529166666666667,53
+7.534375,7.673958333333333,52
+7.680208333333333,8.010416666666666,50
+8.323958333333334,8.559375,55
+8.559375,8.777083333333334,55
+8.783333333333333,9.375,56
+9.38125,9.648958333333333,54
+9.648958333333333,9.955208333333333,53
+10.495833333333334,10.730208333333334,54
+10.730208333333334,10.902083333333334,53
+10.907291666666666,11.157291666666666,54
+11.175,11.348958333333334,54
+11.360416666666666,11.703125,55
+11.708333333333334,11.88125,55
+11.88125,12.765625,54
diff --git a/notebooks/notes-to-f0.ipynb b/notebooks/notes-to-f0.ipynb
new file mode 100644
index 0000000..3beea45
--- /dev/null
+++ b/notebooks/notes-to-f0.ipynb
@@ -0,0 +1,486 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import librosa\n",
+    "import numpy as np\n",
+    "import csv\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Summary\n",
+    "Given note data as a sequence of (start time, end time, midi value) for the vocal melody, and MIXTURE audio:\n",
+    "\n",
+    "1) Run a multif0 tracking algorithm (in this case, Deep Salience) on the mixture to produce a salience matrix.\n",
+    "\n",
+    "2) Mask the salience matrix everywhere except where the vocal melody notes are active.\n",
+    "\n",
+    "3) Return the estimated f0 sequence by computing the argmax over the erased salience matrix."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load annotated note data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(\"MusicDelta_Rock_STEM_05_notes.csv\", 'r') as fhandle:\n",
+    "    reader = csv.reader(fhandle, delimiter=',')\n",
+    "    note_sequence = []\n",
+    "    for line in reader:\n",
+    "        # lines are (note_start, note_end, midi_value)\n",
+    "        note_sequence.append([float(line[0]), float(line[1]), int(line[2])])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load pre-computed salience data\n",
+    "\n",
+    "Computed using this script: https://github.com/rabitt/ismir2017-deepsalience/blob/master/predict/predict_on_audio.py\n",
+    "\n",
+    "$ python predict_on_audio.py MusicDelta_Rock_MIX.wav 'multif0' save_path\n",
+    "\n",
+    "$ python predict_on_audio.py MusicDelta_Rock_MIX.wav 'vocal' save_path"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# salience that emphasizes only vocals, high precision low recall\n",
+    "vocal_sal_data = np.load(\"MusicDelta_Rock_MIX_vocal_salience.npz\")\n",
+    "# salience that emphasizes all pitches, low precision high recall\n",
+    "sal_data = np.load(\"MusicDelta_Rock_MIX_multif0_salience.npz\")\n",
+    "\n",
+    "sal_times = sal_data['times']\n",
+    "sal_freqs_hz = sal_data['freqs']\n",
+    "sal_freqs_midi = librosa.hz_to_midi(sal_freqs_hz)\n",
+    "\n",
+    "# average vocal and mf0 salience data\n",
+    "mf0_salience = 0.5*(sal_data['salience'] + vocal_sal_data['salience'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot Salience Matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-0.5, 1127.5, -0.5, 359.5)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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sBH5Mk55WQ1/UDmN4MNjfKhYEQmO+GPYWVpVyX35H0vB9poPcQcLFYYUPh0hK6lbpqQftouXlIW/ONQAHmqF6FCV6fgQikQSROiJBGQj56ca/8xLvflyrYrHxYf+zuDpO0nBnzebkbRgHk+DcColroniybJP929NBdVgqnxITxlFy36bVu41PMwBE6igZqCnzJ8tiT6Y3RWUhOInOLmd+hIlJGVUu8zwwFMK3sR+DnoeopKsOeRWnTdVKCsevW4pqD59nhCG6sL5XLfLxyeIAh6rj8Nb4eanvjsVYm2Ua5VX1fine76J04zcTwBYHj/o2mWbl9/HtXoY+F/3EKMXGBcOKCeOodtjevc6O3CgNGMYpsODLE1vNMQzDMAzDMAxj7jCPilFhcTXuwH7p12iNP+08nvbz543h8hi2Qmr5++xLbtrzl0Ka83xr7BnqOwhdkKo3ZxHxMezJV8LbiHH/sNz1XkM4yxyF4c0H814e8b3pJO9Ox3wedU4e28A85/2kUFQ75SR6kSRO6rayOVks9MswFoTFbajGrJnlwLnfvaMCpvMu1B2EhrCnPeEui5ynw3KW8rpsTPvdWdhXn36opC7wylMLjykqhrEImCBhzCvLUDeXIQ+GYcwO6yOMw2OKimEYhmEYU2TRFmYxjCVGQcyjYhiGYRiGAWY5N4x5QhmYPLhgmKJiGIZhGIZhGMvKAntUbHliwzAMwzAMwzDmDvOoGMaJUt04zDAMwzAMY4YoC+1RWTJFxYRAY95Z9P0yFomz0B8s+rLGhmGcHc5CnzyPqO1MP38Ie1cdGfWbYZw0pqScHA4hAZLTTsiMkKG/hmEYhrFcLJlHBQZ1r2IHVEFI4s7kthGTcZosrlVj0RAEJA0+hz0bES4DVpcMw1gkrM86FSz0a76QaF3UskEIg8qLhUoYh8Hqy6KiKE4c4NCF3/ndMAzDMI6IKSpzhrhoRY1fkai4LO6LMk4aC6dZfDzquyAp/blBpqwYhmEYxqKwZIpKXwiRUjgB8KA9TEgxjLOEouTIQLOfN8+KTS41DmLe6uysOWv5NYxZYxs+zhWKxqHf4VzIns9bp5kkYyFZ3EZtVAnKyvxi9cw4CKsjhmEcgwWfo7Kkq36BiENwqPoY9mWdvWGcTXTon2EY84u1UcMw+iydR6WK1wzVLjY3xTAMwzAMwziTLPA+KkutqBiGYRiGYRjG2UUXOvRrCRUVjyqoZvFfjrmSDcMwDMMwDGOxWEJFBYKykoF6LOzLMAzDMAzDOJMs+GT6JVRUwk70wZOyyPsm2BKNhmEch2Kz20XuB8dh/aOxKJxmXa32AZxiOoxTZ4HnqCzpql/LsLnjtF6NAEn8a5sYGsZZQaSGcyuI1Fietl/tx04iT8tSbgdx2uPDaT9/ViQ4d47+GHyyzxYSnGsgUkNITiAdw/dexndqnDRL6FEpmFR7FISksnP9QdcNN7xpa6kSBQsXvUKHv76Pw7kGABrD4Pr3HKXILa7GPTsOZw0TUlyyivddVNt7jobBgri3x6j7ngVLcVFHKxuyDlD9fZnLYrbvOknWWG9eY6fzCr3sXsXLXLBoZVtYhwumbYwatD4LCUiKao+9dbGalkWsp/28Cgnimoi42G91OH5+DuPNm5YwO8nmqSfZvwoiCc7V8X536vcOKP089ftVQUiSNZyrk7g63mconty3yfMdmMneUkn8O6qtDKf1IKp1YtHa1jyicSrEYrLEisqkOMTVy/ksg8qBHzwvNp6wqaRMsJFcVSCrnpvE66uen9AYRRo0apcRcex2buw5vvf+o34PA2iSnGO18TBZHjpJVY/XjNy3w/4ymvXvr76SH+sYAsNu82H2DsSN+kOs1B+g09uk1XmR8N6HBfNJnjvuGcPvfNaK8zQJ9R5xiKQEZTwDzYB+u0JcrI/jyn6e83gYZpuPerLOtfTTuCEpW20XhBTfpijTIIAfJw0JIklFARonuI8SRA//3CBQ18vv3ndGPGv0lYd/vsMlq6zUH2S3ewvv2wP5FKnFOgyq3SmU5UkilfQ70mSViytPUndrbGevcr/13DHzlJT3DwL6QePkNJQiKkagveNqaSSSdEqKWP+5+96rFA6nr8xKqRgUP6SIpIiEdtioXSKJ7cW7DO8zEleno1lsO4dVVsbnV0hB+uJkX7nvy03hykkMwn1jbZDJeiOeu0jj3hygLHTolykqBAFexKFKbORx0NUsNiwQSSgGYimP79fQ+xa3MJgXjVNIk3VEUhQfLVjdsjEmySrrzavk2qPdvRmvG5vyMb+FdPm8Rbu7wWrjQS7UXktGm1x7tHq3yfJdOr27aNmPO8IXz/xb9avpm21ag0IZLY9Si78W7zVuKFoOfFIOEklSj9dWO9Sq8D0uzeMVz+p9Bi1ogyme73cH4HBSB3F478s6WCopOMSlISfFohil8tKv38b+9PIdbumznEsfolffpZe16OauLM8s2+Q4ZSmSkLhVAHLfLut+f7XFUX2Xqxh5huvpAYKfpDRrDwLgtUendzvWnSIPk1rm92t7vvyrmnGl+QZezXfpqgdtx/Yb2r6TNNZhFmxOpEOkTuKaJK7OauMhXidv47yu8GLtBq3kJlnuh4xXw4zvf0USRFIS10R9O/aBsy4XV/YR1T67elxckzRZpde7OyWj3Lg+uH9cUfJ8+5jPGYP027JInXp6njRZQcSR5bukSTOkQj3eZ3jtkcQIi6MxyhARlcTokVP1OEnJPaX8pEfKu4v1s0k3uxfvlVMqPqVSFGSxID8dpi9bhHHSKDBFBR8awZ46O+hh6CsMVWVlP/pWnT33FldaOlTqZL5FnvfifUPIV3ieY3+L/kEpyOhlG+S1C6zKRdb9JV6VZ9nRm2R5G/XdI9339NExn2fxpIp1Tn3ZIdfT8+En9XS6N1EywNHLtuOgkI1Is3B4YWbQKnVwpz/PnW8eUqc5ed4vnwFhSBWRSpupKuriovKyKALh6ZJl97i1/ZusNh6mmV5E1ZP5XZKkHj6zebwHqMdrNyrrvUo/N+797CfUHeS9DPd1LliMG+4CAL18mzzfindI+sJbkcSR1vV9M1X+9b7D/d7L4d7i4pHYp/suOd2oWPd/XxRCfkKavWZ4PPfZZZs70eOecbCSMvy5+MmjZKFuoKPPmSqFYjmomAw+NyieXrMg5JaV9bh9ycHXHi2Ee4InF8qx5qjmdHoZ3awvwHufIeLIfTe206xsq0err6PbkZCQJqvRW0ulTRTXHLZ8FdUeXlNqsb0PG7NcxbMqkkajy+GeceawVb8WGZ3QulIcy+O3STTywWuK3/LsPrlsA6GRBYUhCLK5b3O//WLodMvQrOM0qpyd9nVeBOrpOr18h1bn1WjpMsv0/gy6qRUF30aBLgSvAMSBLwwauW/htds//9hKVfAgDHpmdOjvoqFDdW9YoOgbAsrztBIWNrfMl5VOycnzHbZ3r9NONvDaxfsumaSEen28gUvJ0TL2flIlwBNi2fdavA/q61RzdtovIeJI3Cpp0sRJnXz4XkUd0cMoKKPIubfzWxVPXrUviIq2TjIvYt4InnyRjJ5m5O0uH6n/RyB44XzeOpbHQclBFZ9nnJz3czidw3VbUe2QZxmDyuusmdVzhj3LecW7H+hqMJ7tnZt61Lo6+jpF6WX3yvaWa7fSZo7e9rzfod1pD9RFJQMV8jz81h8TFlcIPxEs9GsZOKoAedSnZeXlqt2BI+rb9EpBdzqdvGqX7d3nKlZ52wRzcqrllPdVz3wrvp2qgCXRstzjOJ6wg9OxDOwffrM3RC4qa3tdn8a+BOGll/WtqH1h5rhlebR+swjhCBxG8cyjtxm83yXLa1E4KoxHeanQ9j2Px1TG9CCv82LWR9UeqODpkLNDlm/HA9mUxgd/yiUzOiy6VDBPlJMqicHn9Od2zHKJ8hHerKl5kMa9r76SFjz082UgMqaPKSpzRhhsx1mbj0NuTXmqjPaW9TFv1dEZNw9l3uenzFsLq8bQz2O5DU+0PQw6QokYVnIPf9ezQeGlrfyi1UU/TkOBXVbmoSxmHSp72nk87ecvAmqhX8Y0GT9J0TAM43DMZx8SFqbwIfQ1rrg4HUvsYIiWcRiszJYTe68GFvplGIZhGJPSrD9AL28BhEnOfnjPoeOwuAOyYUwPawfGcmCKytxinYxhGMtJPV2nlpyjl+/Qy7ZPOzmGYRjLi8Iib/g40yV0ROTPicjTIvIhEfkxEWlWjv0DERk7QonIN4vIMyLyURF5xyzTaRiGYZwUyk7nVVrdW3Sz+2HJWFty2jAMY0ZoCP2axr9TYGaKiohcBf4M8DZVfSthTcovj8feBlza59pPjue+BfgC4B9K2HFxgZDKP8Mwlhdr54clyzbJss2443vXlko3DmBW7UvG/DMM4yiIyBdEB8MzIvKXRhx/TER+VkR+XUR+U0S+6KB7znpTghRYEZEUWAVejgrH3wO+aZ/rvgz4cVXtqOqzwDPA22ec1ilTbNZoGMbysoj7aMwDOWG54WI5bys/4yASJlMiJlU2JGwSamO1cRY4AY9KlO+/F/hC4JOBPxwdD1W+BfhJVf0MgkPiHx6U9Jm1TlV9CfgO4AXgBrCpqj8DfD3wXlW9sc/lV4Hrle8vxt8GEJGvEZH3i8j7p5dywzAMwzAMw1gClLA88TT+7c/bgWdU9RMa1o//cYLjYTg15+PnC8DLB910ZpPpReQSIYFPAveAfyYiXwH8QeDzpvEMVX038O74vDk1yTnmcw8DwzCOz5x2OwuDlZ8xCTPaTV5cXBa7em+rk4axDw8MOQfeHWVxGO1k+F1D1/814GdE5E8D54A/cNADZ7nq1x8AnlXVWwAi8i+Bvw6sAM+ICMCqiDyjqq8fuvYl4LWV79fibwvE4q6wYBiGYRjzxaQKxOSKRn/3dlNOjCVnehPhb6vq245x/R8GfkhVv1NEPhv4ERF5q+r4ZclmGZj5AvBZIrIqQSv5/cB3qeojqvqEqj4BtEYoKQDvBb5cRBoi8iTwBuCXZ5jWGaCVf4ZhHA+b4GoYxrQoNlS2Mdo4A+iJrfo1iZPhK4GfDMnS/wo0gQf2u+ks56j8EvDPgV8DPhif9e5x54vIfy8ifyNe+zQhIx8G/j3wdapT2bbYMAzDMBYYW5lqOlgZGsaU+RXgDSLypIjUCZPl3zt0zgsExwUi8maConJrv5vOdMNHVf1W4Fv3Ob5W+fxeKhlS1XcB75pl+qaHrfxjGLPF2tbZpLB8G8U4IyQois19PC5Wr4wzxMET4Y+NqmYi8vXATxOW6ftBVX06OiHeH+X8bwS+X0T+HKER/nFV3bcx2s70hmEYxhxjykqfIgjC5kAej0WoT2YANabI/rrAFB+jPwX81NBvf7Xy+cPAf3OYe5qiYhiGYRgLgprgumQI4BAkvlsff52W58wUfWOxMUVlKigW72oYhjFtTMDqU12id9nL5Sx4E+KGk+JwrongyH0bNIuHU0SzKZSAbZFw5lGmuerXiWOKytRY3EpgGIZhLAJnbZxZRm9AoYQ5XLJK4pqsNR/Fa0arc5PctwkrtfopROtI5e9plOMoA+6yvc9FYKIVu+YWU1QMwzAMw5gTQijUIJ5lEXALL4pIymrjYZrpRVaTK2xlr5C4OqoeJSP3ramE+YkkUeE5yTKM4WyShK/qB8LaDOMwmKIy15wF97dhGNNlmfuNqoV2GfO3TBy1Hob5GkGYr6OagWZoGb5U3E/GfB6XlnmoL4K4Jk5SnKuTuAaqOfe6z9Pq3ELxSKGkjd//buJn7VX4TqIcpKKMxfdnCsrpcwKrfs2KM6aoRO1+bLzmYRvxLBv9sMt0XjpawzAmox/icbIx4tWVoazPmC/OgqJVrfeHFY4kKCnx+kbtIt5n9PLtOHfDE7ZUW1Shy5G4JiIOVc9O+xVEwtwU77s4VwdJUTyIg2NvHxfCx8JE/aO8jyMioQ/qK5mH9aachXZygtgclUVBSivNeDfoUV7kLBWIUfddZmtplVH5tM7LOC5VIQoGB89xdep4bTwICQn9Pqdq6Zz25GhBpEY/vn2ZlZVFNd6coMB4ovRXryJ6DLzvotrjYEW90i7Fld6EerqOkxpbu+1KiXXjHI4qB9WD+aknuW+Vc1CqqOZ4D4ls6wlgAAAgAElEQVQr+gaH4I+R8uJKH5WUcM8TMZqU76ca8nV4z9pythPjsJwRRaUqGFQb/3EHulk2pPnpWKfLJIrWfiuoFe/RVjE5XRZNYS5ipmuIpLhotfS+XQ6qOlCndOC6o9e3IHiJFsKCZzAcY/reDymNMcdpI8NhNTAf79pWWJw/4kaUUgMcSbJK6pqkyQrdbIss38b71j7XJ6VyI4UlnuA9yfI2Il1y3y6P7Q1nmheG6+Xo9uJ9p/gU/w7KEX7qoVKFolCU26wVfB3qS4s0GKeKeVTmkeHBNQoK2qucc9wXd5LWSh36u6hMkv79hJFhQc84eZI4QTNn0RRGEVcKPEKY0KpE66ZqGXZSTGINk0FdzOtR8EAShLA9q/hMuy4PxqQHT85R71P9O28seh+4TFbividEJIgTidSppedoJOtAELy93+Wg9yZxmV7VLM5rgCzfxbmU4CEs2su8LtE8iRI9SmYo+hYJYVJlqNS0mddyG8dJT/7nBJ93wqit+jWHDFe6ogOZJMzDmC5Htd6MuqavdM7++cYghRDsKzHki0TYOM37DkJ3xNHC6lgoFQTPSxm+ctRnypBCN9wHFcLX9OroYFjMcbxBx0nTZNbls8eylUNfOA/zETw9tvGa0ZWtMPei2BdkLDHCwXfxuKiohDqb+RZO6/1QIqESVjSPfftxQtBGeSKmxUl7Io/7vNN6r0uusCwoS6io9AWqQYqGM80KaJX5YGZRRlbuJ09/MqSSgc6jkDAJ+VCqRw1MvgwPS6SOH6HYTE5QkPY/Pi0Le7yXZuVk1qPfZ5qMm2u3iPXH2Euod6WC7NtkGtpM3xO5v4Ae/p+jfpeBMKi8hbq+h0GOvRLWvDPbkKyTZZHa93CY6/Kh5lGZFw6qZIv7ooyjYu98euiYz4uMDn3LEQXFo+LxmqG+faJpOO69FI1zYk4zLG9xJjcb00Arn3KYSEEZdY986Jcc9R0Kz+NsQqKM6bOohohFTPOEHH/30FPDgv0NwzAMwzAMw5g7lsyjYiwGi2ptMZafECcuOLzv4mmfsmfiKBSrGlobO3nCZnd6YMjfMjPt8Or+UrdmW10Eljd8amFRbDL9/DBq0rwxfyxugzHOBjrV1QFPmkVL7zLhENcE7R5hpTibyDua6vyBqrJylHIyI5lxRllgRWWJzRPjJnAuIlL5d1LPm4d7zIKTLEdjMdGhf7NmHurkaT9/VpxkvsJmm07Scqnew1w7+rMxHeahjc2SecrbSfWbxllhyTwq+3HQamDDn/dbr32SHdL7u/QeNwxASEiSNRCH9+1yGcgQkjKtDmHUjt1Hvfc0O81JLGDjnjdqJY/T2jDyJKylw3X3rAwWJ7EU7rg2f5T3Opze4X7pKPmZF2v8qLxVOel6OcoWN+00FJuJJjhXB4aXiJ7s+n7aFoHh+jbJmHgSjErHcJ3cb0wZHgdhvvvSYTkDFjPkcJI+b3gT2nHvd17f1Sli+6jMG6MruEgtbiblUe3S3406bvImLvwmDpE6tWStXANei51ihwaf8bHrCbX0Es36JZyk7Hbv0MvuxXCSI1QWSXn8/O/BkdClRSu/QzffZqd9gyzfYq9CNdx5jetok4GduosdcdV30WMJu8dtENVNxGqx3Kq7+MLggO7673AgGcXa+27gt5NeOUakHv+5ciOzUA+L8KKjlHOIhS92c3ZSjz+7uO9H+Lc49OssxCWQx5LEvz5emfTfcaVdj9836bBCvSDS6O+a7bvl/Yt3gGaV/mCc0Nl/npR5IPY9fUEjbDJZzcvgCkpCWvZXA9eU348iqIxr7+MEt+HfirOLdujKfWikcp7Xblhydt/3Oz0EQVwT5+rUklWEBK89evl2TMdw/zi4aeb4Mun3OYlbJU1Wy/rRy1tMpnCMMg4x4nnD1+wnZJ+0MDKpUWqaaRu3j8qotOynUI3D4VwDJ3W8dgfae5/h5x70zoavOS6h/xdXx0mdxDXJtRvm1fmdKT/rOIxqT6PO6o9le8fG4fvBaKNz9Zx5yf8cYYrKfCMkrK08zkp6GYCd7k262RaqGV4z0mS1FNRTt0K9tk4zuUgnv0/uO/TyHbK8jUZlpdjAKqz5PiwUCM41eNu5P8RjtQskIjxde5Hf2vlputndIwmPIo6r/gkeTs/hUe75Du20y7Prv8nN7Q8FL0vZmRbXhB21pbq+/RDONVipP1zuItzO7tHNtuj07oJmUXiaptfmICT+PymFnTRZI8u3Q3oAcfWyIysEBZGUxK1SS87hXIqqx2sPVY+Iw/usVDjzfJv9hYhRA1nhaTtaOdTSizRrl2imoU4B5L5Lu3tnSDnUIcvY+IFRpEaz/hCJa+AkZbX2IE4cme+w1XmJTu/enCsqg17MctB1zVifxwncQpqsk/t2WSf6grGL9aEY7PrC8KCye8iUSo31lcdJkxW8Zmy3X47KYDa4KaTfHaiTg57PUTdOy924AfK8hXNB6PC+ixZt17crgpKjVrtMEi33vWw7pjEl962gMB16bgQMCn9VgqegaGN54dGNaUmSVYBQFjicq7NSv8K52oPUZJWEGj7mv6e7dPJN7rU+QZbfOyA9kygMk5Emq6w2HuLx9DMREnrSYVNf4e7uM3TzLfJ8G9U8vru0/+5G9p2h7dXTyySuQZo0Wa8/ygM8Rk+63Mqf4V7r2QlTVlXMD17Ot1BQxxu8TrKfHrbiM2QYK9IziZd3EkF+lPFt1D3GKX3jlJrhZ0bPmNRp1q+E8T/b7hssi7G/0h5Fkn2NkNNfXCGURZKep56skybNcmzpZlu0O8UCIPMjmBZ9SNknl0aVOOdIHIlrliGTWX4/njOOUX35/OR3HrF9VOaS/oCbJGs8Vf8cHtEHWUtrfCR5jpvZR+nmO3R6m6w0HkBw9PIdmukFUrfKunuIpjuP14xWfpt2ton3GbnvxImSWew0RzxZUp6sX+QtlxIUSDav8fHOObrZQYPzaFQzXnC/zXb+KI9wmZok1FihKRdIXZNMPblkFGvXC7K/gFRJZ5o0qbkVarJKz+3ipB0sSTiULv21t2ft/q4MNKV3CzRuvldYzF3cgC8IEEEZA4eTlAdW3kRTztNhm562cNSoyyr3s5fKdx0UlUnYOxAf1fMBQdlMXQOvK4gk9GSXJE66Jb4/iR698B6LZ42zAIby8D5DEkddgkU3o4OQBMX7VC1LBz178Ji4OmmyxmrjIXrZDrvdV/F+d8Q9HCuNB2l1XsX7wsvpymOFBd+50LU5l5K4Bq3Oq6UntT9AThZW6FwzKIS4MKxKCuLRqBDleSsKMB7Fxfe4f34DUdiXOs36JdrdDVYaD7CaXmazfZ1evoP3XXJJo8EhKE1rzUdJpcFudrc0oDhJyXF7vL7HRRAkWmxX6lfo5Tv08haqGU7qnGs+AkCW7+IkJU1WeCh9I1f9NRqkCGGLTVXlLltspRvspDcPUFQKxbUZDQ3tQ4ZS9VGUxNVpJOs8pA/QI2dXO3TdbqgjOaC+VDCdqwelL99vMrzjXPMR1pKHaMgar/WPc7W5SivztNhkU56fIGWyx3N2kJIirjk3xgcZquD9qIR84Neq5ykMJcN96LiQ7OG79y3u+O6Ikir6ykmNUKOfWYydQTHxJK6BJp7cd4M30PtKvSgUTRf/jTdIMLA4x2EYrVCJJNSSVZKkjnM1nNSouRVy143Pm8fwr77hYVDZ9NEo6vu/lf308Bho4V5nkSVTVEZYAxEun3sTn5ReZSV1PLbm2Ll9jZ10A5E7tHsbtLt3cVKjl+9EK/wm3bQv0HazreiB8dELEwTl0SFEivdtPth7ATYeA+CF7had3ubQSkKTo9rj+v2f40VJ+e36FVbSyzipsd25QTe7h5ZW1CJUZDA94/B5i532DVqSkrg6XrMgGPl2GcYAhaVs1lQ6pELJ0lCWfVwlFE/LcwBy36aV36brWnR9eHeryRVWOM99XgrWaSYN++pbOqsDsu43GO2TryzfZqfdpd3dwGsWhC/N+vONoP/+dDgUZXQdU+3R7t4OFvm8GQQr8jCg+m7p9Ts9Dldj1Hfx0iX3nWAMGItnt3Or4q1QpOpZKcM3HYlrUE/XOZc+SOLq7HbvkOWF1+FwHpbt9stxIGVIcK6GKYR3pxA3qWPMMyp1Vz2ZtKi5R3GNGudrj7LGFbbcDTTz5TMLRFKyfBfvMtrdDXLfCsoS2wN9wOEZLRAEL18wGGR5yLeUghn0sp2YrlCne/kO99zL4CChhtOoUDvPlt5iN98gyw/eQDN41+oVr9hR2h6Ap5e3aPVu87HG07T9Jj2/S9bbZbd7K7zL4r5lf7Of1yL0x/d3X2A3uU3iGmzWXuL57iNkdNjoPBvr2ATvYSC07+D2Ug1ZPm2qYY6DYbfDYXRQhFND8EgM5rcwCO3/fhXFRc+pju0bq3V41LFKmsa0k/Levs1u99aIcN3BNqYxamFfSg/kdOnlLXLfRXB03D1UPVnV0zwXxD5RfaW+7w1HV3K8b0evy7CR9TS9h0uCYqFf84pIjSRZ5Un5Hdzq7bLb63Kns8Ydvc+u32C3d5cs344dkQPNQvgEjnb3TrxJ6Ki8bw8NLONR7fGR7X/Hs7VLQLA2Ztk9jtNZ5fkWAFvZJtvyfJne47h4lSzOcYEefaE8dCRJzK+Pg8hJ0Bf0iK5y7zt9y2OZ5+pAlYcOOu9xd+e3StexkzpZfRete1rdO2R+N4SQTcRgnuWAwe3Au/ldPJ2yrAfvNfzuJhXG8jhwgvcd8uz+kdI2HwTBPcu32G5tjxzIqudm+dZACEhRH9QrKr4ULgplop6c4zX1T2G7doeN9ifY7d5CtTPm/nvxvo3X1kBqK0eH7jOpBzLWXQTv23TyLVK3QkKNNtvkebcfZlWp86oZrW5Q1EbPsTgOo+6Ro75NrhntKMQX6RBx7HZDf5nE8DUI/d22uwEEBUaigaGbbZHl2/h9FdGYkoqnanSoz+R5yrJNtvNttnevU51ruLfs8ooCOq48w3vLso2yze20X+K2fLBM9+B8pf1SNvm76xtl5mFid/X5oQ73Pe8j2oJ6XFJHaAbFutxpvjjroPwUwm4cp/ctg0nuBeO9qf26oX6n8vu4544Pre4/8ThhWOOU5Zw8u08Wjw+O3fPmTSlG9IwQBTGqHIPxre+tOu06voSYojKPhMFzrfkoNWp8SH+Brt8h9XWc1Ljfvh4mVPoO1YatPnz2Q/caP19gFEqWbbCdbXBwxzoJQwOD5kxvwlgl71XvwanV6b2Cez8t1ZCo4WtyvG9RWMw8CTvajQLSZnTbDw6Q458/GEKgIz4djlkNHhUBa+zcmkWhENwnwY95J4Xy5lAJns/ct0MMd+3NNFihU7/PbvfW4VK2x1MxSSonLfswQO9279BIL3CXZ/G+RyfbQAfmphRp6ZFlm5ykwBqE5Go7LJQVKMLXqiFJWb494JEN5xZe38nawV6P13HymjP5vJ1DvLdiQYCBspmUwyod86KkjGI/RTIafTR6tPcI9ZMqoDrkuTwukyg6g33L4e5z2HMOw6CBZhZPmB37tcN5VLKMeWDJFJXB8IXVxsM8VPskXtDf4s72R8rJr4lrVjwpww1jtFXxaGk56rWHuf8s7nlQrO9hOa5SVShmTHCfwnqTk+c7tDrZntC4g1mcbr/PIqb5qEzgqYhhGp4OOx3H7drznJeHSKRBOYFzIsHvJAREJc/us+u7dHohPFD9uAmxpzGQ77UiDx7zA4K6DH2fZKL4XiZZAWtemK61fDHZT/D3+EKRPVYY1DKV13GxsjAOgS1PPJ8Iwvn6NS74K1xv/yJ5HmOpCTH8gyFExiBVhe84YRfT5LDvKgpQvjtCUJqnzbGM2VBY54Qs2+Tu7jO06xv4AavupPMeqnVvNgsUKDn4dlRN5tl6DqM9moNx+wdfc5TnnHUWtTy0Eu43ajI9LG7eDGNBOL0wmWOzZIpKRQCVlIascVdeod29TT/21CGmpEzANMvn9Mp6tFXa3v3ZISgsu91X6WabcaW1YrLpPCjgBcrBE0jnmWp6h8v1MHkxI8JyMs5Dtmj13DCMk2aJFJW9a7vv6gab7et7VtuaZKKjsQzYIGgEVDtkeS9MUD+yx2LWQvSy1Nej5mNedjc3po+9T8M4LRTmZcHAI7FUiopIDeLuEQD3dp+n3bvD4J4UC/y2Tg0bZIxFJyonZYz8UZWUg8LFLJTl+FjZGYZhTA1loeeonNS6syeAlJt1FbR7d1A/vGb/EmXZ2AfBwkiMQYbDqyZleNdrYW/9EiBBpBYNJlb3DMMwDOO4LJFHhXKzIHBxL4VuZY7CwbvSLhanuev4InHS5WTvZTkZDCvt01diRGqkyRqqGXm+3V++1jgEy9J2rB8wDGOOWGCPylIpKoZhGIZhGIZh9FnkOSpLFAelYdlh+kuP7t3ky1V2GV90Flc7PhkcJ1+9zYo6/yiHf0ex3yg3Mdz7VxCSZJXVxoPU0wuIq2PhX2cVe++GYRjTYok8Khrmo8ioLAlCEj86mHiX4mXhrE3wndWiCfutShRWnbOddReBcQrl6N+DkpL2d1tXX9krJP6VlHqyTuIaaOJxWR1Ph/neD2XeWKZysr7g7GGGqtljZXwkFnwy/RIpKmGqrBT7pQzsgOtAooflVJWU02pkhVB1FoSmWS5xWp2ncBbK8qQ5ifYxbO0eN3etsjmouLD/iji876Jkcff10JeIJCSuiYgjy3dRPCIpIgmoHGKuig3Cy8ESBSoYE1AYqUYZx86akfAksDI9Egsc+rVEikqx/GisxNW9H5EoVBxnI7LjIpW/J/vc0ZOAl4lh4XM2eS0t6/i4yWtVWamuCLXMZT0LhvdAmqUSOE6gKJ4/+nju2+WKgolr4jUDLfZkCYaQTrZJInVEwmIezjVR9ajfmWF+DsLq48mzwBKBcQTCQhphv7ZRhlBrf4dnEmXE+razwhIpKoFCIBcd9KagPfau/nWyKTs9ZeUscFIruR30DHuvhycoCeLqCA7vd5ld2MxoJaVgUFkJ71I1j8ppFrwqI+7jfRfVLl5SRFIS16SWrOE1o+t3JkzbLOrOotXHZegbFzH981Dup5WGaXnhTUGdHpO8h9OurwuEKmqhX/NKEECCN6V4SYXCcNIvrboXw0l2aNW9Iw7K8zwMVoelcLsXzC79ynDoYCU8CDi9gWpRdvQeZyXzIDWc1OMS4924zPis8jLi+eWv1brUf6/lFapAN56fx596oBlKHpQayRAcaboSLzrt+QqL2K4N46QYNEwcnmIj2VHXW7ubLlaeR2aB9eglVFTCPip7fzvLHKZxL7JQM+t0j7t/Ea5k7M/496PaI/ctnGuecBpGKy3jz8mjElX93VdCK8Px3Lfp5enQXLnTYpHa8yKldZmYh3I/rTQc3yiy3KHVhnG6LKGiEr0o+wqPh+1Upim8z/Mk7HlN10GMe88nqXSdZtmddEjjbCYzqvbw/rQnIg97yfY7Z/z3QvHSE128ftx7sU1PDWM806irp22MMIwDWOAueQkVlYJqx3HUN1QN1yruedR7Dc9ROU66FpFRgt+08l+UrQx9n+S9LUrY1Lwwabnudz37XDfKI3oaHF/5U9+dTlImREj6qxtWVzwETib0bFR/WXBacw+WoU0vSz5Ok7M45hpGRLE5KvPHtJSU4Q0ikxiXftwXPq/LBU9zQBwWWkCk1j8cY/rjl2M+Y5ikv0HfwJ4Xw+V9kqtNzZJZe1MG7y+SAK7yDicts0nSGVbMQidta7MUQA5Sbvd/5sHhINNtby5ZBcDnLbS6SaV6dOBZsyizvgLb7zOTShkctW0dtYwmMQodVA7HVcqnwXA+qixiX3XSSPx/2EdtfJ9iyuDhOKi8FlExHGW0NEPmPLCkikrBJA1p1DVSWicHDx3HvSuVTxKfNGrfhqPfd7hx9Tvn6r39nvP23u84DbKi4A2Un8O5etiPAsjyFvhiedfjCgF9pagUkqTYmb76zga/h3ccVmkSPOq7YwaygwTsSYXpUew3kfMgQWlvvpVRk/2Pw16FE1xcoreL+l0g4WDjQKwXEuvkyOXC45mSBj3Idxh/3/79tFzgoCijWQ2SwwtiTOIdqp5fnDt8n0nqz35eitBfNdJLKDlt3yWschjLUlx8T8NeluMYdEbnfaDdq68YAY4zYXnUXjf7LYoypDTt8TKF+/SP9RhZt6Lyp+rjAg+9kXmeDaPanWewrY/qO+dd4C7SN6t0Dr/70L+7uLR4CMcc9b6rf8cxqt1Ufx/ltZxmXzSp0Dxq4Z6DlLODhPQq4/qPofFooN1V7zlcp/cbb0+qLg/ndfj7cRdcmAMWODpxyRWVcVSVhiCsAtFCrISlUpuUqwEVCoo4wqo/hw2jGGqckgIe2WPth8EGXW0UCSJJXBXJUw5apUAOqkWoiUMkpZasIeLo5dtxUu+IcJTS4lq1fO43iAx3NNUjoXMSqZMmqwiO3Lfx2gUcTuo0ahdophfZ7d2l3b1D7tux3LMxzxgnlMgeRaxqQaYso3E4kvQ89WSd9eajIT29Dbq9O+W9+oLAoNDTL6/i/vspFEKSrJO6VdJkhW62hWqG4sMmgfG6Xn4/vKOqMlzuhu6ioDRY70rPBvR3Ta+83/2th5MoN6PftUiKc/Ww2A3dUJ81q9yh6ikbFPqCUujQuNyv9+2BfIU9SOI5ksX9aor3UZzncK5RrhKW+3Yo00I4HztIFnkazuek9BWtsJHjZN6CYuPH8NThuirsP5+u/9ywj0u/nmlZ5o5aep5m/RK9fKd/PGh71NPzdItJ/ZX6tbfvmZRhT2QlnyPPLvJeXNv/Nv7+UOxPEU6PeS3LLK+cu/dexTPF1WnWHsRrj8y3kbLPhMTVSZMV8rxLJ9uIdSi0y8Q1qdfWOV+/Riu7w273Nt3sXtn3Dio+w8pnlVH9+kGC7bCXN5ZF7O8KRTAswZ8Mtd/DMNwPHFwP++xnXBk+f9iAUP07Xa9ekqyH5cGlTrN+iZpbwVfG8Z3OK/Sye0PGjX5a+4q2q9S50N9JHFfDvTK8Zoi4qMhmQysVhvFJXBMnaVSQxhlnJi+Dsg4wygBZ4Ia83vu9175RU1y9zFv/Pi5+d2VeyzLw7XiLYgyql88pFkXxsW8u+51CcXR1UD+yXAbH9XHKUPGdod9iuhnsb/eWUTiv+H2vx21YRnQj9k6bdSTDdDnR6ZJTZmaKioi8CfiJyk9PAX9VVf9+PP6NwHcAD6rq7RHXvxP4lvj121T1hyd78qQeiti4XJNG7SISO/xetg2ETd2CkJ0hQkU5GEjliGcNdtRFx5e4GJah3bKhe99FovAwWmjo3ytJzlFPz3Np5Sna+X1y3yGPQmni6qykV9jpvYr3GbX0HJdrT/KEfz01En7bfZSN3vNkfpfd7p2yxqYxVCTzbfK8FTu1qrV4r6XDuRXONa8iuLBHRLaFqsdrtxS867V1Ljdeh6rnZutDdLO+ENtI1rmSPEk7eZC78nE6vU1y3ybLNyk6COfOlZ4Xr118IXxXOt2qgumkUNSKsjt4sBVJuLz6Bh52b+Qqj3CjfpNXax/n1vZvouorHWm7f6WrU0/P431GN7uLal8g6luRZUBwEKlxYfUprqRP8bC/xs2Vl+mwjeC4rI/i8dS0xsvyMVrZnVLQFHHUknNlnlqdm2S+FfOZxXzXB6yFALmEjQkVT5636FuB/UCaGrUHqKfrpMkK91vPkftWrIdVoWcw9LFQ4p2rU0vO4V0dr1m5K7v3oW5n+f1SECgUCsSxUr9CI1kncQ28Zqjm7HRv0undK/NUKCni0nJTxVC8dfBdFMW5BhfPvZFmch5Hjbu7z5D7Dr38flkuiCPP7jN6A8ejeBSkVBaCsSAL9VFHCczDoXJprB8+KJJREArvKQtnl3WbPYNseF+XSVyDRu1CEL40o5PF/LoaV2qvI6HGPbnONtfL/Kn2EKl4wCoGgWKvKZ1o+eS9xh3n6iMWC/ClYDKslElZPKO8GP1niNRKpaxZu0K9tk6nd49e3or9Tpc8r+5NMybtsZwvrTxFQo1UGqxwnlW/hov/NajRqKW8IrfYkrsAvMY/zrqscLFWp+6EO3R5tnadl7q/gaony9v08p0oZPXzWljwnauXfTxEodZ3AY9I8CqrZuT5NsPhgUlyDif1yvGYlYpRItw0K/s/YZSxaZiK0UAS1lYep5acI/cdRBK879HLd+jlrSh0ZwPvttjAtOhretn9+A77gpuQhr2QKl6MLBrJwrlHVYwnxbHWvMp67VGu6hu5mlyk5oQXe/fZlTY5PV6SD3Kv1a30d4N7KCXpeWrJKolrkOW7OKmRJk3SZIVEaiTSoOHWyLSD4EikxmbvRVqdmxUFKIxPaXqRRu0Ca/XXsNN7lXZ3Y6BvHDR0TaisSEqarEXlJ8gnUDFSqgdJSSqGQrQ7YPAp6NdZRy29yEr9SqnYdbMt0mQF1ZxObxMRR6N2kSzfpZleAGCnexPvszINiauTxfGyWbsUxi883d4WPvZDzdplVtMrdPJNOvkWu907g8qMpKw2XkMv38H7Llm+NVRO45R4KeueKzbdjQYxF427uW9HA5kvjRWFkpkmawD0sg0YUFYc4uo418T7Nr708p/0NhNnm5kpKqr6UeDTAST0si8B/yp+fy3w+cALo64VkcvAtwJvI9SYXxWR96rqxvgnHsYt2u+cEtfkXP0hUreK1x7bvILXXilMFbuQ95WV/rPCbrR7QwqKY0Vnnbgm55qPkEiN7c4NnNTIfYeMVmjk4oeEHgbuJwipW6VRu0hd1shdD4ej5lZIXIOarFKXVVrcCgOKpLzGP84XvGadB+o5H936DH7u7uPcqd3khnwwlJB66sk5Etegk2+x3X6ZPG8he5SVojxjeEntMp9Z+2LOSZ2u5nys+TS7+Qat3m3ON67iqLEmV3hCH6enORvps3Sz+0DoKDLtUtMGl/RBfD3jvnuZTu9epUNy1JI1Lqw8Ts2tkoF/5mkAACAASURBVGuP3ewOWd6m09soPTCjrFylZb1q5R2oF/3QCeeaXEiu8kZ3jXNpwkY7lGESB+NG7QK579LpbZZCdJqs8tDqW8m0w6vbHyDPt8tBWSQNwoj4UqAWJPyuGTt6m9supcM2ufY4Lw/xCJepiWOllrCVbYTWmF4BYFUu8QZ9PR4lV8+Hz/0a271XUPVRSOqSuDpOatTSc9Rc2LOj1b3NSu0SuWbsdm+T5a0YotX3tIjUeeLcf8vj/jGurTZ5f3Kdj7beh9eMXu9uVFYKJTvtW9LihodJ9IyFzr/LucYjnEsf5ArXAPho633lOz/XvEojWaeTb/GaxqfxkH8Uh7Dh7tKS+6UV3vvgZQrvzOGiopL7NkjwxnnnEDyN2mVWkyusyAXu+xs4l+JcUM687+JcHScp3rWjh2mv1Xmvl+MArwh9JSWJO85n+TaDQnJf4OhvHAmJWw2DJZ6e3o/PD22s9JhBWb6FElNYdOvpRS6sPE4iNR7hjazpOXqScb9xj1RT6trkLY0HudPp8eGkxy0+UGm34R35IcEzbIRbnDaJktL3bogU3tFL1NIg7Ia60KGXtyoCeHVhhKB8OqnjXD16LofLLtS5JFljpX4FJymX6k/yOv9J3Kjd4EbvaXLfoZtt4fNWeeXg/Jvwi6JBERNPTVZ4wr+Ry26FB5oplxrCQ01loyt0PdxpezqtS6zrBZ5qnuctlxznU08icKfr2Og2Se89DnXI6LGtN9nq3qCXBcGsMDiJpKRulVp6rjQe1WWVtt/Ea492tomTFOdqtDo38VqveH5DaOy1859Dx2/T6t1iq7XdL7sogPmoRATPdVFXQvskKs9EC3Ch7BVKdWHN/qQLX8rbG6/jfN1xLgWv8HIr506nx3VusMHLdPx9Otn90hhWT9d5uPZJrOp5WnKflzq/zk77BurbZX+RpOe5vPoGLiRXWdV1LuklntafZ6dzk93ujSFlar+6BhML7gNXClfqr+fN+mZ+z2uaXKh5MhU+dO8Sm53gV+nILtvJK1Fpj31aeYOU1fqDrNQuB0OA3KeRnudx9+k0tIFHSUhY8TVadGhS53LS5OPpNZ6T93O/1SXPtyF6Upr1S6ykl7niHsenvbLPEIpymMRDVSW0qXq6zlrjEVQ9nWicaXc3yLWLaoaTOvV0vWzvWd7tGwsqdaKos841Od+8xuX0KR7xV7nkVrjptkhI2JQN7tSepyarrHGFrfQWr9HXkZJwfeVjbOc3yfJdsrxN5nejsSrUyWJMaNW26Og2bb+Ji31Ipl2a6UW8z+jlUaElw7k6D668mUw7tPI7bGz/FqqdoRftQouvKF/i6qzUHw4RG8l5Mt8plZQVdyk+s4OnR+Y7ZZvZze7Sy3ZYqT+AiGNju1AkK4aZ6KEL9oAuxfw/HXh/c85BztI556RCv34/8HFVfT5+/27gm4B/Peb8dwDvU9W7ACLyPuALgB87+FEHd3DVkAXVjFwz6uLo5LsoeRgM8r7QJC4thdXBMJU6EKxFw3MjkmSV1AVLzErtMg8mryfRlFcbjkw77HaHnEjlgDUY7lXQy++Tt7t0e1tBMMCTuDqJa5RCUKe3WZ7faXRwojQT5U3rOc/cX+d+vkniGkGo0A49v0vP7wYPgqT72FT7eWvULvLa5jkuNRJqAtx7C6+4m9ysOx7i9TS0QU1rKEqLDolrUA1T2e3c5k76PE6epCYrpFKnGye/9zsAj4+egKY7j6Y5PbcbrCyaBaEuDtxJdFdnFc9HoCokDWcnCFod3eaF7C7dvM3L+mHavXtB2XCQ+y5O0rLD99qjlp7jIf84bWlxN/ltvG+XIXYAvUIYjHNeINSvrd0X2JaX2Ug+AYCTGp36/SBP4OhlHW5nz+A1YzW9jKNGTo+mS7jUSPAKL3UeIUvbpTWo3e3r7KnUqbs1arKC1nLOp1dpssZm+grbvVfo9Dbp9O5S7amu+Id4dKXJmy8KXX+NV/RxVD2381aczxDLydWjgNTF+36ZJlKjlqzQ6W1yoXaN1/lP4jMvr9HOYYO3cnv3o2R+l/P1a9QkWOkausIVt8qW77Aj97ifvUQ33yFNVpDE4VyNXta3lDtJySuCexIV0gvNJ8JAxga9mNaiDnuCB85LJVQonMCenroIEwxPY7xXQcp3GUIYQ3srBcSS4dCEOIiKI01W8NqjR6GkFMnyyMAlfauzi3W7MJrkvsOryce561ZY5QKP+Ec4nzRoJgmvWXX0fEqztxbT1U93UKjCPYPVsj+HJAz6MpFYWBWMRVLSpMnF2mOlULHTDlbQQeNNCE8q8pYmIQQyKMSD5Vt4DVLXpJlepOHOc9U/xVPnzrG6+xh3k+u0/K0g7FTnv+2jaKlm3O18HF/PuKlXWG2tcWFnnU+9uMZGx/PS7i6fcM/QlvusyiWe4pP5rXue1VQ4Xxe8wr2Osunb9FyHLi16fpcs3y0tydV6lSYrNNMLNJILXJBHeK2/yo502Xbb3E6ep51v0I39WD90N5TtauNhHvWv4xP8Wqm0h9IRErcaLNZ5i7w0arlYdyohwFIncavUknM0ahfoZlv08h2yfBvnmtSTdb7k4hv4nZd71F2PhgvPudWpc7vb4CP3nuB2+xr3tM3LjZfY0lsAXOYan1p7jPWaYyd7mFd6Hw71TNLSU1ZP1nlSfgfX3EXO1xKunnP425/Dh+v/pQytY4/CPF1SGqylKQ2nbGdC1wu5VxIHDRFqvUYs75QwdlPWJRFH7rvs9u5Go0cWxkjXZdPdoaPbeHIaskZGh4QarewxvHgSqeFcndwHA0O1b7iZf4yt9kuV+tJnMAT04MVDVHN6+U7oN12DevSueP3/2XvzYFmy/L7rc05mLXd5W+/d07P0jGZGkpkeeTyWbMsyEniEsQx2BMYL4AATsjAEBsKEwXYY8AIEf2ATNmEChEMKMDIQtgBLgWVZckgWDLI8mhmNNN093erp7fX67nvvvrvVkpnn/PjjnMw8lZVVt/blvvp2vL5VldvJzLP81u8vIzPdwoDl+kovCA33IVk+LLuIosjHW3QLwdJRHT7aPCTOrmNEOLfnzjtEiz3Z58TPkQ1i2uo6WdSjB0Ufc94zSNIzzvUH6DjCSOqiVWwXK844ZaxTPpzRrfSoWJtwYY5o6evEquWfY8V7Ec5h+XP0a/VedItYtUhx60KkGgiWmBY3eYqWtEh1SiQRie5xr/k2Z+pdYt3CFF6/wTnc2oTqm7s8THKzIOxCvybBH8IrGUqp3wu8IyJfU4MrdIgPQRG/APC2/20ASqkfAn5onoa5wmwXCJaL3vs+1GfwjYrNhZLh4m2F5VOVlkN/UGGN6qkH3FNv0FDOa9NPT0hzS3ce8+y6Um0bBYPYLtZ2MT7cAyAtrPm6cNeDS1R/SX6WH3/3d/OEvsazBw3eyu5yxOs+1MqFjYWLYbGI1A5AJ4CJGJL0jFd69znotYnQ3FF36ahTjOlzET8g5lEMGe+q1+nJCUnqczK8MJFkDzg6f5F0v+u8Jcld0qy0wAqaNDvl/sUrLvleNf1z1n5CS7xlDu+tajkLq01Ky2EgJI2a9kUyjpPXOY/u+Pjz0yLcwfpQDe0n/Ei3ilNe6FN6nDsPgH93eZhAHt6Rv//83RnjJkCTnRYeiiQ74yK6A+Dfh1O0kvisuN8v76V8uPMpWsScqPfp+Rj51FxgJMFkvYEJWyKDxdKxx3Q4ppvdo9M/8jlCZbuEhBfMz/Ne/znuv/8buGPPnJIUPUojOvT5DK4Ne83Hud76EBfpEWddZ2cwknDRv0OzcQ2AiAY3ohaPteA0hU/LZ0jaHc7675CJs7ga2+c4epc3pcGxfpe73Zdd2CCWZnSNZuMa+/Ej9FSMsX23qBfyp1N0tW4S6z1a+pC73ZcLBTLsyzYYBw7DLvpq+EN+jXEQxAvEiSOCAO+lGjVmpfhrbYIJcsukOCQI+yzCh8JQUCeAWkm56N9xf9WdQol+t/kITTmgYfd58963Y7GcqPeHBMEy/M/ffzDnTBZl7cdmEbYWY8QZRi6iIxJzTi85JskeVMZf/gxMYf50Y6uaj+bDyfz9puac0+5tmo1rHLVucad7SMem9M2p83BWxli9kpk/V8N57x06yRF5fkqkm7x08nGsWDrpEZ3+B+4susnd1qtktkus97jReJbH7YdJVI8P+KYfS04gzOeLMO9HlAuFBeibM9K4w/vyEiKWG41nyWyfxFwUeWphn7M2I80ueDn6IqedN7xBxlvdvZc8y/P9/LEiqQ8/TQjD7IwPebGSFvmJYhP3ziTjq/cveHZ/HxHoW/f837oQ7vYst5MTElJSlXIu9+hkLmfPRCkvJ20O+wf0SQfCNfOcS4B31Ct0zDNcz24g3OSGbhPRKkKpl6mkCMIHyQt8tQln736cc+kTo0kwCJYWDe6rt8lywRgKwyI4o0EvvTfQxn52wqvxxUCodRy1C4PRUfQNtIpJs8GaSSIufCr0MroN1ZDIXASb9Lk4r8xF/32a8TUiH37ZT098qKwtwvOiyIVAOQXCHy2Zmy+D/mclo2PucWLe4gM0d/ho4QXsmzPS7IJItzhp3CIxF2SNvvMUmhN62QOS7MyNhyCSILMdesl9rE3RuoFC003uFs8tb8NQyLEY7p2/UIRiSbim+vvPx3VojBTJvFx1UayRCu0Msxi0anDSuEUzOsSKdcqM5EaHnpeLcsKMMITXjTNrnIy3bQrKVcHSFRXl3A7/IvBnlFL7wJ/FhX3NDRH5YeCH3XX0BEbBumXZWU662V0ycxpMJINxiKVwMdiJ3cdK7DCOXQQgM5okO6Wb3CNSTQRLZjoMJ0fXdf7hfJuBpHMx1OUgiBg6/ff4ivlxGvEBN+QjnKZvO/dwUYTOFtcfTqqui7V3z6SXHvF19fcHLEZWUtLsnH7rjMTnptztvBxYWUoLq0hKZk457nzTHWt7lcnIItJHpI+1F2RBCFLZZosSJzCLsUHc7yT5SU5QNLbHRe89n1vRC453CYgGMFZjdJtmfB1FRGa6vJe+QD898Ym1Kfg8nVyAqE8ABDBOLBSDiEZs4vobBEKqolcor3A7OeJ++5s0ogMXmlcs9HZgUejaBGP7NOID15flrlOEA0vVgEAuhpOLVzjXb/Nu9OXC0qf2NI3YxRXnSf43Wx/jhnqKuNHmov8BeQJ8XzIy783oyzkXNuWLHwgd6/pjSx9yIimnPWdvyEyPNOtwEr1FZrr00/uFAiveWxCrJg29h0bTN075pOhjCYgTNPv23AsUWRHyIghVRrF61jtdhEC4ZzlJIrIU+4nYQuioT2LOvSqBECoJWTG0rI8QC95JELNeJGwWvzkBFekMxaMn2YMiHO2k8RaN6MALysN5I9UWFp9ljOexcpRTOEwxb/TTxIeV5Tkjo8JX/JjwBgAzcL0yj69MTO6R2B6pOeXN9IzT/feJVIOL/vt+Pinnrrr7q/5uvZEnh0LxfnqfPASmIGEwigfZaTGHn+hX+aDxCNZmZAPzpqXMzwhv05CZ88Lo0NV5H83oxnddmG167A1Ufh4vDBpCP73vx0UY6uIE6dSc+zCrMEzRFE+3fNIKsRfOqMXp4JwuGcb0+YXOj/H+O18gVX26nBLToienJPacs947zjupY3+frn09fZ+L6INCAHcescGcqsSccXTxAvf0y8TRHnf0Z2hLGRo4nOe5yER6AMtZ902S7Ix31JcBn7/pQ7kUmrPeO278Fsndg3kzjtq7bFfVOIjS3vDj0E8fOMXA50SEyEzH5ZFUCEMg8KQE1x5GXRicIDYhlVMy0xlISi88DUqjTYOD1hO4HJNjjHIevFzRKY0kbm4K8xTP/No8yJypCyWun5640FybYXwOadk3fSsl88q2W0sy2y0MPEBAojPsRbK2S2LzMVC3poehWd4YaRN66VHZxwqvS9n+bnJUeKlDQpfyn2FwPSjncnE3NaI9W4At169WEWT3zwNfEZEPgE8AzwFfU0q9ATwLfEUp9VTlmHeADwffn/W/7bDDDjvssMMOO+ywww4TQmQx/9aBVYR+/WF82JeI/BrwRL7BKyufr2H9+mngv1RK3fLfvx/4M/M1I0+ir4ZuNT11ZciQlGN8glses15o76E3JrCgiKTOMjNUQ2KS5LnLttdZdY2zfKV3SbL7dPrvVSzr1dCMSa8vWNun0wui8oL77vTLvJ5u8kFgMQnPZwes0qXbd1QrjLdmuJjswjODeKtNbt2ccgRJVuTBDL4L7/lAQBTWWPpS5iPkIQ/O6ul8Gln2oGLpHHnRyj1BmIDt4kjDftPnvHvbWf8HLFa2cswF/aRHPy3DAIff9WAbRBIyk3q2NVCqxXn/fZoNxwQWqyZKRdziGVrSJuZp3vNJ32ITTx3swgw65h4vxy9ynLxOZno8vvdtpNLB2CSwonkGtdSPm8CaZk2HVDLO+5rD1lNYLMYkQfiLBZtggcw0Hbud6Qz1rWq+yCja1oJ5CeuZwabpOzLo1RyxT3A1RCwWR9HtNtua/pL3g+DdigGxWN/vS+9R7t3J+6/mwpz7nDlKa/HQuUdhUlNb2X/dfRF4My/zTLn3YSUrSQNEDRE2hF5TkZS+7XN03vFkFb3CkzhoVR3lxclhhraIzYaOd2MyoNm2hl5yZ9D7BYwd535eUSif3OzupZ9mnjnIe49rxudwnRb/fLDeIzTNmmFG7Cn00w946ewnyckn8vBhFz7bp6wvFYQfZlWPcejld2urMef+STuP5Xti2Ws84nNykmJeGo9RNO+TQLC2696Zh2Mh7BUhokPed5Eyn3BgfoWBfuHOBiJFwng+Hq1uEylHwqKURoh93oj3jgf3POhJqdqJB+UTVRRMrfZfAe/NN0UYoL8n3z4i+Jj6HC3V4sV9y0nnNX+7FsjXh9JDKgyyVbqdB7+7EGZIJPM5PqXHrepdc8QSe6TZBUYlZLY7wKDp+vqoOWOUXFPdJ/xmytzKfLsMRtDkURoOkxZ6HhVdssMqsVRFRSl1AHwB+Lcm2PfzwB8XkR8UkftKqb8EfMlv/ot5Yv1oCJd3oOqEROEKnCl2Noz1rj1+cOKTIQFimQhDNdKB3+dDJe8jmMys7dHtH3khZJB9a/D6KnCFTyMkhROKDXJCpr2nPAdg3ETp/uYT4Ogia5MIruMwrAwOfJM+VRrQunMIGXlY2SjlZNy1RVKS7IRW4wa3Gh/lmjxCRIN92aejOmQqKygxw3wN8Yn9veTYKadY3jNdlzwehAQM54WEypZBbN+FSOoWkW76cJEyjlowYBMy1cEkowpzjvteXj+O9tlvPUFmulwMMN3NWo9iVkjN50GBWAjqOTAql80U4VDV2ibTt2OaY4JQtSngBDoXspJTioYCVHWcG3NRJNrXGVpmx+VC/6DycDkjVaFEAmGoiIjxoYxZfmbq8mqGrl+MtUX2TSEzDyhJIvoD2wSDEhB0qfwWbR41D5W5V44hM6OXHpOZLjkFbLkmjKZ2LWsgWUoFe5p6KzK43on1ifx5mE/VSDg6j7Hu3MNhlIL2OUTgktUtGXG0T2rssFzhqYPzthXhR2S+rlq4b56LUUU+J0Jp4rbBX/f5KX2Tx1oNDntf4J/s/4wjVclOMKbMaSqfQa40TWDQkJKhcSix3Su3sd53iq7gwsRM+P7D9i4KlxkrqhilyI87/yyyxuZgl0w/AiJyATw6ZvvHgs+/DPxg8P1HgB9ZYGv837AegPLCV+LjvoVBzXkUhvepCmP11191gaBlDaoRtjoxhdVk/KJWZ+mf9rpCbZz4xJhGQcontUUXKJv0+pNOkLM+V8g9Hqm5IGo0OJRrPB4d0rOGO+pdzuVOQalbLlgKkYzEnBXWWIAku4+x+54CNIyjDwWUqpDuqn/30+PC21HbSpsAo5PYR6NcILWKOYyfJI06dJMjt4guGQV3f84wRG64GHcf/n0OkHWM37d8zvlVlo3pF2/BOuYhKOjAU583MKyIlQqR1rHrc4tr/EStrf982TGDeUrFeyScG8ddKzhuxfO421JHtHDZ3JLnO+nCQ5Pm92yrwnEdVFB0MC1+G/w76TzojsnJLIq8haHnOeuzLeeynE5dvNCe0wMbm2BJPDOaG8PN+CY3958jtV2fM9r30RzZ0HlHS5aDSsbQVj8n35YjbO8xnm63uNX/KCfcdqQApsNgrZBJkRuWxCtVgzKP8p41V7PJ5W6Wnqf6aI7twja22WMe0WAD8JBWps8nVAqGp9LCP419pbKv0kG1+bxXbFf10vkQClWXjYrJLJSXXm/mY2e1Iq8D01y36kWY4ljPnHI3epWL+C59+2kyDHezVx0jXlGPxXvFEBBbFAstFjIxAwmnJcb1CSkU3TKZf9h6qQqBY1YIqTnnIjsaoAle7iyeL9SztD2oCZKfa8y+wwLyMjH9eBDJiiTgONon1ntoHZOaU0YL8Dmqytq888cyEHrGKqEnWzPnhN6yxHlpC0F60vbkRAVhFMPl/TKnQq83aiim9a7ka9Ii2ZryOiHuHimMCDnjYJ5Un9NDhwrMkwfP8+18ll+PX+EYHDNY0qsR5GFU6OrwPULofRIxGNPh1f4/4p3GI3ym+9vROsJiKxTJef+cxJsSYrBQ5kBom4ppxIek2fnAtUo21U0aqztsCx5CRaVczAVdwzo1DfJj3KDVul1YE0zBdlXd92pjUKi6PLRi3qut9rhtwzRKiwv5yMw5p903OENz0rhNHDm2r2Gmq8DaT3VRdSEPLqyyzhMwaix4KkiLp/2u2W8oX2B6GHPBafcNJxRNZOm9DBH1QpX/JZ8HBsIdp7lmRTCoNX5Uz7cqJWxKeGHOSILoNpFuYi0DYX71KMNstwehshLGxG8DvCe5kvc13SmqoT7DY6OK4cKk1TZdhmHldbwlf5KxVO6niIijQ5rxNXrpsZMdxDGHFhT5Pkpjr3Gr8CwpFbPXfJTvaf5mupklElf02dHi9hhm3JwWoYLs5tFO/z26yRFf2esimSHJzlzOYDHWZo3yKJ9nXvsszzXTukm78Qip6fg8MEuaZSDL91rvMB670K+tQ6msWNtnfk3fUaE2okNu7n2cSDV40HuDbnIE5FSyueCw6jj4ZaMqAFeFqk3DtggK64FIWiRNGtvxifx5CNfwe60XvHxRwIHE2EkEtcFQp8EwoNK4MD8MxlxgVUhLPUu/yBNHXbG3MAcBX1+pPiZ7nj5YPtMy2Xbw/HkytPY1FsoE0nVDSqFRTEFUAbkyN+q55JbiUcrMOkIyJ0Ue6qcCj/umtrUO07dV5XVfRioIY0LOioTrPOphlHRV500LPQSDeSijFBSlWj4xnBqq+hD+Peo2Tx9+jkMe5W39FU7NOYJ1NL2FkpWRmgsOW0/RAvr6hGZ8jcdan+Lbbkb83x884IHcLgxA4/v+LHDP3REwaE4uXi2T32sNM/OEYdtSWfEV3K/FT3HOu26vgfyqdfX7ar/IsU3jcH6si7FrEXhIFRUYDJOYx4pRWiQa8QGf5bdwq9HijnwHv9L4OZdonN6DIndjkxfVaRHGD1fv6arc41XAuPcUIhcsyhCuQUF+srGSxy3bimApQ0JF3blyEoiqULrosKbQWjyppbZecFIqphEdYrW3qmJRKsaYDopqzY/Zx8VgDpxnZsotm8W9aJewq9sFUUhiu2yOgSToXwNMPZeHis4SnrsJUCoq6t1Y26M+QXr74RRkTaT3naJizpj2XVU9s3VXmaZFo6HReo8b+x/neuMZFJqIBu91foUkO3EKhG97ydSlacbX+YT9NvZUg+PGbc7Um4VykivSIqVnKNIt2o1b7DUe4Vn7cd7vCrfVNzjvvR8oKcswdefPPSfa6FMfTpfPq3OOKaXRukmrcYNYtSob12nKd/N2XmMLokqY3XbNJQ8rHmJFZZHQfoJu8fRemyf3NO3uAd/sP+UrwfZJyelFt3WRmmaB2GIf45VD1Zo0yhIpNb/DcAGsKsp8r3Ivx+I1KFhfZiEdRL2VcdZQhZFXmeGYKjuYKvIu8hh1AKUWOwaKZxnQgSsC5cQ/W4VC62ahpDiGraiiLG0KXHjR5Kg+U9cfnGdp0VbpxSJXVADvWVwk8tDDdd6/RukmcXTIQespYt3ibnoXqZ1vqlhGrtEo4o4Szfg6v7P1e/iWGzFW4G7P8pPmfU4l9cUPw77pvMTN+BqPxnu0Y0UzOfSMdWXh2fx2rE3opHeJdBOtG+zpW2Dh585f4+jiBZeTNURHvSyUSsv47fMh1m1a8XV6chKQA6xbFtDeUNAkD0l2ns1sg2eLJUAAu7350jtFZWHdVSNieK/b414/4h25x3HyuotB9cmBjrZxHTSo86Kug+94xbcJ44Wjed9fHZNOUI/Gt2AwLnoSz8647avG6LAkkRRjK56TIYan+dpcMOwE1sCCDpaSic3VF3IMblLUO3B7jb+PVWHesLdc2S7PE8XXvXV6kTTsC4Svyq590nV96Nes86lCqcYldSmWDRf6E+l9DtvP8An9XfRUh7vq1wJhvzoXLCaKYXgbTMIspVBYyfgV+w2O7n2ELn2O9REPuq/7qunhmMLTNccIlo7JSEUXXpNqLZGcur2bHDlPjWe2e1kfc+/sZV+7abMV68lR1oQRsSTmnE5y1xEiBAQr60XOQndZHtzVhcAuR2V7MW/imoOLz9RkpsevxF8kSS/o9O+QZA8YSCJTV+Vxj1pUF+RG3mHhKIWjVb6bUXHpk7RhXL7CujBKEMyFlbJtk1mSJ0UeKlUVxGywNf/kaJ5dFWGDoo59bdsQzim6skXRim9AfMMXtk2DXKh1exmgyKsKvG3jMYshqxSq1waliaM21+KnuGb3OVPHnppWF95AqXgi8b8O/p0G43Oaxh8ppNkDXjv9Wd7UbUQsmTmnvqil609KMtLsgpdaLxFLi9PsXVfWYIiRzxktrS92a2wP0+lhJfF5I+vuk4tCnkTvxqSxPbrJPeddLnJ/NwOO6KBa0Lsuv+mq5eo7xQAAIABJREFUvJurhasiOa8XedXy7IReeq+SkBdYkYICYNuFOgXkMqvWDpuFTRDarirqc20WizB0ri4xuBT4wrh396teQntWieG2h6FwWsc82vokp40bnHbewNheUMRzQ/p9XiSvtpYHlGFsimnzGBefjD0tLIgiMz369pxX1Qsc918vFTOlPSlHf/AYt5HFKimTbnfGBWMSjDmd4FxO4cxsj/c7v4rWMZnpUs9CWDEgiCEz/eBc06K61q67P5cMaCoomG0lwZpkQQRFC4zYmCgM7aqSHeVQiOxCv3YAjOn4pLVRgothsTH2q0TdwrrDeFR56kOsakJcppdr50HbDNQJSlL5nmOd72uWa4fHDBIG5N+T9Azdinhefy+/uv/zXlnJcww2QVlxQu7lHpVReWOXHbN+4aqgNu/dxkpKkp2C2IE8tWHWv/pQvkmutogWz3SUZPSzYxRl8dZFX2MYy6Qan/bZB2uajxDJ83NsQSu1/v5YIqxrN/4+RxsJroC3RbY79GuTeWS3DNa7Fue19IRQNf+ofN5hc+GYZcp/reKfS4BdFbZ4gt04rHPcTbrSbKJRYZ7nFs53uVfaPwuxpOaUO70X2VdNnoq/jTjaJ8+byKtlb8t8OVmRv027Fx+aKCm99Ih+eh+xvSBnw3kvRoUubkb/HIewJpLF2sTnYFjPvLfs9xE+r9w4tIjxFMoTs7XLEQmkvt+GVMTzQlhcv5jEUDGONlyjiNi8cffwYOdRWQQmqho9LUbRoe4Gy2Zj0ILYiK4TR3s+h6mLlaxgh6rmNeyww2iEicjzWP3W1d8uzxuY7Bzur8u/cRZ6sX0ueu/wQvtXiWjQjK+RZKfkNNF4i+/6E5gnsQvOk7+1TjjPTjU3oah7JCmDa9km3sM45Lk2eV/SiGdycyF9IYPXotfoUV6zWcOj5vHQlMrmdPTus2Lec096/Licttwrs219dhDb7FHZKSoLwHISlfMCeWHRvB02G8pbXvKvMa3GDT7d+F4APlCvc5a9T2ou6NheTXLfNmK7J+/txSjFZJND8WbNRai7Jxv84pjO3jn9xzTjG8RRmzjaJzMWrZqOLlYyKCqAr5pQwr0rreKNCopZDqp3uC1ek1HIDYYOhWdIjA/l04EEuAw5oA51ytC8TGqrOGbTMY6cYbvlL4FdjsrDjeV0YqUiIr0PgJWkUlF2uwfN1YRf0HydizyBtBVf5wl1g2uNBgfJHu80DrmI79JL7mHps1nxvDvssImYhKxAyMwJxnZoxDdpNW6g0DQb17DWVQrPsEGBydVCzWz93nZcjXst2K2CQrQyQEG+jvscxag2CbZdgVw1ds9pndgpKgvBojuxQqmYvdbjtOObnPXeGaQ6lk2i39yhhC3ejRILCjrJXV7Ze5VHkicB2JdrpKoXJGJumgV809qziVj3M6qGbuzel4OraZNmp+w1H6XVuEEzOiDTSZFbICRr8aoI4rw6O1wtBPVWVnxhrzx5EU6mIVXYGcceOgjIruDjDjvssMMOO+ywww477LBpkC22Z11xRWWbaeU0H2/+Np7TT/Ngr8dXs5+mlxwXidiueFRdUaVtvNerg9wFLwC2R6f/Hm+ZLu/FB7TjGwBkkkxY/G0bsG7vwqoRsu5syn1v8zy3aAgifXrJMc3GNTJJMLaPYNC6ibF6SuvzAlsmefHNTeo702Bb270gVGumFN/X80wEQQ3U5tlhh6uJK66obC+0bvIhnuTZgwbfEjW5efp7uR93idG8qV/jqP8NznvvFJVxy1Cwh3wxWRuGn7lgQAz99IgkvUtHuyRfKxnW9tjMsJ1Na8+mYv3PqSTb2CYhZRXzk5Ckd0nNKVq319iOQbjCjNuGRSZtT3vdUdfZDMW8XHNnwSKeo/VW8k1cR3bYNOyS6TcS2y2wx7rNO3zAu2cRn4ye4tM3mhz3Gzy1r/hE53letB/mq+Yn6WfHzjpvk4AhbBsXxKuIsgCWAGIvSAvFct1UqTvMjvW+t+G6DdukrKymAKOQIdbR5eaJ0LnS4hS8VSMoVrkxmHWNnPS4WRSKy84d0vavRukt6WlhcJzln0e1Yxwz36Latlvrd5gM25yjskmz5g5ATnGrVYNXuv+QF85/gp/p/wS/fpJykhjOUmhqeEwfOmYbFbN7jdsDEbNTUtaK7Z2sHfxYV2Fl7G1RUoKq1iuBE+QEg4jB2tD7vC5syruatBDmqNCmumLEEYoYV8w2YrL3rFCq6Y8LCxCOFvxVQQOft38VYzoMrxJGP5cSimhXKHBtGFUge1cse9lQSv0updTLSqlXlVJ/esQ+f0Ap9aJS6gWl1N+67JxX0KOy7Z1Qo3STKGpy3nkdwXBy/oB/eGA4aDzO9dOneMw+RZ8+me36woFhvsOmLIQ71GP3fqZDXpdmXsuhF3JUI8gVWDdmtAgrzbAXZRsU3zBUZtp7H1XkcppzrGPsVdejVb4np4zkhTHD+8/rPcncHi5deKxUwUBVFkCWS6vMaZrxIxjbw5jzyY04SqMkrKWzrgiK8QUelW4ito6GfhvG61WAqnwOjTsPzzsQWU0yvVIqAv468AXgbeBLSqmfEJEXg30+CfwZ4LtF5Fgp9cRl571iiko4MW+nS1R5auJecoyQ87RnnHa+yZm6zYPGo9xtPkqs90nSM2clxA4tRDtsIkYVr9uhHgqlGkA+yc47pp0w5QptLuIdzBsrP9txuUB4uRB4VTBKEJy26nSDh2OOjJzPIb5Ou3ELEevqyJhOYdRyfchXWZ9obIUCeb1wLnlSt++Xk3qujCQBdfO4Y9x1XRJ5XrNqVbXFxoVX1rfZFYasS3Tfzf+rwaBHL6RzdmvAdsqIs0GtKkflO4FXReQ1AKXU/wb8XuDFYJ8/Bvx1ETkGEJE7l530CikqpZLioNm+jlhapoztDGwRSRBJ6SaueJlWMZntUC4MD8MCfBWw6kVq2Ymny70frZsoNMZkc17Jx5rbSb0pkyiUO4FjeqyzCvZVniPzsKiIRuMR9pqP8mjzW7guj6PRfMA3OUvexdikUFzsXOyDpYIg6KJu1CCxS7jfKFhMdur3nGS9Ls9denCyBXiGJsWU55ds+mN2WDIeTnnJriZH5UPA7eD728B3Vfb5FIBS6ou4kIk/LyJ/f9xJr5Ci4rD91ds1Cj1iAXHUm1mWFfHpjklmV2V2h8uwjZ4cTTO+TqRbdPoJYufN7ZHCSznJtTd1XBVzw85AMR3W7oG6LEl81sR2yK3HSre5tf8JPsZ38EeeeYxn91JSUbx89gw/+8Epx+qYM3WfB9ltzrpvY+nNcM0QebI53rsxrbIwzZgMrwlaxcXVlMxryBiFMFxoWpgNmzkeJlTfmfX9ZHJP3w4j8ZhS6peD7z8sIj88xfEx8Enge4FngV9QSn1GRB6MO+AKYd0L0bzQaN28ZB8/sUvIfuJ+32GHYWxvv1AomvE1GnqPXnIPS3eFV9/gcbX2hPBthHiL/aoZ0iZlx5rVI5CHYVlA02rc5Hl+G194+oA/8p2/Tv88pttt8ls/ZPnWa09yu/sRXj75CL/QOaSj75BmoaErbE+1/eOssSW74cogGYL1yopn5dpK+udNxrYYt8J25v3UjYfys9teeu224b4WiMXmqNwVkc+P2PYO8OHg+7P+txBvA78kLv7udaXUKzjF5UujLnjFFBXY3g6oUCqiER0iYifg3J/Gvb7DDuNQJ5isGy6eWKkIuxYDxKY8hypspWWb2s5NxWbOmUpFINXcymkogDVa7/Hk/vMcqAZvXQj/xc9/kvc6BoXiux5XfOcjJzzZjni8uccrrz/FW9HeiHOGAp6q/L4ZxkBBEMlQug2Sk0ssE5tx36vDNpAShd7EuvdTN9Y3a9yvCgKrylH5EvBJpdRzOAXlDwH/SmWf/wv4w8CPKqUew4WCvTbupFdMUdm0TjipAOjza1QTrRoYqas4X4dl3e9mFNTaYRWoTvabYkVz3sU0u0DrcJralPZtAnbPYTqs6nlN10cVEVF0iBSFYPOQ3sk9BEo1aDVucsAtXpRX+dXzPkf9b6BVTKRbfO3tz/JB76M83bY0NDSI0Kpu+S8pgAeLiW4aBX7JKKY8C954i/Gsa9omGQSXvS5XlVJYTd7PLMx4UfFJqYb3sIWevZ0Msw6ISKaU+neBn8a9pB8RkReUUn8R+GUR+Qm/7fuVUi/iXtafEpF74857hRSVTeuQjut9NBvX4KTg2L40VlKM7bG++6lr96Y92x1GYxbviPbsWnZqAWk+jKH1VBFaNRGxGLMpdMLrRi4Ab4O182HFZbVAqvtq9lofYr/5KN30mH567JPcJxmDJYGM1k0i3eKD7CXOeu9ibI/MnKF1C9Cc6bc5V9/NY/YZAO7qd0mys8q5xH9aRv+KWNZ6otCXnHER97PuNbBKrZtjUe0alYuzTJKCyF9ZBZTrIFLNm6qyzemCDRKsI1VQ2hEXiEV282MtVlWZXkT+HvD3Kr/9p8FnAf6k/zcRrpCismnQLnTlUi75soCbiCUznSHGr9EYJ5RGFf78uolmuOMqIu9OzwIrxaYqLNPm6SzKGr+hoVJwiXJcd4xGqYhmfBMrGZk59/112fcVuXCXEdC6TTO+Rma6yIBVt87r8zBYz1Tlb/UzzH//q7LYTnv+RbZr0meW983qWBhXjLC+Zsmodmi9R6T3eXr/O7iw92jECam5cESOJBMI33kNkxilYjLT5Tg5wpqOb4PB2r67C9vljdOf47ZuYyVzrJHmvOacIeqqsM8C5cd6Y8G0sBaFxhbJ+Mtk+lynJzcvcImXE6DMwVjE2pzXmPLXCOSV0ksx7/0P9i2tD1AqJw3SNKJD9lqPkZkuF903A4KFaMCIplAo3UTrdlFDLtJtAIzt+PxdU7nuVV4XJoddkaKyDFyqqPhiLN8NPAN0ga/jXDgbHrQ5S0GxEOMsCZefO7dySaHlh4xFamC/EtYNtpHWtGDCospeESaPOXdoI75OZjpY22VwAi/DfcLr5xNAM7o2QF8pNikWvuVhEsWqaCm5gA0EE/e4eguTWjovU0KqytEsE+GkwtK4c1fouD2tdRwdkqb3J2hRaUFTKuag/RTG9ukm2h8/jmFr/slf6xZatwfCT0SsD+OAWO8hYrF+MbKS+PcdVcZT+D6WZ7VdPMYJ3+F9wKClszrtlsKqSH/E+SZrjyLylsnqfDX5OYbby0AfdYLqJOepCzuaZ/6pb1v9XOOEI6W0F/Tz69Ypi+6crm/6ooe2x2V0uVrv8dT1z/OcPM9jHPJF+w/ITNf194mUgkqhRbEk2WnNXF9+NuYMYy4YTjQePG/eBxyqHrxZ+pcmjq4TR2366QOsrSpIs0Mpjdhlh0mvMyw2H5dxMTe6d+N+c9+zGcerO79DkOej8vvVnk2t2lemvU5UKBg5Wo2bxfwe6SZP7j/P59RnuWs6/BPzt+klHwAQR9e4tvcR+ukJvfQIpWK0atJq3KCXHruza+d5zyQv1eDXNfKcr52ysu0Yqagopb4P+NPAI8BXgTtAG/h9wCeUUn8H+MsicrqKhs4PN+B1tI+1SWVRL12Q+WByheEy/6+c7JWKJqAEVijdJtJtrE2wWiO2y/DCpQc+l0n09RNvHstsbM95PCiFAAkEd4BItzloPUU/PaHbf6emlYPWuEi3aTdv0YgOiFWLs/47ZAbEU0C6wmBh+xdl5SytOUo1vQcqq3kOgdvXL9BRdAiAMecgpTA0sAgHDEnD1s5q2+sUwapwlFtN57vfwXdfJ4Dl+9VVZnfeiEjvF7UEWo0bNKIDmtEBd04fMJ4BZ1BR1qpJUx+io+sYmzivSm015cFjZ4ei3XicW3sf52m+hUgcc09PdThT9zjP3sd4gS2zXV9V17n4lYpdkdOCCjV/H7nSFlHPiLVJlYhHJYEKpcIeGh1KS2d5B8GxShPpNsbaGYpZlp64OL5JpJtYyUizB5UxOMpbUM4HuaKTCxPKC1e6+Nug07t9qRIcRzeIo32MTXwYrB2ah6e9v/AeQgy3Ip+PXJuVCj3iw4YdcPcXR/suv9D2SSQJqqbXjRfNXvNJfv/17+XbrlteOFGk97tYmzENhbIg/joJpggXG/eMwvlsUBHO361SEVq3Xa6MhLH+dZhkDYjQeo8bex+hHd3iJHqLs85rLGI8ihisTbxlPl+blzXORyVsr8C7rmKiaJ9INclsB1Fu7de6Wc6Htsc8jFYq6PdaxYWybC0oyQtPz6awhXJGfv5W46ZXWjOw0OaQ3/Ospm+v8eY7z3M7+wVELPutJ/kN0fdyEh/ziv0ZPyY1jeiAXnpcGLfsQARIfs26gqCbsgasGKKQ1dRRWQrGeVR+N/DHROSt6gblpKPfA3wB+PEltW1OhG5ghVItomifR/Y/SWq7PLh4xS/qtujUWrdpxbdoxPtEusW5j/XNExzzBF/nWh8Ft2DH0X7xS6TbvmDjoIUwjM3MKwW7cTVmMKnS6uGKbOXnoiyAle/qBzUqLhSbodN5QaLVuMHTrc8CcCH3MDZxVuyimvcorvt5rBWBZ8crS0pp98xNh1xIDwVPp9C4Ce+w/QzWplz0M8LESuWfr7NOZqhggXEL+xj2mmJC1T65tcuAMOYtp/NVRA7ePyC1z1DK6w0IqMr9p5q0GreIozZ78aM8oj9MWw4AOFJfG6HoDbahvL7ltOdqNBkfKnJ5++eb+FuNGzwnn+HbD27Q9HJ438BrF4/zamwxkqKJ6PTvBFWrNVo1QYM1WaCcQO5RUbpJXl/EjQdNHO2TpPfYLGWlatkfNBxge+XYVt4zqwj6XQA/D7hxOonHIkeoXDQHDBUn3TdJzTnWdoN5imJs5e+/Go6hvSDSiA+8ghLR1Ac09D4NtcdbyQfeaDOiRarBE9ee51A9wal9n/PkPQB6yT0yM60SliN41gNW6XxbnXBvC+XYGbWC48WCitG6TeStu/uNx4lUg/P0fZLsQfCu6j1gN9of5noDjvqaL50e0U3u+fuPEZkkJ8s/fwj6xCyKXOCZgcL4M7ov1eVJjVJYFEo1vEAdoYmI9Z5XKPJ7mHU8umdrJSH0DLs2182ns65TVeGuep5QgYfBe1pEuJRbwyPVLD0q/rpA2Y9VHNQImeG5KifbaNUk8sZaERdUJ+KMqKV3ZTplRTAggoiboxSazHRJs3OsJFjg2N6mqb+Fg9gS0ypCu5rRAbf0Hk+oA95uPUE/PcFKinjjBViszTC2F9x7dYwHz+shVViE+qVjWzBSURGRPzVmW4ajGNtglJ1U6z20bhPrNrFucRg9wVn0Nsacu5fnhYP91pN8qPUbiWhwzj0ueB/IJ0DrhddRwl8woSlNpJuk2TmCJdZNMqNr98snorp2V1Ffubc8XqtmMYCtJIGQV0/d5xa5DOsH8b5cx5ByAd7rFExMIy1V+aI1rRU33z8QmCVzXpVQ4fJ5PlSVPBXT0Htk6CJGNXxHWsVE4JSeASXRjnge/l4kcxYsH8vtwt5Cj1rsr5X/Mkdc9ECIxagmjfCuKY3W7hm09XUiiUnp01GnTMvQY21CzwvyUhQRHGU91BVBY5JQuuHtme1yHp9zp7dPpBQi0LeGY3VKz54UClNmOgOCmwwkT5qBhdktiBm54qtVE62bPLL/Ke5evOjHey58zZskOq8QUg3VLD1kSmnSQgCrvofq/OMU73y8Tgc94FFtRddoRocYSYt5Y8ADkfcNrwCqYP6KvYArYhEcAYLoMNbdorQur1szZhQxcXSdp/gU+3YfrTU0cYqT0px1zpjtnQVzh+QC/jhDg0VsUih/A/AeWjWwvjSwkqJV6NXWzjtcCWHLlVEjKT95702OeY8POr9Kmp0W72EyVMN+p30mVWXDKcSxbpMFhrnLjB2DGI4YUH6O66b3MXHqcnAGns084XyCtf0BRXrUfvNjEoNUuM+kocaTIPcYUISSOwG90iZvvJzuam5vEePWTR0TR3uFF7SbWBcVgg9JnCn/w3nyrO27cC/VIzXnSKFcwHHnm/zk299HM9L05dx7ddw7PbE9nm0e8kjjOe7YF7FZ6sIkbYILl+8VSouDRSp9szTKzYKHIQdyszEu9OtfE5H/RSlVm5kvIn9lec3aYYcddthhhx122GGHHebFVU2mP/B/r62iIctDxF7zSVJzgYjlpHebTny/Yn20iCT0kmPOmkc01B4X2R2vqZcxys5iPxiKVAfn3owKq+RIr4YP2SjOKxnjtXYhy04GzuXcvc56YIrEfUGh6Kf3fburVqvyGiIGpEcvucc7jV8jUi262b3CC+HaVVcJW0Z8vgz1g0VsglHOhRt6mAqO/MDKLz5pTsQUsbTN+JpPzksxNiGO9ogj5xVx7uLMWYYuCY1xVvkEY3Vw36X1cZhDYtrQrzxOXAVemVHPT6hjEBIEaxO6/SP6+oR+44wT/TbG9jG2LmykarmU4jzgYpDL5zI6fyf3puTJuy4fZFIa1cHz9dMT3oq+whG3vAU/JRNnceunzqMiWB9659skFuM9DfV5YhJ4TBrOvmst3ewejx58mk56l/Pu7cJrhg8NnB6LmvADC7RYIt1G65jM9AbzDTxdpwT3WcJ7VYochWnGYhAuqbSjxzWOslYkG+zrRYK9S7AN2YdEcs9X+SzzcasLj02Tc/We81TUjhmXf9eIDnhXvgFAkp1jbJ8nm7+BJD7nXL15CYNiHcLnYbicutSN9TxcpXqOvL+LWEx2ivGhqpFuE+mW8wTmz6dm7OZ40Hmdu/YFrO0VfXkg1GpMuO74e5wWPjHbe6a1aiByPsFzHswRq2uFQiGSYcTS6X9APz0p5mt3f9OEKY6Cf6cyPL8tBmFeTx2qXrOwzywmiVskwdh87QvqhUiYbzRv3RM3h6TmnL3WY8SqSdfngABFHtAwprlH4+Wp/Ht5XJLe46c6P87N5kc5S98FcMx0kvC2fg2Sj/NRPs5F4x49/YB++qAYH3Zgrsqfe13Y1yiMvwdVhKDPSliwGVgVPfEyMC7063/wf//C6pqzSLgJNIqvc9B8gvsXL2MlI8keoBI9sKjmgnyWPeDo4gVivUdmu0UiZ34+FxKQKx2jOqxboK2kiHehZ3SCEJ5ygnfJkGWi2mTJooP7DC6oZbtcWNdk5xMUmTnj3vlLBVNZyVaWh0vMkotxGfLQlfxrLgQEigpe8csVJq/0GdvjrPeuCzOxPeCaE7gk8nk1mki3iGhhTOIEX5VVrl3fJhETUHxWJsCi38z7PC5bAHNU+1oumPZdzL6hCBspQ7fqzlH3m+etD8KnxkGRszFVmYHGof6caXbKaTfjjLf94psviHEZxiQZ4TNyff0ygSQPZUj9eOpz2nmd5rXPcNB4kl5yTGbOXa6ZxZ9vlrCZeTB8vGAwtocRjTEdBu/7soRdYbrclBCe4tUm9IM50cX+h2FSef/IBcOw/5oi369okeR9y7U9U/n3uj4fEUUHaN3E2D53z7+OFDkimr34Ua9MNee4z6JlU+xjKsLZ4BhxVKiQmZTMnAUCez4nDxs1xCt6SXq3RvAxPswxDBNejWCUhxwa2y9CaqbHoEFEEK+MaD8eB/NJyvlq8eNpdaiuEdVt85/bkYmE42bcHD/rNaUwWnb7d4mjvYL5EwhCzubFqPYZzrqv00uPCxYvpTRpdsExb5LFfb6dz3JTPcO5atFL7pMbZGWUIdiv2WVi/bj215Ne5KGaLvx90jV7h0VjXOjXXxt3oIj8e4tvzuKQJ/E9efhZLrKjgPbXDgjCDmViYpo9IOW0EEgHq51OPhmYgtIXkOAzEMb+FrGUY9i+xmPc4BmOQx53DmsvyuTZYlPoVVgG6iz3lpB9y/2qKeQjrzil5hx8Tk43OSrPKJbMduilxy7W1cfNlwvwZfcSWl4HlYSZkxVnxmhhnMC6Gwpw4+qT+D2YNo8lv3dVeLbGEBJMcjZJfc5IhVlKhaxrozyBk/dpdy3DvfOXaESHXuB1+SuiMj8XbMLiI469rpbCdxrherpripjCi5nTvOY5eX4P6pXlkPazTqAu51T3YdS4UWjdohEdktme83pWku2PO6/SatxAq9jn063yfU2qjFfnjDo6eHc+GTiuciYxKAUlXeyy71UPECWkA3lc4/JTJkGp3OYeZFXkOPlrX5oHsw1YZptXKRw7RTo1pxhJxuS9VRPTF+U5Mr62z6Ej5dCl8ty1x0Ra8WH7YR5wiyN5wR1DmC9W7UuVdcLnNQ5uq85rw8eUSvUmrBOzQbi6oV9f9n+/G/h24H/33/9l4MVlNmo+OCEs0m2u7X2ET8jz/GLvxxik7ax27GDpGBAShpl5JhXOSi0/DFOpXh8Ghb5lTHjTnnM4EW2x3pRJ2lMunk5g8gxPlYTJYhIVGzCz5dvceWxOM+qPd79PMrGO2r4Mz9K8GLTezs+oMwqh234R56oq/qUFe9HVsa29oG+7RaVuh2mVteXCWehXzfnvlVwJE5K9MjpR+E/4t25beZ1hOFaoODok0i2S7NR7oQf7bpI9cOGzavWehumV42nOWQcXHlM11CwXjvEJCJ5/iPH3lVu2HcJ3M6zcuj1Dj3lO9Z6zZ81Osbsd2PTEbOuS3n0Icfhuh8O/5zNW1V1brCPhaMQHRLpJHO358aBpRxFPNZs0utGQLJCHIw/XfBnEYOHMOoa4YWVlNfTXS4ZwZUO//icApdS/Dfx2z/SFUuq/B/6f1TRvFjirbKtxi2+NvocYTWZOqe+Mo9yFOcLYz/z7ZLBThQhtmvA73UK1VMFhoOBUUBywsKTkCk3AzEVOF+lYoKSgbp3fE7C5k1S13y5L6bXeMqpqFq5pz1UHO3br5ceP298xzygVYSwjrIXrxqr7l3+neK9l8S/HchfmvK5Ckp15FqDhUDwX5lgy7q0Hk3qnJznP5ftMlvs1L9y7V0oXbF/TxeHnBpJpFP4gTDHPfwjq71B4h7fXer29KA2pUnwPa4Yt04DpricYIt2kGV+jofeIdYvEnDvPigjXgqP0AAAgAElEQVQHDU2jV2lHXqZBxUEo/eBZi1IOAVPh6Jp1pXzowu5KevzVeDl3qGKSmf8WcB24778f+t82EGWNiZvtj/FsdINfNL80p8tumsGYJxaOyhVYtbV0EZi0vYu4t7z4nCoWMRfnPP79VZNWw+RGAediWEh87bZgkvcw2qt4+bmrCaTTvvtx+4YW7FH7zdPP8oTOusJ3Dyv8wuwXc61iT1qwhGtUf/UV1UcpKfmxzuszKhZ9VZi1380WlrcqOLID59GazQCQJ+RPcVQwp2vdQqmYVnyLzHZ9zaOrikV7IZaBqlE3x2UFQBcDK1nhMelmD+il91FEvLD/CndPnuVt/aoP+4Yi7wtbeD7qDGgDyspECJS2IYPWNspxm9/rxmESReW/Ar6qlPo53Bv6HcCfX2ajZoOPu/dVgp/kE7xujrhz8WuMf0WXCU2TumoDF6lYBhlb6hbpbejo0wivi5vARtY4CMJTCmVGlUeVqAreuYVoGxaJbcCgYri8ayzz3FfRKjZnUTvP/mUlocxNWySGrZEifVxBxcuuNT63Y4fZoXA1meb1MJZhXJehnD8UEVq3aUbX+Mj+d3G7+6UrrqjAdvffatsXL7RnpuNIHVRGt3/XFVAF3rL/H+/FB44V0lwwQPDh6x7Vz1kheZEtc10ngsvjGywsvI3vT13N0K8cIvKjSqmfAr7L//Qfi8j7y23WfHBJl5ZXky+SZg8YZaVbbNxxudi7RXUSq/GmYV6FY5Hxt8OCcDHRDH2/LFQtVHw29dlvG8LnqNhWK9MOnnYaFRQzXZYSOm1IaR12fWzRUCqmn54wOR1yFaGVepr3o1G6Tbtxi+utD/Gt6uO8Yf/fGduwLVjW2Loq868gtkc3ueeKZpvTIlQwye47paXCBumOqjLtVXPLghDFwsA56buoRhDssGqMY/36VhH5hlLqc/6n2/7vM0qpZ0TkK8tv3rRwQquI5T5vc967vVqmhpFuxZBlaV4awU1EHrK1bL7xMlluMMFvEUmsO8yOxXrUdpgV+Rwz6ZznktnzY7Wvii6SYa1jaFqe0rLDpkCwGNOZIy9mFkHOKcdxtM9B8wke5aN0TUZmOlOeZ5HY9ET3cVhXmxd/XcF49tW8T/kw7kvnojpDZKiwBPLD1PNandy2PWuecHVZv/4k8EPAX67ZJsA/s5QWzQzfgcTV1bjf/ybW9hm/aC97cJeT93Dy8VWxgOSd3yezKY1c+txHYRzJQY6Q1nkdC9pVeW8hFnE/V+2ZbBvqFqFQ8BpRJ0DF5KxPzegagsHaDNFtrE3IzBmbEyZXV1hvk7Cdc4OjhJ4k/G4UZgyl9IVAG2ofgNf0axjbmaMd24Crdm/LUO6qdaEmI6C4fHspW8wWRrrd7+5Khn6JyA/5v9+3uubMD0Gwkvi6GqtaYL3HZEBLz12NfnFV2i1jA319FYtu7s2Z5lrTKwF56IhLgutPdewgqkJV/r3a7nUILBFa7+GqgId018uCt3gXVcEXdb1qPs+2YDsFwdUiJDhwXs6CYnTA41tSNGsVE+s24okGtI6xNnPjeeK8g0kwz5m0pwfNv68ijFOhVAuKauDVa45SDrehj5YGJkdJvFplNPeIZ6ZH357yAeec999fQEHP+qs5hOtaHY3tjtFpGEFoqG56hbb6zKj8tqmGr2o42DzX2F6hfxtxaY6KchXYfgD4WLi/iPyVCY69CfwN4J/C9Yp/U0R+0W/7D4H/GnhcRO7WHPuvA3/Of/3Pc7rk8XAdT2yCsGjWmstga7p9lbrRsVNQCPR5W5eb3OteYcDKUnF7lotwGVY1+RB2ioRj58pYTsL6qByj1ULrPVqNmxibkJlz/+6WFebmoFTsDUEJVXazQWyDcDQPdgvD5RgWFgSDUi0i3SbSbaxkRdJ0/tliyUxOqV4V5DYDYQ4NAKKWP/aIaDUeITOd8rldksexGlrh+eFC/jx5gp3HsDQbXH5hhrE9OsldMtOlnx4x2fusGrImOEI1Sop6yVB53ZhKxfWrPotOD00cXWO/9ST7jcc56b1BP71f89yqLJDLrA0HpTwzi8Fy2jbNk+O8ObBb3LknYf36SaAHXEafVYe/Cvx9Efn9SqkmsA+glPow8P3AW3UHKaUeAf4z4PO4HvFlpdRPiMjx5ZdcVuLTrEUCfTsCHm+tm8TaubtTTp3FbmmFhLzyoZquSjt5hXbKokk5S1n4fWpYfx8LaPLCn8Ni3NPiKVtjvYeVDCMWJaFwsniWJGfV1hhlQVLqLVgwuyV322avbbFYrxqjnolTbrVu0m7eQsTSS499ETWL2AwrgmWUpRQ2hbFwIEZ9oMr0MuDu2Xg2IU2MKI1IXqW6jsQD36bt6KPVonmrhV+nJaGbfOCV58vep7fuq8YYL1d1f8jnUa3bWNtD0K7/q9gpL8UavYl1ldYF75FVDQ7aT3Or+RxP2+d4b/869/q/Tma6pNk5Ji8QOhBhEKF1C5FsQZEH1flHe+Mr3mBxWT/YwdWD2S7FKsQkisqzIvL8tCdWSt3AURn/GwDipLzczfHfAP8R8HdHHP7PAT8jIvf9uX4G+F3A/3r5lZfVaWdl8cotm1IUI7I2IYPAwrPM8BuLo/W1WEkqC2xMmKw2O3KvytWuKiyS0k/vk1sih9ndQtIEmL8fWqzpuGsX59mmUK0dNgEiKdYmGJs4Y0Veo6igIK7rp+P62eoF8Xz+HO9VXPQVDZk5xdnY6nbx7RgKqdv8MSpiSuPZ2mB9TaNJhVm3j1s3c+/fKMt9OReroXk5v7ar15ErbHYxVrYrAqcQNuObKBWRSpdzdUpEg1Z0jUi3MDZxikqt/LKofqUCkh4pftmMcbbrL6vCJIrKTymlvl9E/sGU534OOAJ+VCn1WeDLwL8P/E7gHRH5mlIjNbwPUbKMAbztfxuAUuqHcAn/FWxiBwpqeUgfY9Lid4dltVkQMmTA7+cneOkNLvxzT9SzHL8qoWcxcbODYRLhAjkNz/rk91yGt0wf7nC1sH2u9s2BYMw53cSiVRNje4WiPbq/XmalXrWyElbLngRVIoHZvI2u0GQu0PtnVhSjNe4379lRgQV/83Md/POUVSl+Vczad2ylOOi4/lsJvRZbGAbLcOuI0vC0Q44w1PKi9z49fZ8H+g1ELFZSrGQu/FlSauuW+VpM888RMhROud5+u72wW7x+TqKo/GPg/1RuJKf4WV9Erk9w7s8Bf0JEfkkp9VdxhSJ/By7sa26IyA8DPwyglNpw6S1vnqn8XRWq1zPI0AKe7zPLwr7Jj3+RbRv13pYRIysjPj+s2D2DWSEYjLnA0nHeCRUFOR/TjPd1KYyzvvt5FSsvKNWGmeXCriq+bVpuz2hU16NtgTO8hd8vhYqLsGcXMlbeswioqQoAPhwQBGyPxIdv5WZVFYz90bm1Vdau+VszjG3rt+vHNvfxSWbVvwL8VmBfRK6LyLUJlBRwXpC3ReSX/Pe/g1NcngO+ppR6A3gW+IpS6qnKse8AHw6+P+t/22GhWHfP3V4Nf4cdtgtOqHBCmgnqSy1SsFYjPq8Di5zbZMS/uu07K+/mwL2jSLfRuhmEOpbbnPXf7PJThuDmCpG81ICfN8iKf5eXfli3fLHDVcEkq9Rt4Osi0+ljvnr9baXUp/1P/yzwFRF5QkQ+JiIfwykzn6updP/TwPcrpW4ppW7hPDA/Pc31d9hhhx122GGHHXbY4WGGoLCymH/rwCShX68BP6+U+imCAhmT0BMDfwL4Mc/49RrwR0ftqJT6PPDHReQHReS+UuovAV/ym/9inli/wyqwSEvIZbkVO6vLDttcEXrbsEhShjCcqprgugnFGefJT5kHO6/KpkChaDVuYSUlzU4ZzKfY5b2Nx24+vkq46jkqr/t/Tf9vYojIr+Aohkdt/1jw+ZeBHwy+/wjwI9Ncb4dNwDCVoIMdsX2Hhxu7/rAcXKb8ySDd70KuqBBfHM5dIRz7O6Fnh1XDFTltNW6QZGfUK5Dr7JfbQWO9ww7rxqWKioj8hVU0ZPOxm1TGo6xgC4NUgu5zHZ3gNrDjPOxYlbdjN7bmxygjwYgxdmlcfp03NKR6HRb8imRbpd0nscVMsJ53vOpr7qz060VQO8UzV2k0ZmxRSxso1avqp/k42q1/O6wG25xMP1JRUUr9j8BfE5Ffq9l2APxBoC8iP7bE9m0YHmZlJaTehDDEQ6HQ0T6x3kewZKYD1lEfS+3zqhaTG/dMl0HLG56zqkBd9fc7jeKxTL76ed7rOsbhZhQ9HI9qm0pGqskwHMpVGhryX1VRe8MtfAGDUrhfWGOkoBJ9GObPddE3X1VM+xzzYoCusLL2NXBS0xlDl+v6pyJa0RvztUGUDkgtdlgf6ubIqzV2BdaWX7IIjPOo/HXgP1FKfQb4Oq4mShv4JHAdF5b1ECkpOda9AK3Kwj2omCgUSrdpRIcAGEkQydCqSTO+xmN7n+amPMmZus97na+6woiSBZz1obDr+O3zUJH6eiT+uioacY5577/0/uALSrmzjuPm324oYlAxSmnEJkxWoHMZz2IRE+Yq81rq2rvueWBSjG5jvRFh0CLtfsm9JOFyEYZy5gw/Jb15TtWrJgov2wYlcBroYN5adhHcbemH8yCfn+uE+sG+E0UHKDSRbtNq3KAZHQD4ivSjnlPpBSyV6mW+L2+oW2qh50lx1YX0cQaxyO+hKn1jE97LDiFGKio+v+QPKKUOcXkmTwNd4CUReXlF7dsghC79q7awjkZunVIq5treh2lF111iou0CsBc/yk39DN/Z/BRawRvdW9zRL/rqwflCPWLgqxiG+Nbz55wX69Iu1LgIIVnQfYWLE6BUE6U01iYVrv1tf7eB4lcUNXOf88pDZfG0Kjbx3us8e8tsp/KW1rok9HFC4qoJAhYhsA4u1oWy4e9F6yYKjZUEsXll8HH9JgypcecaNjaE1uWyWsNwe7YHSjWIdBsrGfjCd6PHGAx6Lme553nf/eY/b6Uin1M1vo2RbtOIDthvPsaevkVD7XGcvRlUsh+FvKDnKjwci13LZkcYxpkj93zCJveHyxF572+dcSVf8zVaNSvjdJvveTxki0NSJ8lROQd+fvlNWQSWbV0KlZVlhcRM0oZVXs6idNNZqKLraNWgk97F2D5aNch0h0Q7pSW1wgN1SppduIXhkhh4pfSIuMmQ474aW7yY+xfETWRFiIr38hRtqpvAt2ESqw/fGYStHBExWERtEdeeFJv8TCNfGLEJkvgwjbBfjBr/q1oQFiFQTKJsADglftAbd9l1q17QKhRKNXzhyTwMpqoIhm3ZBuRCUFx4lEvUjw+lGrj7T5leUF7Es9l00gMLI8NWwvYq701xCnXXHtPlmF5yPKH3YhXr+eY93zyc8+qEoalCScnr5+TQKkap2BlbvHyidRNjknU1djUQsJvX9SbGJKxfW4J5rVLTIBRWtvjtTwyLlaRQUPrpA/JJPcnO6MbH/DKH9OlwlHyDJHvgF93qxF+x2Ipl/PtaxrMNK+sGE7NNEJX530siAPdBD8Xjby7GhPqIQWEL5TBX1hZjRZp0/C1K+Fy+UKFUhNZtlIqnWMhWabUKDSfLmofy8xpEhvNSJj8+95LWYZzXZbuQzxlWyv4yXGSwArFrzr9fN430OIj//2SKcWY7kEJqLshMD8FibTLZHLcRoVirhDMkCBokL+p4FSCuv4hgTTawnhvlPWfifhcSH9kRhpdv4jh4uHGlFJXSPbxMPCydOFggvBDfTY5crK+k5EKStX2y7AGvpMd+UQi3X3aJbLL9loLBCUnIhqx2JdWqdgL+ahu4AOQLUfiLDO2x+GsuE7lwvoocLSdAG9OpWPvHKWSr7iXzelOmwTyCTKhUBb+KAen5sMQ6w8Y2hSv4tkqGteDG3uUhpLlQtT5sw8w2WRut6ZDYHqWHqthy2ZGEuYoPD8LcsqsEd19S+aXajdxvV/H+ByFc3WR6AJRSn6lj/to81MVbLhvbMMHPi9w6YTCmqoCUk0FmHjCddVcGPRorxyRCpkGIvJKyre96le2eRPBdhPC5intyc4m1SU1IzlVa2NbRr2tyYWRIpKj5vPko5okiZHWyuXCbvUibhHytyr9NjlXLDjtsDrZrjpkNim3OUZlkdP53Sql/opT6d5RSN5beopkhK7LQ5y/7YVpYJPg3yX7TnHfTYUaEse0wiGne/Ta8d4tI6nOkrpJiEmJd70EF/3LkHqpt6BuXYZZ7uSr3vm5MulaNwlWc56tjbYcdtguXKioi8j3Avwp8GPiyUupvKaW+sPSWTY1VWeh3lpftxayT9U6IeDgxSVz8JFimkHBVBJCrMr6uoqB71VH1aF2VvljFTmF5mGFlMf/WgYlyVETk15VSfw74ZeCvAb9RKaWAPysi/8cyGzg5ViNMLi75eIf1YLuTdbcP21rnYZFtXoWXdxuf8VXF7l3ssGkIDayr8hDv5qVNwjaHfk2So/I88EeBHwB+BvgXROQrSqlngF8ENkRRWQXUiNofO2wHdt6w5SJfmMIJcVSS9DbBEyr4mkJljR9bQ6lbh22732UhJEIYV4htm3GV7mWTsXiWz6trgFxHDtT2CsU7bB4m8aj8t8DfwHlPuvmPIvKu97I8RMgnsh2F3XZi50lZDlzRPqXbiCTkCmFe9E6KGiQ5tm38aA73PsZe4xEaeo+mOuSaPMqFesAH3a/TTY4YpNvWRNE+xnTIc122636XCan8XScWbfHdhHt6OKD1Hu3G4/TSe1h7QfnsqwrMJAQvZb2pq/sG102ascM64Vi/1t2K2TGJovIDQFe8pKGU0kBbRDoi8jeX2rqNxE7Y3X5syoi9KlZljY72acbXSbNz2s1H0Som0i3Oem9jrWWbq/5G0QG/tfn7eO5gn5stxV4E7QgeJPAV+ym+ufeK248GCR2a7POYfZqXzD+il9ynn9xhMQU1tx2TKgahsMmEx8zSlmnatMPmQLHXfJJrrQ8hGHpJUng2lWqgdduz9VWLBQ+fBzRat1wRQJs8FFS1q8FuTG0arjQ9MfCzwO8Ezv33feAfAL9tWY3aZNRXb93GCsqwve2eFdt6n5stTLmQKEhNBysZSXZGrPcwNnEKypYXUmtEh9yMWzyxp/jIvuVabIm10DOaJ9r7vH7+HWiluNmEnoG+gdvnKd+UAxJ15mqEyLzvcNRYza3Gm91HJoPy/49ciC3gCrMtQ8mblCb7KjzXdWI5a0xmunTSIzLT81dRCBqlYhQaVRTpHXXtXEnZo914FKU0/fSYzOQMj7t3vsMOm4JJFJW2iORKCiJyrpTaX2Kbdthhhx122GGHHXbYYYcFYJtV70kUlQul1OdE5CsASqnfBHQvOeYhw7YySeXt3lkN14NJmFg2PURFIWKwpgO4hNRUEjLlbBsi2YQJ58vGrJZdRZI94B+l/5AX738Lt+4+yg3VRitFzyac0+N1voaVFMHSz04RLFrF9JJjMtsBWYWFNozRr/62TXBhhI8efBuJveC08xpiF0UTvem4Sh7u/F5c7gf4YowDhAqzQkiy+6TmPMh/c/OL2ASj7IQ11SwiGcb2ESzG9lj/PLXDerCp6+tiIHL1Q7/+A+BvK6Xexb3Np4A/uNRWbSxU4WIeTtbTbFdhOOUXEBe2IwurGbHD5MjZo2CyiXJTBRk7WEtcwhDJZeYZTINJQ32GjxObcHT2Ne7pl4h0G4VGfPK8lQRre14ZKZmD8nA499si5oVxz69u27qfd4hJQ6wcs9rjh8/zL137Pt7ppPys+ducd19bUrsmfUarFGK2bR2pQ6CkqIg4uo5WMUZcKChKY20PEevzSKZ/tk5Bydk3y+MHK9OPPYM/T49+euR/24V8PZyYbH5SRDs5aU24VFERkS8ppb4V+LT/6WWRTeXnXeaC4jpqFB1ibMfHvzpBcztqq1QHo3ax88VWfUXZiZZhYV7kOUNlZRTC7aEHrPpON4XZJRcUNs1KNVtbnPAjWJMNeI5KDCtjg3k5m/QMVonQiAPjrdVOqFWqyRfa/zS/5THLS6dNviG/iW9032D9QuQq+rJL7La2z/j7zckGuGS/dcHNTQpFFB1y2H6GZ+PPcl1uoNAYDMf6iAf2Xe6ef53MnDGbcrYoBX3bFcMd5sO4yJJA6dZNpBib24ftbLXDRAUfgd8MfMzv/zmlFCLyPy+tVRsHvzAol6yndRtrOm46VhFatxHJsLazprbB7IuVSzxUKsYau0CLwaZY/8MFfVKvxWVUltVzj1voJrXij6oJUFVicsXY1GzfNKFlk9oyD1wdAhl61tV9qt/X4Wpf5TMfN1aiYm7UqulCa7LTEfOLE2q1btOMr/M9Tyh+/Vzz2pnhmr2FUo0JGJyWhTCst2qgWPwcl68liKp5ViXZgNJN75HY7ORv7UkRfmPro3znY4p2JERK6JhHOE6+lR/Rt3j9wU97xX4z72H7sGkGok1GdY6um7PdmqtUDKxrHpofcpVDv5RSfxP4BPArlBKZABuoqCxrcPrzSjWOVRNFh7QbtzC2T7ffZ7XWmfk7Xq6kxHqfVDJvMZjnHkIr6rbq8JNP9E5pqHo4dLFN6TbKe65EsmC7RWziT6I9fW817GPw/eax3iiNqmne8PE7LBp50cdSQISHTyi4bN5RKNUgivY5bD9DK7qGsX1Oum+RmVMfFpj308iPkyaRbtNuPMKFUfzdu29yxOv+ea97Hqmby6peDViEd9XmTHk151KqgVJNtG4CYMw5m6ukCIKQmQ7d5C5fbPwa+w+e59kDzUf3DYeRhabmUfsMr285K+D2YlOMievG+P6nUG7NHTBUrcsQNRvWUfJzkZjEo/J54NtF5CHvzV6QrCTvmeyUrmSeEjEaQV+8TEz6WmoGltiC+lMmCkG6DGXhrJySdf31I2YJwRlX8bjym9Ko/5+9946S4zrPvH/3VlXnMDkAMxgMIkECJEgRYBQpiZKoSJOyvLJky2HXkvbYXq/lsPbu57P2HsfPn73r3bNOktZaK9qiZEVaokRJpMQcQIJETjOYnHs6d1e49/ujqnt6BgNgAGIQSDzn4GB6prvrVtWte9/wvM+L6RdvChPDiBE200hpErPaWMf1OMJB41ESeRQeHg45d4xcecg3TPDvg9CqwempHWvBKb6KS4kFapIUJp6iIcr/eotgLle43wh/riplU6pOUZXzwacan8WGzwZRd6VdhJC8OKs5Xn2cipNBCjNYU8/3+r5amubS7X2p03IhnVWNVo1yu43wI7pCyKBHiH0FUHUVWttUnTmGC0/xRfsIkUITcdlGSWWoePMUKxNXef+XBEt7Fb1ecTZxB5/WL/DXp6u4NFiJo7IPv4B+fJXHcpkjoH/oxRuTxsPz8pdsVOdmJDUaGEEBtNagFS6FIOJ//gtXrf+BISMLBZPqUj/c57oBnkvsQQEGppHANCI0Rzdwq7yDTWmLhAl3tJW4vneSufkYRTvOeKmToVKIWVuyZ8bhx+IRys4cjlvE8XJBV/fTjb9WsC7PUCz6et90VhsSKUxMw1dnv9pz4XTn7aG1h9Zgq2Lwu+XrVAQCtOsvQ8LEFGFero5Rqo4HCk7na0wtLugGztOwX0q9arzfF/7eLwR2Tq0/82tXas7xxQiIGQ0/n8+56uCaSxx3HseZI7fwl1fxvVdxKs41ul/b565e+zOjZvcBusKVzFh4rXembwMOCCGepYGgp7W+b9VGddniUqjrLBf5CKhF9QzOuS44je/10IiGIrFXdz5ShoiFO7HdPLZazvBeDVzoFPbKv0cIk/bEtdxh3MndXQY/vWOA5nuTiKYEekMPhDfSOjIB5So3zGTxTuYoHNf86OA6SsfexGDkJBPOAbxyJZDVPN1CWBuTx8VJOV+lBTSizlEWfk2XacQaRDWW0vVWUjz+ekHjvF3urwu1VqaMsUZex6h6ZaGg/FUm8v1O5X49xwKl6nzXueXqkFYLZxKpWG0EtTDCWsjieKXzzI5rao7r6y/zeLGwwGRYmN8rwdV74eNs16FWo3glo0ZRvzKxEkflD1Z7EFexFL7CWDjUQSzcgUQyVzwSRNwlRhDRFUhcr8Cr797sbyavFhqNUhWqTjaoy7hYhtpKitpXB0KY7BK38++32Nz5ljGse7agtm5ER2NQqSAffYbsd2aolkzCMZdQSuFWLOKmS38iilFYT8GcpSgmzuGoF8M5vopGCLlQG6C1QgjZIKqxUOTcnNxOh7mFCgUGMw9z1Vk5Gxbmck/iFjbKTg6VvsOCM/Fqrt9Cp3KNAmEigizo5U+butSQSBkiGmpHa0VJVS7A5bp6vVcL9ToKfaUb1Jcrrl7VS4mVyBM/JoToAzZrrR8JutIbZ/vcVZwfBCYIk9bEtfzBundzU3MejeAvD9zLYT2EqU1COsKcnKCoZslWBnHcAq6X5dI/TH6K1HYDTvpFUrEWwgqOffEdFSlC9CVDbGyZRliC/GcPE+44jAgJ8kclf7dnA89MR3G0Im1atEQMyq6m7CrmnTJFbMIygVqW9nWpoPEf8deKkf1qI7mCaKgTKU1sZ4HmGTJTOEiUthHCZG3yVv7f/pu5pXuKidwa3vLsS1TtqYaswdLajkv9vF4uEJhGkncmridmCrzs0mfhTDVjZ4JfI1Hv3wGLJNmv4vQQCMJmM92RG8h6o5TtyWX7lqzGkRdwJnnmq8/OVVxKXFnBPM1rnPolhPgI8FGgBV/9ay3wd8A9qzu01yMEhpkiFmrn17rewy//P/OwrhOAf3rkABMvhBnJpDiaj3Oi2Mkrcw57Y63MOQPMF4+gdeUSj7/G57yYEn5Bvc0lcFIgUE0DbNfg+Ufa+exgkmxV4SjNnFvhGfvzVJwMAKaMECol60V5lhHHklGEkoEk6aWu52nElcvFXQyx6H9f6nZBDMNHI21i6XkLwlYnN4bfi4PDceMZ3MCpbLe2oPDQKDrVOj57q0P/X6xBN29j/cFjvPcDv8C/Fr9IqTpK3SY4PqQAACAASURBVNgOGt4BS8ZxBe8iK0YjLW6h147A4MbEB/hgX4EnZpIN6ngLTSBPpdidDUEN4dJ7/XrXhFmE0znMvhR/c3QDnaoHz3DIyNjCfVlWlWw15rHB6e/5pXD2l+9bVQsuLlYCXPye03/Pqx2/CL5FN9CGr87x1cFSB/nKCnq81qlfvwLsBp4B0FofFUJ0rOqoXqcQGCQjPawzb+TNHXnUTAE9NI+xrgnzLdfQc6fLmoMjxL/qYIg0OcdidH4NjlkmL4dwvfPr8nthcbE3DhlESy9d9D9nK56ZbGdPxuDB7LfIlod8qolWeF4hiKhLXLJU7an654QMIYUvy6qVfVX9ZlXgZ4dqssJC+JLi/p8UQpg0xfqJG+0U3AlmCwfqBocQYUJmE7/Y8RF+al2Zl7NpvjC6CwCJ5J7mdvriineuH2PN3UX4pfvQxSLy8HHUSyd5f183kdEP8Yx9mLRqxRYVxtUhLBmj5M6SLZ2oG3/+MV8rzuHp4Dc0BIlWFTQeUkZpim/hy290ae6c4IdTNUd+oQ5PykigdHU+12fpZ15PjuHpIALhE4kvtb1436j1tEmLLqq6isIjbKX9WpWGYIqoi0tE0Vphu9mgbutcMy8LEtX+OthI+atldhuzkefaG+tCYXlJWsNMYTbI0AN4ysZTFV9QZlG2/ELXsC0d0+WYBX8tZcAaRDpOUea7itXCShyVqtbaFqIWkRQmr51Zd1lBGjGSZhc9dGLJKo98vpXD+Qi9MYf7fvo4oiuJM1jieK6dowWTA/MlxsVxCt7UVem8SwKJKaO4WvO9ccHz9lHmikdQqsypBpG36BWAVh4a29/crzopqwpDxkD4hlV7/DqSop2ITrDV7OJtayTtYYfZ6o185uRdHOJ5CvY46yK7uS2ykf/1sQF0VdH6ZAv7Mu0kLEnchF+6Zox1b/cQ79iNTiYQY+Nk//QJvrNvPRVvLXetmaY9nOTu4jX0xytEjBgnCm+l4ArmbMk/TO9lxj6C0i5lexbXzXBlzIHzi2YLBIlIL6lQDyVvlrI9w4bY3fxS9wZ6f8Pg8J9O8OSU36eq5ljW5L5tN4/jXohAzJVwfVcXAgPLaglktm1ct7HGUdSVGxUeY+IItlcgYqZJhLoJiRib9XaShl+vVVEeU2QoiRwZNUzRnqJsTweO5Uqcb4FhxP1GysL01SfV0oz8qfWOQhj48vcXW71qqZytIB7uZKN1B7vj3QjhJ+1mKx5Pec8wVz5GqTpU/5zAWIUxX5ga09XDat2bS+EA1dovBKbzJWtEe+54TVO/gMeEEP8FiAoh3gb8MvDN1R3W6xNhsxlLRLGE5PGZFF8YH2dEvULUaObop3azPVVhpLyR7455DHhjHHefoGzPorQb6O9fwTPxnLEQmdKLom3+by4GpAwTCTWTDkkeKRxmqPTMaZyU00H7Dsqr6hPxWsVym9D5b0yGjAAQDbfxjugd3NwKG+JV7r5rgNDtPWAaoBw+9PgkAy9t55vDb+GtXRm2veE45o19jHxiihfn0hQcxaaUpCfqEYvZuOMO8ktP4GU9Djzfxkf2xjjhfoNWayO3dqzhzrdPcFdbBLmuFZIJbitWUIPTuEMl3K/dwGNTG8hTYjI0wHD2R5cBfXMlOE/xCiHpDF/HHeFriRiCvKP4zWtz3PDhaXDa+JOXW3nc/rLfCFWYdeNVSjPocH61oem549QMgDRitMS2EJEpNIrR3NO4Xh6CXlp+A+AoJT1P3h5DaZdEqJtr2cXWRII72jwSpr/GOdpkptpFyevmZPEaDmaLvGB+n7I9Q9WZqze1Pb3Yi6Q7uYuU6MChyvHsdxv+djoalQJdE7CoRbUvdmZlAZaMssXq5M52j1hwXSqepHnydn4kWjlsj6O1V5fJ5qqQwwVAoxrqxbqWsiEzb1KXLb4CoPVr31H5XeDfAa8AHwP+FfjUag7qwuFKKloVJMJdaBSOUvzT+AQv57+Mp0qA5M+cMVqsfgBm7CPYbp6qM++nlbVqKNi9iosDgWWkSJlraAkLxmb3UnGmOXdD6kqYmxcbC06oaDC0zj8SqfBUBRE0DwwZgutSRTZ3zfpOSnMSsgVoTmL9/B1s+ZDDbx0+6ZcMeS1UfzDI/3h5C8/Nz3NCvERX+U10huHQWBuVYYOCa5BzDD55cp4Xc59Da4e8McRnT/w6Hwvb9NyrIRKCkAVT8+SfK5OZidNkabank2SqMUp2ASlDeN5KHJUrl0qh8IgYgt/aMUnPDXlC792Ojsc48FtH+cr8Q5Sro/gN1hRauyhlU3WyeMrPtLx+cCHusYFpJJEyhNJu0MneD4glZQctqpMUMWZDRylWSnXj35ARQlYSlwq2m0cKCykkESwMAbby32dJRVRoLKEpuJKKZzJZCmM5URwjiuOGIMi8nEnsJSRipFULBZHjXKl5C0GqS/U8aHKVEfaYh9mUv5aOiH89AKSAhE4jRAhopHhemc/u5YOAugjoi+qsBA5ysCUt9NS7itXGSlS/FPDJ4N8VhitpQZBEZBqFh609BtULDVEumC8eIicHEcJc6GZ+Cp/39QRZN2L9a3Cxu+xKkpE1bFBbKTpQsqeD3g9XEmpUhMuTNiiERdhqQQoL28vjubnzfqI9VUIIk2JlnIeLL5E5ej3do33cOugAZebsEP3xHG9++0HMTc3Q1QxD07hDeb77eB+fy3ybbPkkrlfiSb0NU3QyWEqwb85h2JtjUgwwnHu0zkf3vCJfyuxl5Pnt9B402JbyaA1lGS4n+O5YlLLnkdFzTMkRNIp5d/gK2vjOc5xaMesc56liE5GQJHTXelAK/cO9fPAFj1J1hFqfoFrxvKd8J/PyEppYTVyIgleBlFFa4tew1tiBRYismGXGOYbjFTECme2SKFAQuWDeyXqPoLCVJm62o/HQWuEF9JaqdjmW1+zLORhIJIKYtIK/OQyLk4w6eylVp1DKrisZ1r9/2SCOx2D2+wwHxfr1/jlnhF4SmLu0+7zjzHEi9wifVKOkZLdfu4MkpyeYL59E1ZuewqUe62sGQT3Q6eWYVyNIXWNAaLgiMt+L8ZouphdCDLDM3dZab1iVEb1OIYSBEJIQMSSCoj1F48KutYPneXV1olObO72eFkBR1433XxFklS6Ws+LzqrfK29mRTnIsZ+O5Oa4sWopAyjhN8U3M5V/h8hq7P6+lDNEV30mIGCOl5yh7hUC16dzH6ndK91BUA8PoKYxsiE/P+lx9pV1iZgtvPH4nu9oNPnbnMbSC8eEUnz4umMnvrRcJv1L+JvPyVgBGSs9SsWc4tZeRYqTwDN+JjqFLHuG5NJaIUlYZsuWTgVqcgeMV60XKesXG+KV+1s/v+BpNrjTIIWOGP97zEX7nb8YYyyb5xLEe9mX/goX7urCuLRi5r4cu2heiUNygJbmDbfJOPtjTzKZEBU8LJisd/HByG/urk4zq/WTcQTzt4qkqrrdAVxUiRNRqISaaKeqZeu1jxcsxa8xTFPNMOQdx3BIqeB5qReSuV/H7etXU7QKcLZimVCmgzHIO53v5zAWNxvXyTGWfoy6VUqcGXaX1riqEXGZPaGyAeabrfz7qa/6x9KJn9crAa536dXPDzxHgp/Cliq/irFiOR7m8py8DDr1LlVmRperMLfmuQPp30acv1YNyqSl1EoSJlCEEgZGHi9Bu4KysttEtSUbXcX2ymbUxeDD35BVCvVtYmIUI05Hcyd3WXfxLeQTHneVy21C1VsRpJqyj9d/5m8+5GnCLDaWaYeQAFXuynpnLAl82XuJfS50cz/806+KCkaLm4eKnFyn3VO0pBtSjAEGWZzkHQ2O782RKNWqmCo5t+9mBYP4qVYvMyYvWd+jSQaFUGVtV+Mfpz7Dn8XcxyDPMFg4uU5ujF33ucpubFx4CISwMI+FTtLQ4xzXF32s607v5je638a41M2y7fxQANVvFmfZ4w6FWnpzq4h+GDQ66j2C7+YBSBzXJYa0VIemr4tleof73ip1hOjqA7RUoVifxvBKnysIv54xceY7HuSNwquuvr0oFrza09urr9qnqWzV1QQJhhsZ5udz9OJ979HplslwarIT6NbvkV38lhHgB+K+rM6SruIqruIqruIqruIqruIqreLW40t2qlVC/bmp4KfEzLCvJxLyuITCxrBa0Vjhuhto0kdKPDmutFjWIiobaEUhcXWWMw6epd1ialVmtqXemlOjlwXMUwsQyEvX6BaUUGjNQVFnVIyMQbDbuIG4KDmcVU/mXuTIiZzVpRUks3E0/N3Bds8k+714OZP65oTD1cohga7R2yetpKiLq00zqdJJXkzVbWnzrLTpTz8uRL+X5P87fYxlxHK+I7cwu+QYX180Gkbwz0LW0W8+YLKgfBRpF2kVrsx7JFlzaXkAXBzXaBJSqIzzn/GOwzp3tXl7qubj6MIwk6dgGms0+hvJP4KkKWpVZ2TwXmGYznYkb+L2eO/jox6cQfZ3osVnKT85QmAmRaPPYcuMcrUdLHMr18vJ4EcfN1bN7jc++px2qFKh6+Xom0fGKlNxZXFX257R2Wb5B6usBZ8roXuri/tcDauyShTrVBYiARm8G4im+nbVQz3oh5+uVdY+1vjxst/PBShyOv2z42QUGgX+zKqN5TcBPwVtWC5sS91Akw3D2cZQqIxDEwt2kw+sAyFaHKFUnAegP306JHGWdoeTMcO5Gy4VWAqpR1sSS3zXiUhi0tX4+kkjIry9wysV6IfICNaiGVRifMOkQaYYLLq94A3U1ncsdtaZqppGgM7qdNTJFb8zj5zo38t9Ka6m6GbR2G0QaLrURopitHEUIieMVFoz8VW+0pbGdaWxnuv76VHispDixNi8XO4E+dTFkprBd5RuLdSdsJc/xpaZeXgh4KFW61IO4LCBljA+0/Ad2tvpKRg+qLgbUc8wW9p2hyaVAiLC/DlrtvCP+IT7Ur3ng41lEVyd6eIonPhnlc4Obmam4bG2y+Jn+GUKmS6y+69ec5Noz5VO/NB4uFRy3WKfYKG3jeEVcr+yvEecVo73S1OoWmvudeq7LdSm/UgMN/lxa2vhzufctxqW8l0ttkcZ7JdFaIYXENBJ1IRUpQrhebpln6nIIzF3FmbAS6tebL8ZAXjvw+ZHpaB/rdS+zuokJ4yVsbftdsMPrudO6leawZFw6vBzZD8B15jqec/ehtIvt5DlTAVhNmo+GTrhnlig+l4dwoRCNoDlVY+E6pxheFwINxwyOc7buxj6XOo4pw+SBxZuEZEFsYGURyYVGXGd6v/8+KUPY2mOPd4zR0gvnEaVZrhBvOVGEC2mQ1q6tJGI10682YxqCWVtyX+8UL8/9LE84LzJV2o+ryrheKVCrWa3xrGC8WlGqjiOEDDISwTUSFjREh2oGm9bukjqPpRnIc8FKzvHM79F4iGDjXJiPMqhFiJGO9lG0oyjlUrYnEbqx8Fiz/PVulOa8HJzJKwkGQlin/lq7yzzDF8twEdzf9B/51M8cx2wymN8v6Qyv4/Hpd/Pp8uBpmoD6BfPb5d1YGFzflOBP3n+U8Ds2gZtk4q8HeWJoDf/lxGGGCk/iaZtwKc3Lcz/F+kSY/fkcriotKnhHSIRWdZEHgYFbywYG2U3bzQeNHD3Oz0lpFAq43A1Do85+8BtjNijPCblkv70YXcpXy0kwsMxm1iZ3M5x7HM8rcmphOvjNV/3GnIvrk1a2vy43ZoGJYaYwRAjbnT+HHlJimUzKgpy9L+7g1wUmIz1UnDlMI0rc6iRbGcRxC4vFSxY9/5f7vDw/vB6oX79xpr9rrf/7hRvO5YRG5YiV9m8QwYNiEpXN5HSFqqgSttJ4qoKUIQxhETcF7RFBcyhEe2UnhoCKp8EFTzsLBY7Lfr+BkBGkDGEZMSJWC5aMYqsiFXuuHsH1VCVQbFErpFcsPkptMa6lUevNFXXlPKNpp4NRN9wMEcI0okhpUqyMBpH9paodC5udq6tYxBb/TUj/zskQWqtljO3FZwqS9tRNNBt9VHSOkdyTp/2MbxD7XZsH5QDDxacD0YOVLG4GhhGvNx70jy7RKIzaWIO+EapB/WnB+F7p/Vsum1QzEnz50YjZRJsVoeC6fHuswvs3OPzXnTM8OHgzfztVpuxlcLwihfLJBsN/qRz0aqnNNUbGQOvqKU21FuajIhHtY0PodhI6yZQcYyD3A582Ux/3pVyeddDozX9Vu35ShohYzWzgJmYjkxT0FBqPij3jU8AaU/RLAgRCRoiG2lHaQSkX253nVMWx80HgANUDBQsN6s4WNFjuu867KeSqwD83y2rBDIxPpR1MI1pXrHLcYmC8BKIH2kapyiIRhQs+KhGhLbmDz/3cAJFbu/AG55CGYnfHLFK08uVcD5lClgVFLgspI/Sm7uQP+27k3TsGCKcVkW0JRE8venCKJz4d5w/2t7CfR5nKvRhEycF1M3zH+TvMYsxfZ7zSkmBTTZ7YJCJT/jVoCA5oZftd44M9xcfK54MQ4WBNdk+zrl9OEMTCPcRCrfVnoOLOU3WyQaTexFWlwKj374sQEpR9AZ7D5cdTu/f+nKw9U2crEj8bDDrTu7k3cg83tAj+XGWYzr/SIKccGP/CwjJT9CZuo0V1MS6OUXAnyZUGz7K/+sc41YYSWGYrOxL3sy3USXNYciJf5eH83y3jKJ16LWoZ6cbzF1ohZMinfCHr0tjt1hZKZgaJwXq9jVx0CzOcJGePUHWyKO36SnX6Sjflz47Xg+rXLuAbwev3As8CR1drUOePM0V8lz4wnOG9Cwur/0riqdJpIgiLqVH16JMucUK8hKcdQkYcz2pGCElVFXihPMZIqYW2cJikJYmbgpKrqSkD6WUfGH9MrYlrSZlriZKiR3VzbVOMuAl5B2YqHp6GiCGYqFQ5wF7y7gTzxSNnoBCcBg31AFL4C4DSdqA71ji+803n+9fNNJKEzDTJyBrCIklStJNSTZyw9pCrDFOxp5Y1lgFfWlNWMGQIT5l1XqoUJmErjeMWqdqV00RL/IhZLNzJr3e9k90tJeKmy98e3cVX5j9HOegmvNCt2aItuYOSPYMQkin7oN95eQU1MQITIUP+dQychVi4g7XGDtK6mbVWAkdpHK2wlRfEgjTH5AGmSvtwvNJpIqvLXdOlDkWN8uU7t1KYmDKMKQUzOs+IOMRzE7fyli3DvMvO8NDktRwXz+OJasDxrUmQGnVlOp+jvlzGaqVzwd94F0d0g41Hq3rmx3996rw1ZIxoqJWI2cRfbngr794xQCg+w+iJdv5476/ygj3AcPV5Kk4maHRXaqgHu9j0EwUYwfkR3PtO1oZv5D3trXi6leHiNr4v0kzJAzhuMcgO+dFtQ4Z940j6n0+F19LFFiQCB5usmCbnjpHJ73sVRpK/tkRDnURCzYRkgoI9jhQmtpv3o52LejYtl6layACJ4HyFkOccJGkc0+LvPn8IDAwjQTraR5e8BgCJZJvVQ8qSNIcFnvaDRXMVxbzjcEIMMusNMJ17/lUffzGM+vP477o+zu9cP0nkvjU43zvM+Msxnhrr5NrmLL2xMjcZb+UxcwStXcJmM92xnWzVW/nsO8Zo+t129PpdICXMzOA9+BgnHonwKwemOVD4+rJOlufl8Lz8kvH461GNz28ZCWKkKZFd9HmNDgxxfY7Xww9EXZ/+ACWRJ+uNMlN4Jfiuy9FZ8XvQ7I48QDpY7yrKZTo0z2x4BICUbicnphnLP49GYRl+sMx2cw0O4JmM3nNjOAhh0d90L92qj/3eoxQqYwBBdiu4R/UMz8qCZkIYtCdv5A/X3cMbWrIMFOLs5A6eCE9RLJ9EGjEMGUFrRTq6jvXGG/jJjm56oy6T1Q7Gy4IHs88yNP+DMzaxrO0bfq2IjZQR4uFufm/dB/jVtx8hfHMEkYyiTs7wy3/+H3kw93Uyhf00OjV+FrSRWlebr25wDImQPpVWCsuvCw76BXWoNcAasiJDTIS4o6WH2cpaDugsA6FXKLrT5MtDKK+mGHqmbPZVXCqsxFHpAW7SWucBhBB/ADyktf7Z1RzYuaNRCrjxZz8S3pG6kVa5nmnvGJnS8SB9ySm8TN+ojLAufRc9ahMZOUuBWWbKhynb00siCLUMhx8RrxUYamWTrQziBQW00VArUasZT7sUnUlOMM1JGSZqN7GlehNrw3FcpVF4eKp6xn4KW+Xt3NPaQtyENRGPnS0zmIaiZFs4ShK3HNZvnsMpGPzDnlt4asrlW9Upqs4kKzV0YcHIlcEmZsgQyqtF2JYaKudi/C1EzIUwiEe6SVhdNIk1ADSrVvrCSRLV2xmNjXFCP0bVmQkMWLNuxAF4ysZRZSwzjtIupoximTHCRgpLxijKaWw3FxSlNhqp/mbUkdzJDm7hxqYK29dM07Zbs4s5+j758/z99LcpVqeouhli4U56wzdzc2gjzxvHmfFOkKsMLxJDONP5RsJdtEQ3s15fR4uMEzMM1idNbm5xaAk5dMcz9XebhodpKPKVMN8c2c0XppuZcA+SKRRWEN2VdWqLCDJiQJB9S2BInyIlsSi6HiVRIG+P8aVBwTXpFFrDzmQLA3kLT9lLGhBKwmYzUpq+A1ArqNU1R84IIn72MlznxWl600iTjK7DU1WqTpa2+DY26xsYkIf8zV+7PsVAlZY4gr4Tloz2cJvxdm5pj/Chj8/C9bsA2AR86uvPc/yJJN8c/gAH5hVlV/G8t5+Tuccagg01XKweRLKe4QuZKTaEbufmSC+7W0o0hWwcJWkbu5FnZjehQpq0jBAxJCFDYArBULnEhPRr2dbrtWxMRUiYEDeh6PZxsuDx5coEVWfiPMbmGy2pWD/XmG+iS6bpjFrsZYaSKDBpHiFXAdcr1TO9Z3LOa/NAipDvbms3yIidy7VecGQvCL1NSOKRbt4du5e+hEQDnRHNjU15YpZLe7qAZXkoLcjlI0wW4nxv8hqemO7h++x5lcdfHMiqdYq/NfZB/ubXTmK8eTv68BDPPNbNc5k4j07Y/KKRpCtS4e6OFKWpD+Lisi3Szu/tnKL/nknELz2ASiQRkxPIsQnUEwf47Od6+OLJCvty/3iWWoOl9BuBaSSCYI9NKtJLSEcpiewynzzXIJVBNNzNXZGf5mObTPZk+jg4v5XvRebJl08GVMfLq5GnEBaWkeLm5hQdETCEJueEOJwNM+80E5EG/akQZXc9h9Q1KDQFUSQrppkov0xZ12rOGrLip1yjldGlpIxjGjE64jv4vd7raQ+7PDP3Pg5k/OdvUE1zwn2aqjPvO0n1bMuZMxIhq5W+xJ386YYtvHXHCeano3x1pJmUKVkndzOgqvTGbqVZtdNEnLeviXJ9ukxfeoKyY7HBtnCVpCu6iz9yRsiXhwIHeLm5ULMfTCLWWj7Q9G+4t9vhff87htr+Id/t9VzIF/jr0vfo+fT9/OHAGK47j0YjhEUi2kvMaqPszFG2Z+t9p5Ty9x4pQ4TNNOlIL5aI4egSRWcaIQyiWMQNC+0pPBQpC1rDEDGbkNnrGbUGKVYmULz26+WuZJdrJY5KJ9BoIdnB7y5DNKQCERBQdXpSt/Ofe3bTGXHZk9nM12cHOFb+IZ6yA0Wf2oQP05q4jrVyB7/cs4a+WJUTxX72zG3gx6QY0s9QqhZpjBxKI4YpY2gUjjNHTY3Cj7b7i5UUJlY4ikZhO3k8bfuKRkhK0TlGnS10q14cUaZiZ+oKQYuh0drhoHqc3c59dEY0SdOj6FgUyxYCTXeiSFtzkdjNabA9th6xOZYLYZXiVJ2VKyUtbEgyKK5UQURk6abSGHlYCRbXohhGgqjZSkSk0Cg/iicV3V6CtdEocbuPSvwNTFcP4XplBIafRVE1J9O/3zGrDVNGCRspIjJFjDQFPYsMHBs/k7bYiQ2ZKfrYQWsowj+e0HxluJf7hh3e+9s2v/+RQVL/950cziqOlvLc1Zbm5mabllAJeWIjL1RMMuo4K+VaN0c3sEZvYWeymTUxQdrS9MaqtIX9+1ywQ/R3zRFpdgh3GaiKojpV5Jpskv6pXkpmlgyHOLNhsCAy4GfBTJD+/4YMEbaa6nQejWLeq5CXs1ScDI/Ib3HL+E+wOWHTFBK0yj5KYprGCJaUIWKhViJGMxUzTaE6gasqeF4By2wiEVnDRnkLU/Iko7mnT3EK6pkwIdmUeju7QptxFBRdl9/e5nDD1nF+tO8Gfv1YmBn7iM+H1zaLAw4+DbHV3MC2dITbWkvo6SL623tQZQ/rhi7Md+9k621Z+h85ytDLScqOxf7MdfzRYIzh6vOUqpPBvKnN6XOh1Z0/BH7ULxHuol920xqR7M1GEUTpjzt85Joxdk21EZGKzmgRpQVSaDwteW4uxd65DWSqHhXlUXY1cVPQGVE4CjQG8XLXCoMRi0clhIFppOgMXce14Vbao5J1MQ20MVpKkpWTOKEyripjO3l/nXNzSBnClH4kWWkXT1WCDFCEdLSPqGymrDJkikfxvALn1ow1iJiigt5IryYLJhAihNIu+8vTzFabCElJvN3CVhLTM5BSE0m5CFMTirq4ngEkKVA+S+3Bmda+U89XCItkdB1Js4u/2qkw7tkBjsP3/jrKg0NhBkoF9vM0W2fexts6PX56wwTv6I7SGrdZf/8U+l13QjyOyGTgcw/x3c+1cbQQ5smpNfxr6Us+XfZcO2YH2d2E2YmjS6zjesI6TL4exT7buZ/+3kgZ5Td7/i0f332CUMrF2NNH3AwzO/FOflz9B9/QvKysJ3+uWGackISkqZACyp6g7Ho42iMtLdbGNC2WYndrnLvWTHNwtpUX59fwjekOhkIvU7SnqDizC4Ge+jp2Jid/IYAnZZhktI/t5j30htK8ey3cv+sEABsHmqj0mqSjFUrVEN8df4BDWXisfJDhku+0nImOJUSYD7d9lP+0Y5pNP1ug/KRi71Qbz82U6IxEuEVsZJtcz8/0a3piZTqSGbqvH0XZ8MxT3fxoOoEU0BFW3NRUIcAuQgAAIABJREFU4t2zP8ET1osMZR89jTiGwhAhIqFmHkj+JP/93ceI39eH6u9DPvMC6sAw3mQFsyeO6E7wM5vG+cT0DUzkX0CjiFitvC3yfnoSFifzNs+FnsRVVfLVUewgoGUZMWKhNlrpw9JhLG2RD81TpYSnFHHTYM4zmKfAaClGe0SQMCGMSXgRdfzMc+PUa3rlqGhpQL3GVb8+AzwrhPhq8Pp+4B9Xb0gXCEISMpuIhTv4w75dvO/WY0gDNh9qwdP9fDVTZbT6Io6bQwiTsNXETZH7eWBNM9tTFW679jjlvIU52sGcHSNnb2LSOkSp2lC0FUSqLTOO59ksLEGqgYcrsd0cZRlGSjOIBFR8o18r8uUhbCePHSuRr47heDlOX5ztkSkc4FNekdh8G3HZRogoHi4CSbNqp010c+feCCGpOTCvOVzKolQjr/hsUIt/ro1XnEvn7KVoLHw2qC3apozgK8xUyXsTVL0cORkmZES5VnYTNw222NewztpI2aoyJyeZsg9iuyaespHSRCKJyzYSsoO0bieqIggkOTG1iHPeaHD4UcQoGTlNwc0xYu9BlVwerVzL5k+sYesvpPn4LwziTtq4JYhuzkLYoPBCmTsLG8iP9nDwHPisE7k9TMl97Kv4NUVhI0Wn2EizbsZFURAF1r7cTdqy6EsaxE2oeHB43uWoOMa8MxRE6M6+q/uUIf9nGfB1pbD8glDtoZRDyZ1lyDpOzh3D9UpkSyf4ytgcb2ptJW7CVrEOHVYcsadRqoIQJunYBnqMnaR0kqwxz0wsTdnLULZn2Bn5CXYmW3hLp4urWvnfJzZxUD1OrjwURNQXrpUhI7zB2kxP3CAk4dqU4rb7Z5Fr2njD/ASbj24hb0xgu3n/XOr3TdaVWyzCSAETlTCP/0sLP5hKMFpUvL3b4yc/tB+5JoV1bRMb1ztgOmxX01z7pVa+PPRBPjP7NAXP7x9dtmeoVCdW2VbynX7f6PZ/U/QcjucEL87ZlHFYF0qyMRXmbTeeJNQhEJagOqpwqwKtIRGygTaO5U1+mJ3gxdJJdEkRz7SS0E1URZlSdepMgzgtpIwQMpP0qF4ipkBpP4oMAg9NRWWJmk14Oo4UwfqlXeLhTtZbuxEYOKJKRg8TFc30qn5uaUlR8WC44PCDaJlcaTDIvq3UKVRLsnlw/pQ9jdY2xcooL9oP1p+JH9pddE9eR5NqZkOkh5awgSnAlDBTUfyoso9xe+8Z1uLTQS75ecHZN2SEdeaNbLN62H73IOrpEoMPGfzO4SoT+gi2V6RUneJRMU57pJvbdw6z6b5W6OhBdXUiR8ZgdIoTnyrw0afSPFX5Ao5X8uvaVixlfOp4E2Yntxm3YElB2BAUHEXea8KQETyvpvAFp99DljfiWuJb+O27jpK4PcXxL2sGiyE8DduSSV5wOgPHavVqgM4NCywMxy3yzbkBmmdb8PAYlyeZtY8BkBBdlCZ2sykV5qNbpuh/ADr3nKTzYCcZu5u98wkmohMM6B/jeCUEEtdrEAJZ6rwGtOBoyI/9Nkc20Ke38dubE7z15kHM5Cza1eRHLOZzUYTQbN48Q3itRLaE2XjsKBPHEtw2spWHRjfzjPcso9kn6rVJPhbuTchs4g9vHabzgSQiZPL9F/r4ypDFCXmUXYntvLmjxI6eSVpuMdC2h3Y17ozm5MEm/u+JGC9WThLRMbqNNA/0RtiYMpif2c6k9TLl6nKOiiQabqPLupaf7HWIbg1DsULuN7/F7/5wA0+VHEqiyE7Zx/93yzTZcpRuvYk58xieqtIW3cq7egyaLJuTcQsmbmdK5HlFziCCZ82QYT8gh4VC4QgHgcTAYkyO0uRuxMFlXk5zLJ9iphIiaUkyIkdOTy2xa5YvBVj8/1VcbKxE9euPhRDfBt4Y/OoXtdYvru6wzheLo1jpaB+3m2/mvdcPMD2cYLYQY6oSYV1McV12I+VwDoHkJuud3NKS4jdvHqD5DTmQguoJzdhAmn3ZKHtmHSSCkBFfOFS9HsLyjUFpBgXo/mbRuLhrVaHizPp1HsquOykajfJKVLRirnqcsj0bcLpPvyFr7VAoDVBgoIHLHwwpoGn9oJzyi9KFietVqLqZ037fkm9n6aazwE0+Haf4XI2HxfzSijtPwZvA8Yr1QsWRyEu06ibSRpitqSi7WiwgxrNz7XwtVyAnxnDcop81AKKkCOsovaINIX1DUOGgVOA61guSdf2165UZKT2Hp6rY7hwgKZSHef8LD/Cv4Rjrfm0dRlOKUDwGnouYzmAdPkxEKiwpz8Fp0yhVRqkyrpulXB1HIJiSe4KicL9gfp8IgZCY2YjvWEifM151s76juKJeEwH9UIMnVD0j4QsrOHU6lxCSqpMN+s+UAXjF/g7R2ft4X0+CTWkLK99PKHE/UR2lQyZJWAZS+AV5LW6UVq+FsrSpRqvc09rKuphiSzpHb/c8ffF2vjd5H1+cOcSkc6gejfe0jWXEkQLyjqY1LOhPlLCHqhSfm+fHJ3sIC40lY8FY7SVGkl/wW9CzDOT6ydkGU+Uw368+SNme5aHSFuzP3c3N7bNsuDmLuaUJEY9APMKOX8xz7fHj3PTQTXx7zOJwMcfx6MuM2VOrHtXV2kMpGyEkRXuKveHHiXhpZqtH8VSVV9w0LUffz8fDNvFMldHpNE/NNJG2FCnLZXM6x8Z4hfFylAHnKYrVyfr3SRFCaTsoQj33E5EiRNhKY2FwIl+mQIWi28xAscS0yOCoMkmjC084VEUetEvYTBO32rk9sY7r0hAxNEV3A60hj754mf7WYV6eaGdvNsLhqRtwQkVsNx/QOVZ0xVZU+7VSaO2gtbOoN1XVmSYjDiGEybPFSH0tqdFKXK8QZLbPNOLlIqzBPAVOzaiY9MtutjcbFI7BF768hn8ZKbCv8E/BeuJ/7oj9Ix4efxfvPd7M5r0jiNA47uQenn6imxcycf7XxAGGco82GKOvbgLHRDNvWyNpCbnM2SbPzxqki01YZgKlXUQ98NZ4rNpecTolL8lu461YySFmv1viT/b2MVjO02nF2JgyWRfezVHne9inROEvhTpYA+VZ+wIVh4sPB0XZbpAdDgKLcpgfRSc4ntvJ27K9dD4+wvBoKyOlqF8fKixaVDvjVouvLsWC9PjS+h4hQvQ33Uu/2sxtbQnaw5oPv+E46Te58NZrwNmAmJim/IVXeOjIOiYqBi0hxY3VMNHjDrGwQzJhkYhXua1zFle30T1/O5+xRyhWx4Mzk4sotF2JnWgtsF+cYc9z3fz5kSJH9DN42qE5dB2bWjO0vicFFQfnUI7pYzGeGFnHY1MG3y4/Qr4yhmlEOKFTyOG3krAEFe1iyDCLbQf/miaivbwp9B7WJUL0p2bIPOsx+pDLb+zp4LHC/wwoxIqTxmPEX/hVbmwVmMxhGhGEkGzTO2gLuVhScV2qQsaOMlRo5oDrU0tFwPpQ2qUkc37GlwqOLuNph7I7S8RKYMsyVV3gqDhC2I0RceKMqFco2lOoRfvMqX1ZfCwEqGv38qx9tC4zXFbJy3PEShs3xoCc1vrTQoh2IUS/1nrgbB8SQgwCefxQj6u1vrnhb78J/AXQrrWeWeazPw/8XvDyj7TWZ8niLObPCmFys7ybD64XeFWDzx5dw1RZU/E0fQnJlrTEm99Ja/pmfv/mMbrfmMHYvRk9ME7p6QwPPrWRw3mDfZkKz+sfs5ldpOVapoSxsPBo5avv6NplbIymLSyyGg/llViQNWxwYpCgKpSr03iqxEqan9UfjiUzz7fDBWUvzyK531Oik2e7jo1Qi9yWc8dyfVh86o2rKnhVO1Bp8tO4WpjYXhEtNemQwa2tLu/ZfQIjCm/Y38T+Z7dzzJJkGUEpB0+7SC1J6DhRy8AIDhfRaSpGLqhp8Y/t1234BkGdc79ImlBycP6rvO+Jn+Vvcnm29p8gcY2BM+VQGLV46MhGfjgh2O+cDAyLlV4Pj8ZFXANaLS7w9zmyIrizC4viuclA64Vz0ZqaepQnJMpZnBFzRc0Q899fqo7zivU471Lv4E3tFbJNJnl3DdvTBbpSM8yXojw21cR4WTBdFjRhEjESGALWxRRJU1GwQ3iO5KY7Jll/JEPowDU8NtnHDPMc5lEqtu8wn6wU8CoebTJBykrxre+k2Z9xOOnNkBMZyl7GNxTrYgYNz4t2mbdP8kI4DCWYrh6iUBpA4zGZneO3Bjy2Duxm5+HN9Cc0SVNze8csW3/Kw7y1j/uSY2x7OMInjnTgzV/HuHjuIkR1a/VrPiXUdv0AiRf0hqnaU/yD+xkKL34YQ8C+0iwD+rskjS5aVBdva+0kacGBjEOhMrqoIHphtTi/bahG65wUcwx5e6jYGWblLSipqFLwVeJIUCQTKGM5QXDGoOxqtqUqrEkUiIYcYjEbw9Tkc2H25SJMVaBTdTAT7qIkTQpeYRF3/8xofGbOpxZu8VkufGfDb7VC6ypK1fogvVoJ2KWZh8Wfl8IkLCVKw98+t5FPTD/LWPH5hvvp15iV7Vn2W0/z3PRbGPxaksmqxQ8nBI9Uf0S2MkypMnxBDSSbEnd2ztLVnWVgqJXBYjPpcoR4qAOlfFqfJ1xOFbbwz2+BWlv7u0DKMLd3RPjh0+v49niYf8l9CU/ZNIsNNFdvZxO9TEX7mHamG66TIBZeR0fsOgwsTsw/3FBvs8q9sWrfHNR4+D2UTnWYtCpSqIwyohVfG9nE4cJGMrZgtqIZLFQYYwZHVknJNX6R9rJBJl+84o2pj/Gp3WXW3zGF+ZZWdEsTuncXyjSRw8Poh5+lvL/Il57cyN8MTVESBTbTx2g5zXRFM1V26U9adEU1O1I+5a8pJLjeupe58DSb6SNqGhxyxtlf+AYaxXX6er51PMT8IcnfTj7PcOFxlLIxZIQnp1yarS7uf2SAl4938eJ8J4ez8FRxiGFvL9nSiSBAYlISkzyRMEnrtZREBtcrLzpDKeMko718sOn93Nyq2ZbK07chw4/29vLYdITHCn+1qK7F9fI8XPk+1ak3k5HTCCGxzDj9iQjHiz797q2dWTYmQhRdA1GsKRK6AS1c4uHg4VDyZqm48z61380zYR7BJExV5XyFxcAeKlWnFmyPU/baJc0kRU01M7D16tLGyzXmvgyhX+OqX0KI38dX/toKfBqwgM8Bd6zwGG9e6ogIIXqBtwNDpzlmC1A7rgZeEEJ8Q2t9ltTAYm9+XTxMk1Xh64f6+PzMAYp6lrBIsKV8DW/tjnBja4j3rs3QeX0FldFUPn+Qrz/Xz8PjLfyg+iQx0UyJDIXqBHPRacI6iiFjgUPhw1WVuirPglF86ozQ6GChX+o0+M7KqYXD54uFTVkjGjaX852lr3Z2L91klH+NtKrLX9aiVbXMhxCSiLCIW4KWkMPUUBIhNCHT47p0gly2j6pRoKSm/YJsUUZqgdYaW/lLTFK3YBslcmKImpMiRSjg0pvBArU0IumhteLF7Of4iZdvpG3fBq59qJd5t0pG5Bjjx9hegZI9e5o6orNdhzO9XjwO/9X5bM61611zMGtZPnuRw6o1izZQpapkSsfZn9G8tzdLd2+O2LYwsqcJoi24L44y9K04eSfEhIawIWgOC1rDus7jfmk+wWQlzNvSJ0mvrfKe7AyOauNwNsS02MiE8xIAQ/Io884QYZKMjm/nqPM4parfXDEWbsdxSw19UxrcZGWjhaJUnWTcK+J6lSBK7wZn7jKZfZZpuZenS4l6pnPD8N38WbaHW9YPk97i0ZxWxE1IiihShlCrrkqp68+/bwhVWRzIgFJ1iC/OfgpDhrHdLJ6qMCP2MyQjnNQbWSOvY1wfPO/MyWnHpV0cr8iofKVuiAyL52iKrEcgiRrNSC2p6ByOV0QgsSw/s/xk9RDTBzfQHmljQ1LSE/WoKsHxguTZTBYPj6IoIbRBTe3O7458LnO59v9q0C5ebXZ4pd/rw5BhoqZksqzZk59jtPA07qIiZA+0wFMlsuWTfGNE4SrJYY5yovAojjPHhe+do8g6IwzmttOcKjFXDTNeUkypHHGzAxVRVJ0sZds+/f4kTN+F1LU5LQlbLaQszSePSZ5Vj5EvnwQUtptnVNxMfzLMbPY2Znix/vxaZit/tunnuHftFPGIzf0/+jAv5v8ZpSoYMkYs3InjFQO65oVWDFtOCXS56+yzIGw3z1OlQY4X28mIHCWRwxE+hRmg3di0YNQugkFTYhu7jHv55kfHMP/z+9HxOJ5hglLIoUHkwDAn/nKSvzu0lmM5m2fVj5nKvwxCMhPbzNHZDYzaL1GsThIpNRMPdXDb5N1EDI0hPDZHU8TMNHd1uLSHK+Tddj5x9N+S1RX6E2G+OlzhFZ5nLPtUfQ90PYfH7Ic5NrSDH09t4JnqcWbVYL2A3VMVdL2vjsLTNpnScQrGRMBKmK+focDkHalf5mf7Td7/wAAyYSLiIVTG4vHvR/ja/IFl1jFFvjLGUTFFiXksGSVudtAeETwx6TDjldieimIKcBosbq39sQghsQj756KrfgZXVVCqQr46imlE6mpgtc+5tUzZKZB1inpNvnzxz1AznZdK518FCCHeAfxPwAA+pbX+s9O87yeBLwO7tNbPn+k7V5JReQC4EdgDoLUeE0Ikz2Xgy+B/AP8J+Ppp/n4v8D2t9RyAEOJ7wDuAL67s63XAyYdXchH+eWyKk6XH8bSNKSOouMf7zJu4Nlll08YZJvbGOD7bxNdG43w59yhzpWPY7jxhq4WQmURph6yeoEmsIWw1U6pWApqV9PnB2Ai1mIa1dDyn/ry46Z9vwFzoWX+6dOYlhFYgao6bb+zXuh8D+Fr+BgVdpeiEmKiEODHcia0EmxNVDAFNJCjKXipyHsctklMTdLEWIfzOJCCI6Bgx2UzISFINFiPTiNWdIc+rORqnGitaV5nMPsuUeIGDIkTdmWqgrZ07d/18cL4G2uINwP/V2bIzCs/N8d3KE2wfvpN7PYNttyvU2Dwq5zD8TIy92RCH5z3G7CIWBq6KkrIko2WBo+BEzi/Wb7LWsKFlnnS8wva0TdgIcWy8n/nQSbRW5NwxCuURCkKSlSepOjP1OVARZl2K99Sz0ggUnirh2aeTC/c7ntuqXP/Ugeo/80tHdnHniTdx/1FJxFCcLHhMMHuO2cZXgxol6HR0Fh0Uwy9EcX26Upnp/F7m5OFAdevCzjulbCpOJmjm59Mwqm4WV1eIymbiNFOlTNXNoZSNacSImE0AjJSeY0y+SMhL0lbdRK9aRxWXSTlCRg0Cfk1a1c3VqZ2vT4h6P46yq5ioOBzyfhw4KUuyPHigbGx3nsfshynaU2ctkH410NojXxnhwaEQr+T6eHba4XH3+5ScGUwZJWTEUaZLxTm9qVAz4GpGm2HESUV6ydiC59VzzBQPNRjEOY4ywFZ5DT2hJAizHky7Lf4z/MpvzcCuHRCyeORPHuOdX/0wk3KILfoa3tgRparg87N7Gch+H60qFyiz1LjOruwau16JYfdFhoFy1Y/Dhq00tpv3JchjrZhGxO/RUYckGdvA3295Lw/cP4z89/cjDx2GfAk9OIWaLbPvkRQ/nmzhz0aPM5H/kk9Laqh3nSseJiOOBwEaj6Kbo1Qd5weRObrCO+hRvdzQlGRtTLOzbY621iLJbfDGw5rB0RYem4LPz3+bQnlkiTqcYq54iHk5yJFyjIo9w+mUy8SSXm1K2Q2BO0Ei1s8XHxgm+b4+SG/Fe/wI9mCOZ59fw1cyBziRe4Tl1jFXlcmLOZp1N2EzwXrVz/Vpm6/MDjPL/8/emwdZlt31nZ9z7vKWfLlV1l7Ve6tbUkugpSVhVjGswRrDeGKEPYvNMHjGeIzHwxCGYJgICBzGjAmbCGZA9oCZAAVgMwYhQCsICdSSepG6S9Xd6q6uruqqXCr3fOvdzjnzx7n3vZuvMrNyeZn1Xtb9RHTXey/fctdzzm/7/q7zwsZ/xkzJUI/S/lTYPmQATqp2mRASq5ZtWJyKFoXJRjfio/KS21n95KYsl965ylLp7V5laqi9+rnNhstwsznf6PAQdqD7NeA7gJvA02mQ4cW+940DPwF8YTffuxtDJTLGGCFsKagQYuxOH8hhgI+nn/0NY8wHhRA/CMwaY54XYttF2AXgRu75zfS1TQghfgz4se2+5NVWg2sth8vBR20dgtFoGbAavkYjeTeTfszSXI3/68VzXN7o8FT8H2h0btjceKMI4/VumkMrWcLzKlS8aVtvkl642gTphQ5CltlcJ7OTodALm9tnw9AY7SDsZqBPU93SyFLPG5G9rruh3GVvETpwYn2Sr6y3aRHx/pNT+BIuVCrQOc88l1E6pBXfYqW0zHlqCCFwBNSoEJoJqv4MSbpolcLDEekgu6OijfVaGqPYrBEv2Hvzu4NyUG+y/fzmgTifR997n0ExX/8Cv2xiPjH/t/jxumQ+OMlaLHlqMeKSeZ6mtkXbnqiy3nkUT57mViemoUNe5Gki3SR65Xt4z6kLPDndwhOGmmuoUWHcO2+lI6PFdNFtjaPMO2pwbE68kWnKYr/3ePM1s/M5yCcs2kjLf5KX+IJ6Hw+aJ3hdXKIRze3QXPUwuNNU0b+/aWTNKBJ1SCkGqViGhu6EnU3gPlVqeoKb4mUrbpBuf8WZJtAbBKliYidaIvIbLIhLNsqlO7kIis5N7tn+H0zF6+juvUEiiVWLZ9RlWmaFjfYVtvPYGxRGd1hpvkhPAv2w9tnegx9pf4xPBdMstr9im9iaBCF9nFTRUu/qPrFzn+9OcFI+zOsNzXL7JeJkvbv9xsTMhc8z13qT/YT0USpGCI/vOjOJGGvA4jLm5AnG/+nX8ZdnnqIzP874u5aRT1yEZsAP/uv7+cHn38di61Kq2jmIuXNvx1ebiGbnphVs0QEImR6nCISkrVYoeVNESd3uHwLHneBn7vth/vaHzmFOP4l89su8+suLXFqZ5k9nTzMfhHzZPMVa+wphvLTFfimbzZHrmWJIMFrRCudZcyeYFqeY9sc55WtmGzVmGzUe76xw+r2KJx5c4fc/NE2zcxOlmn37nNVShiTJBvk0vq2PVK9O06RtGbJWDR+Y+gC19y5gFta4+RtL/Nrlh1jsaF4IFrhS/2iuoeTmb3Wkzwl9hh86d4r1CL7xZMBDExu0WKMZzfPyuuLRSYeVMNzs9EgfN80Koa4TxY2ukZKtKVR3HMqML9kdk26X3c5UIQGSrrGSNdDu/uyIDUNHtL3vBa4YY64CCCF+D/hB4MW+9/0C8EvA/7abL92NofIHQojfAKaEEP8D8CPAv93lRn+jMWZWCHEa+IQQ4mXgZ7BpXwfGGPNB4IMAmSHV/Rual3mGQK0TxEu9BaaOiFWLjVgQa8EfXTvL76x/go3O9W6/juzCNSZC6RDfHSeKG7TkkjVc0qaCulsUb29qge3k3vNe5xoUbVFvsLmGZMSu+m3ZymDZwsO/FSZBawjiNeady6w412hvvI0r6inrEVn+Xr7+xBTTJclaaLXRtUnoRCvMyUtM6xmmZYWydCgJl4qpUHVOErgbREmjG/bdmyekfz/uhlf46IwirTvcqn+RT8qvsPDqD9EWdQJTZzV8jSBawaBxZRXXqZCUQiZaY1yTr9EwC6y2vorSbT7sLvA36jG+be2bePu0QzOBNiG+qOKKEg09R9ZzqL8GRQoXzx2z/W9M57bt23/vE4XWTWbX/4p55+neJDXAou2dGUQK5eHQXXB0F5MJiQlRxIQipJUspRERq/gVmzZBsp4KMWhbrxItpQZOWmUly5tEM+wXH6xvjcDJjaH99+Gwj582Eniz+QXridb913ae7DwchRFtDaPlxqX0N3tedqNVToBg+zkqaxZpkfjuONJIXggWtmyK2w5v8fnSC4ybE92mgrXyBZ6c7tD82ALtjRXGZl5m7EffjfcPvwtXShgbQzsOKMU7Gn/Jt/zk1/FJ02axvs6emxkPAGMSK/iRjUlGkai29cIb0CZmxnsEYxTNYJayN8Pj5W/jp37yFiSnkX/1eT7/r2L+5YvTfFF/jsXGC2k68s6G6e11e73tiXUHz/EoOxAbwV8sjjHb0ozP3s/3zHdwhOEj66+ltXFbG8m3G0dbbUeaWpwqTNr51KFausCpylv4X966zMZft/nS1XP87IsdLkW/S6I66bWw/TXtyBKP+Cf47952jdrJiPJbq7z2Ea+r3nkpfoON5XO8Jq4Rq1ZqjGg0EKg6AGG8QayavXEn67smyI1PWTPhreYgu382YmMdqL1re3NfsbuzFhgKTgoh8qlaH0zX4rB1kOF9+Q8LId4F3GeM+VMhxGAMFWPM/ymE+A6gjq1T+TljzCd28+XGmNn038VU3vhbgIeALJpyEXhOCPFeY0y+W9ks8P7c84vAp3fzm73fTljvXLUhwD4lLa0TXm8onvHG+MO5VZabl1PJ4PyAasOLWdPGRHdoR8tU/ZM4wrdSwypLAcq83hLXmejdQOlklPV/6DXI6xtkDnWSvVtpX9t5PvMRgs1eDBtViVGqSSO4iUDS8hZph7cAzSX5CS40/nMqrqShQ7SOu53H651rvDL2BU7yMA+q+whNQgmPqphiI222l6hmLpx7nIzDnch6/mwVVdkKK+eaqJgX6n+ATPtZaB11UwHidMHalkvMlm6yEr9GEK12J8AwXmJ+Y5U/9K/zcvDdTFFjVryKNgpHeNZjvI3RJ4Sk5IwTOhtp+tZgPeiGZIvu3McBh83X9G6OW25s2FS/ZOsSmnKRFitp6lGULs4CGtE8YbzR/T17TFts9ja6qSLPTo3v9oaQ5XSLc3Vt3e8dlvt5m7qytDN3ZFYPKc33IJhtFpC7q4dx0g7usbGF1iVnghJlriRPcXvXcoPSbeZaz+K5Y1RLp/HlGA+Id3D/RIOf/PNHea69QEcofvHZFb7/x68iT4xDK0AvNjCRpv58giOmqMjp1Eg6Sonj9Pze1glepJkYaQNCZ5K3i7dLC6ESAAAgAElEQVTglN/Kgtvg66ZO8PceWUZMl9n4l5/jr1+6j//1yk2ubHw0TWHb7TWxlWy3TTs3RhEScrMNz60YPhX+Oc1wHoHDnzbeQZkarzQ+xqCEGISQ3R5yUrh8V/UDfMd5hzd95w3+zW89zO/Mz/KV1h+lUfM7X0uJ6hBrw4knFM7ZcdCG3716ho34MySqw7Xo88w740SqRZw0exETNJ1ouSv8YHLRPyF9pPQBcmNRPt1rq3Ejzaiw1g2C3jjTdS5n3zMyCPTg1oLLeWGsPW2FtWp/Bfh7e/ncjoZKmm/2SWPMtwK7Mk5ynx0DpDGmkT7+TuDnjTGnc++5Bjy5herXx4B/LoSYTp9/J/DTe/l9YzRRsp4ryk1fx6B0wLPRVWbnznIp+ihatfsMjvz3JEjp2aKt1LvkOpVubmMe16lyauwJIt2kHS3TDmfBaBxZxXWs5Gqi6psNou53HEZKw1EZKZvrbSxZc8U7GSv9n7HnTiV1EKnIQOq5anRu8Jz/MuVkjLaspxK2tj+DUjErrZdoeYsklZhQNJkyZ5jWp1hImxwaE9tol0juihduf+yUUtcvB5m9r//Y9ksr7sYbZNC6hb5NyU6mnigbzaqbBYJo1XqxuveQTZtrhze5ZP6Ein+SMN7AdcqU3AmbInCbUpD9zUS1CQ/dkBimReJgEMLphvazHk/23tiuU3V6z4pMBCS/2LN1Khlx0uxGj7WOUoXCgNsjpbl0Ox2hJX3eyIMYE3YBuCmlLF142Dz5rdJJjpKtxrPN0qa2Lq9/4T76CCS+N45OpavPyMcomwqtYIGtxhljVOr11jxUeydfV3qMbz+rubyq+b31P6AVzqN1wH99+T5+6J/9MA+OS15ac3lFbVA2Vd5ameFa0CARWQpQ/zxzmOmB29ehZl54rcHB41vPerxtssObTrY597c2kPdP0fzzeX7qk4/y4dYnWdx4eg8GSu93bsfeW1HSYNZ7iY831rgZPEurc70bObkazoJwMQNTqbLGUdmfZsw7xTv4On79225y4pt9gsshvzr/Beaaz/Slke1MGC/zyfAj/MVHv4uHpzZ4fX2K3175IkG0RqLbxEGTjrR1hdpEXWNDGE0Yr3fXAlmUFyGRsozn2KaO4W0COLtJxc2J0qCxDqGsPvmoovGD4YhSv2aB+3LPL6avZYwDbwM+nQYrzgIfFkL8wE4F9TsaKsYYJYTQQohJY8zGTu/dgjPAf0o3xgU+ZIz56HZvFkI8CfyPxpgfNcasCiF+AXg6/fPPZ4X1uyNdkOmten9olA641v4c14WkHc72eRhuX+iVnSkCuYojS/iyRux2UDrEJH2GiqzwiPkaYpHwVe9v6ES3QMCJsceRwqOTrNAOSQvsesW1wujc4nGQV1M+5Ww3g8WdDJvtFsu9RXDvnflO8Hvdp1Rmt6uSZI+z1h2uNT6D54zhOH43HSU7bkq16JiEOfElW7viL/KQfA8lZ5zWpsXCqBkp2eP+yRh6nvS8lyfXWycnUtA1WFKp3Dufn/x1k4uCGYHWEYnq0E5WU3WVrXpOKKJUJhLoGvqO45PvObTpE6pJK+j3+I1qXcJRYTtqS2mbCk6ULzLtPkjLLLMR3KAVvMHtk7LtgO2k3eUTk5OfNbYmIUxPQ5bvnS20NzcBzOiPEtui8O51d8BCeoHAc6pU/JM4aQPTUDW6hsta8+UBp0plzpftxoqtnQHZtva8tT2Z05273I8uWe1S1T/FqdKbeaf/ALNBO1XH3G5hDWPls7y/+jj/0+OrnJup86vPPUQzuJFmIhianav8TvgryJWyzXhIr6dLwTlOVh6nmdzi9uv6oFLWO7NzuradxzMP/OmS4okLi5z+u2fg1BTcXOL/eepRfmvx1/a0gN8Zuw1ah4TxKss6Ysm8uEkN0b4rYffS4NvRM7yFcJDS57T/Fp4Qj/FP3xxx8u+cBeDf//p55pv/d1oHs/v73piY9dYr/M+vPMoj5hHeEDeZrX8+Tf2y87zWPWdmb98MmM2qdDb60SuCB1IHx15TtrL1YF/2x3G8kQfD08CbhBAPYQ2UDwB/J/tjakeczJ4LIT4N/OQgVL+awKVUeavrtjLG/OOdPpQW03ztHd7zYO7xM8CP5p7/JvCbu9i+goKCgoKCgoKCgoI+jqq61hiTCCH+ETYrygF+0xhzWQjx88AzxpgP7+d7d2Oo/H/pfyNHfyfY7usmphPNp4+3ym/d/BlXlPDdcRxZYlycQjkxAetsbvpniFSDpmjhGMd6/WQZ3xnn7eIbmHRKzLLO8/Efo42tmegW5Iu0w+rA5BZzCBcpZFqn0yt4hM11C9ZTlNZu3CbXl09P2wqr0tQtqjT9Ear9kC+azR4r4mSNRNX7fqv3d607tIJZbCi8jlMrkXVj37z/+7ttbUjZTb03hx2ZyfTc2XRONufJAji9Lvf58HafBrwQtm5AmwR0sMsUsIxcLjaZTHBkFVbSxplbfkpHtnVfun1KR3huJhy4RVpIqngk2Jw2Mzw1CMOG9fyXvCkerXwr93OOrz9d5p1TAY54hBcb38Iv3PgT1povkx1vkUpuO7KK744jhEyjvFn/HgNp7ZcQsq9nkN7lWbBRUStxspX8Z/8+bP7s7W+RjJcu8HbxDYw7PiUpuYZtq3XOmeST5QbNztWtP7tnHEQqmpJPJ7HIXGqd3vx6On4ao20hrundq737s78T+6ijSVQbR/pMVx7mbbyFC2OSW8Hm+qTNGASSqjPDjzxS54H711hfqvCp5ZW+elKD1m10/pgZaIc3mVettIHvTuPCVmmzWaRsK2XOXdR0dXujbBfJsXiigisNQcdDv75E/JkbfOnps/yL2U+SJGu7+K29Yue+qCt+MMi5KYsIOghZ7tZ8OMLntD7PI1M+73nfNfAfIvr0Nf79bC1tprzXMdu2Bnht46Nck1W0iXqNsrN3GI0QLo700/Sv/msst24wwtasdFPK0+wLs9d1wOa5jzTFb7RqVDiyho/GmD8D/qzvtZ/b5r3v3813bmuoCCHuN8a8ceeO8MNGfiDa6kLKcuh3dxNpE9FKlrqyqYoEV9jGQv1N/1RS56vBp3CdMkpH+M44VX+Gk16Z+2ouY50TvKJOknTaCOlS9U+lW6RRyqqR2ZDtblO1dkLgOGOUvZnu9midoE3czfHWXXnBrFjMGkxKt23aBmyzwNi86Bdp6olVcEn2HPLdnG63c0rJZtngrb8rU65RKma5eRnfnRiQDK3AcWrdhpFAupDZLNYwGARCeFT8M92+IvacxQgcfM+2MkpUhzhpdQdjLaKuhKWl1+zSkWUcWSLRHWIT7TMFLlMksjUCWfrddgtRm8JnlVYMCUqHCLVTKlCvkDGTuwT6DO2CPEI4PFD9ej5w6iEeHku4f6xBrAVvPr/M+2oJZfl9/NLseZrJwqb6H0eWsNLHVirakk3qkDUg3F5p606Yvs/u5h7ZLr1UMu6c5QfOjTHjK6SAV5unCBW8dSKhPPsBfj/4VwNxIAgErlNDpj19YtW7nxxZxnPHKLuT6NQoUTokUQGRaqB1hJRur9hfyDQtz0/TI49fGqPRAWG8TuQ3SRxNPTLU6eyY7qd0QCtZ4o1WhSvPP8jz6y7PB7/N7s6dIlF17Jiy1XzRXzOpu6+L1IHYVbrrKnfl37cV9jt7fbR2OoeS2HSY67h8dvYs4v81/OUtyWeDl1nceHqH3zgog1g3bIdESL/bOw6gUp7BwWE90rxxeZLo+Q1+++qbeDn8Xe7snNiOnkwyZKnLtxevu04V15lB68TOZ0n9tu/JnF754vqDCXr04hJmx/YGBYNmp4jKHwHvAhBC/KEx5r84mk0aEHc0RHansGF0RKPzRteKb7iLRLpJJ1ymX+LPkNAOUmU24SKES6I7PONeprn+OAAT3nnctNblFA9RF0uEpkmoNoh1laaJUoUd+/v7HdTsIvcUJ0qPMMkZJBKBQ8VUKOFle0dMgkSQoJgVr9BWK2y0r2LYSUll6wnIkT5Ks239wdaYbR7v5XPb/c2gVIOwq7aWsd/jKvHdSar+DEI4dOJVtE5ohzfZPEHsrXnY7dgJtVo6x6Plb6ZqagDEIiImIhYRk/oEsYgI3YC4HKJIWFc3WG+/3vuadKHUfYom0R0SlTVL3O9xsJGszKOVryPaEqMxJGhso7So2ztlJ0waucmiQb1I3eC7c48uAgfXmeBB8wAnSxpXGv5meZzFAF6qV3nyRJ3/6mtfZyV6ktfqmrlOwIJYoiNatM0aG9EbhMnGFteDgoHUVOzFY7nz97T0ClOe5mtPrFPyEia9KeYDn7aS/O37E76c/AA3Ok/busN9F61br3mtfJ6SM8G4PE2MXehUmeScPseUW2Lcc+gkmlgbWipmyV/npr7ESuuldCGnu9dvfh+Gh23UyfZMb0FYD27yVPnjXG6dp67ndrzHjYlto8nrkleTRd5Qz6Xj6C5/1cRs7xG3C8qsoNpmoNiobq18HydKjxDoOqGq0wzmUlng5I5GrujWKmznBO2d66Za5PdmV5mgwnX5Bq81/sIK6Qw6Y+JI6HVqzzc7dGSJpmjxRtvl918/w18tNnlef6QrVb7/6z2XqCQ8nLQYPjMuBfa3fXfcbk8MSgao23pN5YvhN++P5d6K0o/ynu5kqORHsocPe0MGy27TE+6EHYQT1UAID6Vd6sGNtPNpf8Ok7BPpQGSsJzk2CTeaT7Faeh1XllAmZsZ9mDP6Il83PYUvL7IWGa42Oiw561wVn6cTLhOrek5+b6/KIDbCMVG6wEnu5zHvDBfHHMoOVmNdQ6ShnYAn7X8AL65N8pJ7hQ2u7sLzcHshYabCtfvC2f0aKXvB5HoBHPx3hJBMuBd4zLyZ2FeEJHwu/ne59ARrZNhBfX+RFiE8HKfGVPlBHpHnmfQdHhyXVByQwhAqQWJgvm0IlWGqJFkLNS8EJ9gQ19mUJpYWzmskWkW5dLmDDNKp2EE3orjTd/VSgAzadgbeQ0pAN2VNJJtUrcyBjcFjgpB4jk2l++ScZj2JmJXX2DALlDcmePjGo/xzZvjhR+ZpBCVWgxJfqd/PfEfw2ZV1vhhfSiOg2/VVuO0Ht3l9JwawMDCajeAaf730rZwq1fj6t97k1JkmGysVnpo7w+OTdX7p0Yd4tfk4vze/wJcav9+n5rj7bRXCZdw9yxnzEE+UTjHmCnxHUHFgyrf3oCOgLCVlx1CSPtfb5/nc4gyfKddpBrOpsZL21+p2bh+eRWq2iN9eFW4vWMdBHK+yrprUxbUtVOH6USTJBn/S+F3CZM2m+OxpOzJnxQ4CMGk0y3WqSOFS8U/yLufbOemUaaMISJgdn2M+vkyUNFIDtz8lLEOS9eTYjbx0EK1x2fkkiQoI4pVUlW40xyqbMeHiyDIVf6abkQHwhnqOm8JjdvlhXg8+a9W3unLLB8FGwBxZZaryIMokhPEGUrp4zhjnvbdzRp8mQTPv3eBG6/PbyM5vL+ZwsPMxTE6HO2M4utSvw2AnQ+UoVpEjQGqVp3nKYbKW9lzZjUdYgTFE8Qpxsp7mKUva7iJrpbO8Nfpe3n9GoYzgbKXKbKvCeuch1pA0g8RK85JT49kVNlQqpY8yMW1Zx5jTPDaumfbt9zQTSVtJlkOBNuBLGPcMyvisrV7gtU3fd6fFRdb/JN3eTUbKQSNag2IQA5P9nk60xLJ8ha8pP8F95TKz7ZB+ycre5L/f35PWa4THLdWg1SlzYazKY7WEiqNpK8nLDZe1UOEIwUwJfCmZ6NSsQkpfiFqkEQ37QrKPxdvW9CajOxu1mYrb3rByuEKkSmZpTnrWBTmvrGS5N6Ms2sSsmDovqJfYCG8QJhtpCpLPgvsCv/7q3+WfvCVhqtrh5HiLE+WQq40aT63Y2pS9Nb3cZ4T3gNEZgyGIlvmP9T/mxa9+M/9EPcA3PjCH0pIbHZfHJx2+/2cNqDZ//z90+Gd/9RP8afuvWKg/tytvebaVADKtQ/DxOFmWvHs6oeYqYiMIlSTQgkgLZvyEE37MIzPrvLlZpexMcXX+XVxNGoTxetchYLKI7gGVzwZJpoo02O+0kRWNVe26M2qLaPTef3Xb19NGfyVvkgn/IhfNm3nyRI1mbHClS9kp8Uj0KM82J5h3rxDEKyi1dXS4WzO3baQgNxaZhCBegVjnrr3RXUJlNWsAE/5FamKGpllhqXWZOE3zXpWv2j5aZrdzwu5+WedqiJUOSXQHR/o8yn2cH/cwBsZbjzIrnt3T9xaMFjsZKl8rhKhjR+9K+pj0uTHGTBz61h2IQV6MmbFCrrHZbvOt0wLVXF1FEHUI42U+lGzw6c47qZgxEpEQ0KShFuhEyyjdzuXl7y0lSggHgWSjc52GmGPRf4Wv3ngXNVOjhEubkFhEdEQbRUzJVDhtThKjWJB5r9IeJta0oZndgmEbCAa1Pba3SKPzOp/Qv081OYkycZ8gwyDSkqyE9krwKuvyOgCXVs5wauUhyqaKRLIob7KR3EAKjxcXn6BkSsyKV7r5w/nvyktmDu7c7PV79pevbEzYt5DuGSZZL5aeKMTxy/+/I0aT6IA58QrLrZdJVLMbQTQ6oK3a/EnrE7QufTtlR+BLgSOhGWte4gu3NcM9hA1kMBFujTEh680XeUpe5bUr7+C7Z9+PAJ4LrjPbfoB3THvoRx9m8j2KX/utj/P3P/4ufvbSu/lC+Ed0oltd2dudyIrf22qZGw7otTexHExT8xxasSExhkasuKUaODhMiDJvm77ApAerIczok9xwxoiTph0Fck6C4RoXdZ9TaRDsZ/8Oz7mQGWMV9wTnzWNccKb48mqby+JLlESNSXOK++VJxqmyIaa7gge3F9vnmzwadjSO0vHW6A7HJ7XI1vQmyTpz9S9061TyIhO7ubf2g9YdVpovAnTngThZ58+j36QSzeDIEtokRMleu2fsl/w+3q1m2vvAMNKSysKM8tbnEEKYLBf1EH8l/XdQx0x0Q/CZilXv5t//bwhchPTROsypzvjItG6mW3idLmqlcHHTHgWxatEO5/dgJG2lzsSBtn80yIs2DHpfnT69fro1T700EuutE2lTK98ZR+nQNjm9ralXmmPcnWhHPfKwVYNROD4Lg73gIGWJin+GTnSrr3dUGiGQY4yVz3U/UXFPYNCsNF9C6+YRbeegx04H153EET6xajJRfZAPf8138r5vW8D94W+ARCFuzPPqv1nlJ744wWeD/0gruLbD7/eUjRynhutUu3nwk95FJA4NtYAyse3RFMyjTWJTikqnmPTvpyImAVgIL9mmmKrZS8Ek31vlXrtG7xb23jg9/i7eynsAeCb+Mxqd612BkYnqg0y454lNh4XGs6kjEvqddJsjuMX5u/tkyny2T5Pp9lE56nOjnt1vl/aj5GL5gvnxB//BQL7rZ776fxz5Pu9Gnrigy6BvApOmdrGNTPJ+v1WlHp10mky/Py2Do38/NAKlmkTJuv38trnUWy02sgXRblO+7ha7lJ/c9bYf5oI/NSg2HeYk5xHpnQdjrNfJ1hlIbpeG7vcGDk/6yf45LvtxJ3a3uDcmSQvi+4+JPf9ad2h2bpAds5awjYI3124dBYMcFxRJskqS3rPrzZf4b166yDe/9m7+9y8+z6P/cApOTfHId8/z0ItlntOn08aXO92zaR0Cmlg1SVTbquqpFlonhMlaV5I48yBrBI12g2bnBkK4lLwptE66zqB8w1Vxm+x7weFiz0FJ1qibJqtigWZwA2MCO27SYa35Ii13wb47FUEoGAVU6qyDw3MYFgwLhaFyLNlrbYg1mIxW3O6p7l+89w8Ku+iBMBTsNlVvGLhzzUf/854KzlbvTeuICkYIsc3jrdE6LzHc/xmdS5/LioFh9CNr0LsXFNfXPsGHnM9x9fP/LT+zBu+88FXmVye43LAKTz0Rhjsbftk3S3zipIXSQVqcn302/28mmS4IogQ3lTBHuBy8G3jB/rGZCi4lVsUCK9GV24RVjIkI46VcxGtrbj/vBXef3r1fsDPHuZi+4J7DLmp7Ye5++cf8YnerxdMI3wkjT39h+VZ/yzgOtRxbbf8I5QzfkVw07LZz2uf1TevDbo+YmS0+czeiUUd1XhRK1flc/YP8g1e+iSe++k6mPJ9L6iO0wlt927PV9WObxJmc/KzWEQjZ7TnVfd+WWIeB0kG3IL+7wO0ah8fh3hsNhHCQwkcR00wWaIdLbH3uFNurCB6nMWUniuvyuDPKZ7cwVAq2JEtZ6O9ebmsdsu7kvUH84HKEd5vtOhaPEtstQnsL3uOXK3+cFxLZ+dm5k/LuzudW6ZrHE2Mibq5/mjn5BaqlM7TDWzlDLmPrhZkd13pRJ6Wa3V5EuzvOGqMD1BbRlEz84fjce8OMldSVwqWezNEM5rZtKWDZ6Xwc92i0uIdqcAbVP6jgKCkMlYI+0kZ7aYMnkXoZARAujlPFEX4qg6u7aRJWBeSwFYQGTW4BnxbmdUUNdHBMBu6so7KTFuPbW17rtFnjodbaFAyGfIpDfqI9SH+So7ym78b9o9C6SasTpFuw+0hSvoGprfHbi+RqT5be9p/IBF7SxqWpoXI4KkmHKfAxKuREEaQVRGgGc8TJ+h5luLfiONavODbyJMs5Ja/jOh9kPc5S9tWjbnQpUr8KjhmpcSIkjqx2PYqO8JmsPMA5+WZ8U6Ytm6ybOWLdphUtpsWqozZJSqQs4TkTOLKE51apeWdpxgtESYMoqe+zcdwwkDdSfHx3grJ/AilcEtVB6YgoadiOyQMUczhaRu2cHJT+aMhxXDwNDisNfKfo0U7H8wDXV9okr/tUuJS8SYzRtIMbAx1TBC7SqeI5NQCMsYIA9r6W3e7eWge55rTHjXS8Q+C6U1RLp0hUkOsVdJBjPWrz2m4Q3blBCh9Nf53bcUPiOr2uGsYkaBMdmrTyMGGAwXdOOjqOmaFS5FkOBtNNgXBkGdepAOBIn3HnLI/JC0yXHKZLZ2jGD9OIDZ9xnksn39FDCp+SN4kjS1TdGc7xKEt+ibqYI1ajNqlvXsiKdPL2nBoV/yRVd4bz5jEm5BgGw2p5gzfUc6w2nqe4d0aJ45+OYhnENdlv3OUjUdaQ39zAdzDpn44sUy2dwZElEt0hUR0mShfwRY3Z1EEADGARbRfm09VHOCffjIdPgmJWXyJM6jiyhCNcNJpYtWi0rxx434YaISn703iyQpy0MTri4Pt7PI9Xlh5nGK6GpIeF54xR9qepONN01BphvEE7nB/BbJB7i2NmqEBhrAwKK/2nTYIjfYSQeLKCg4fG4Eg4VTacr8B6LPn0UpZGNGrk629sN/gERWzaKB3azsKpP2J06DNWUsnVKGmgTcycB6d4D76UOGqa2Xw4vGDI2WyE9teQ3fmzhtEZIwe5jVsZ8A4IFyl9q5p2m3zwQY6TxqBxZAm3a6gEaKMxQlPyJm3jPJOkHb0PEtGUeM4YNec0D4lzdFRCk4CqM4MjSkghETg04wUS1cEaascxvSdN7zOCKG6QqA5RUj8G9ZOHRVZ7pfv6Lx1XrKEuYolE4ggP1ymn6d4hozMu7o8i9WsoyArCsjzuET4rQ4Ed9JVu0w4T2wcASctZZNm/QlXN8FjjaxAIAiKWghcZvfC43ValmrRD6wFNvA51OUcUN4hUA63ajGY43KT/N6AjYlMnTvvkNMQNVr1XcZ1KdzIfrfN2r5OPpuzFSOn/d5jP+SFvW9oozpHlnqEyMLL+NRHNYA6DTvP/I1ZaL/c6e2fn7sCebEUQLzHXepZV//U0rTNE6wRlIutsMdoqkYlMUOP4YlBEyap9bI774vtgmFQx0Ao/HPfjZEhUE6UDoqSBFK6ttR3ZtOe9URgqQ4GDkH7a6LBgMBi07qDpac8niSCIFllDMie+YL315rCKQ48GQ0KiNkjUBlG83O0IfzyK6VVaENxTIDImohO2cu8Z5f279+gp8hXnbW9kURUbLRZp7Z02yRbRlIP/ljEhcRKTTyWLk5VttutgaN0miEKC6Fbu9zYbtPq2144jqYNmoF3KR9FRtRt0GkmAe2UOsM0+BVq3GH2Vz3uHY2SoFBQUFBQUFBQUFBRkjFryej/HxlARIpNmhNE+JcPGZvla0/0fmGN1mLNUqeQeuXzuiZ0s6JJFE/ZS03IcyfWmSVV/MHuTL97bb/XXRxzmfdf/W1vVZtwr9RqDOs7HeZw8zvu2E3m593sEU6R+DQXGaGAQ6h4FBQUF/QxShepg9Ddb3Tv3urECmbKhrQ/pdaK/nWGv5SkoKCg43hwbQ8XmWx60oVNBQUFBP6Lv8d1cuOZEEg7EcVV+2j0HM/YKCgoKRodRrmk8RobKqGfhFRQUDB9ZN+M0rbQrV72dB/4oxqC0/0dXnhh2Z3TYbbOfu9fHysxIyfpH9BfWFkbMcHOn83OvX98FBT0MRepXQUFBQY58vwonlYIlp6w0Kp58BylLuE4NV1bSvhcxcdK0vQfM5pSh7nOjba3TYSMkIpW23dMclH7O3PXo0HCwteFZHJfhReTGFTu2CCHTfhhWbnewql8FBaPPKN8NhaFSUFAwIGz0QQgXkEjh4ruTuE6ZqneKZjRPEK+RJGsM/7ApEMLBkVXO155kypzFMx5jVIhJaIk2DbGCg0fNTCERhAQsmit04lXq7SscrkGmIVus7acPh5BgRsVgPBxsjYpis5Ey7NdlAUikU8V3J3BkyTYjdsaYcM+zEd+kHS4Sxcv3QAPDgoJ7g8JQKTgC8opsxaLgeGK9nFLaTr9SuLZbduksNXmaB/UjXCu/xpJ4mXqywfBHVSSOU2O6+gjvc97BfTWXsgMVx161sT5BoC4y7sGMb6/pQAteazzIXCvhT6J/m/bMOIxr3KYmmdsW2XvlXu0jkEv7Au6tfb9bDCp6J5CyRK18gXHvPAA1McO0PsV5OcHTbkIYbxSGeEFBH0XqV0HBjkiEcADZl+M/PEpKBQMg7biNaaOARLVtMw/WpsAAACAASURBVNBSwpo8RWxGpxmrQODKMr6sUfMk4x6MuYYJ11CS9npVBjwJvtQ4wqCMAFzGPY9PBNPbNPcbFPtNodNgRK5D+b2oAJbVoBTjzuGSje/9Tqr9HvfUGSJ8HFnCoHHwqJoJJqjgCkGgN0h0Z39RxoKCY8wot5MoDJWCQ8am0Ajh4zpVEtW0xoqBw10gFUbQ0ZF2SjcK6OWGG92iEwYE8RJtf5lEdVA6uHubuQ9CXefPO59hIjhLzUxyhmnGPQ8JOBLKjkQgkQKEgJutiEVdJ4obd3vTt8HkUp7uZYpx4WiwBrGNcKTjxAFSsgwKpQOawRwtFpDSZcO9wRuyQjmZph7cIFHNIu2rYI/0G9U9VcCeY7W4nu4WhaGyLTupihQX7O6ROLKKI8s4sgRknvZBe9fz6WU56dE0h78YbA6T7RpoGQwJRivawY2c0tTwL5INhlg1WW+/jjYRC0Z3C3Yd4aePJQIHpUPAFvQCKB2RqDrDe60pNo9ve93O2yd1S7/HfLsxdFiPyzBxHBwtdsw1pKIPwi43BPsdk1MHiAmI4rD7aifMjCE3jdgXRkrB3hCihONUN43txmik8IiSDZQOMCbMfWK0rq/DaGd7lBSGym3YBW/XC5SRhZKFxJjormzZ6OHgOuN4bg0pPBzpI6WLNglGB92OEIP4Hd+boeRNAqB1YtVfUGidoEyE1hFadxiFRfLxwxyNCtZA0WjVRtO+TRXqznsyCj1KDpB+IzxEOqHbVySOLKPTTu9a2/Exr8Rk+1wlqRpTkXa1EwLXpuYJF6OjnFLeKBov2b3jdK8HsAp5Ap3bP9jbPZM/Bso+M6M2xgyKnuOgFwXIH8tRul7uDhPVh5j07usaKEJIHDzK1FjVN6gHN+hE830G9iiM8z2KGpVjg0CIUrcY2KSLEzvZJrkJtzBU7oyDEA4lbxrXKdtahe4xHDSa6eojvFd+M44QxFpnUxfKaNZEnTm+ykL9ObRuUQzcBXfG5Cb7vV4vozN57R0rMlDxZ6h6JxmTJ5kyZ3jv2DkWOwnzqs5VniPWHRzhYYwiVA3ipEWsmiiVCQAUxsq2CBcpfRxZJqFtF+Bmc3RqtKIGaf8e4eLKKuNlWwQfqRbt8FY6L0Rp6mjBXrBGrYvjVCm5k1S8acbc06yGr9GJVjAmQakWx3tMOjjvdr+bs14V3xEoY4g1KG3QGJr6AleqM1xXDbQOrNPaJKnT+m5v+b1BYajkEMKj5J3AdSoAJKqDMZqSN4kjSyS6QydcQtNhdCaJu4cQLq5TxndqhEkdpcM+Q2VQx9Cw3n6dxy98B1O+XQIlxv5bcuBKvUqtNcaK8wqh7lCkgBXsjuIa2YytNyt705wtvZ3vGX8b33k24P5ak4sXX+P6jRPMtcb41K3v4I1mQtkVTJccrtQDrpSucrX+ybu9A6OBSTCmF4my6VOml84KjJo3N8OgSUyEFC5SekjpI4xLohJGM2J0t7DCAtXyfUyW7+NR804eLI9zrmqFP55eegeXSpdpqAVWmpfRun23N3iIEZzyKpwfc5gpgS8NgRJEGuoxzLUEtWQKV5aJTQLobg+fwaewHxKmKKY/JtiUL9epUHYnCVUjTWVICOI1gDQqUERT7kxWQO/iyBKRahLGG8SqCWmjPDPgSTaKl/mdtb/gjHiEjmihiLuqMHU9TydeJVb1nNLR6E3yBQXDgiJmNVS81iqxFrlcWpvic8sON5oxL/EiG3oWkTiYoBdRsWNnIQl8JwwKoztpemx2nPRIHzGDsqmUOqJpEqSwKcBKNXPpNBkOhTNpJ9L0dFkGoBnd4hXvWdbCh3gpqOLjoTH4skJFTiNluTBU7sDHgg8zkZznBBfxjEdbNonooIhp6WXa8XJXxTJDiP4aveGlqFE5NhiMiWkFs7TFfJrqle9TkMl4FoPnzqReMWNz0hudmyjdTnORDy9v1pCwsPE3LPBUaoz0Jvi7z1ZFxcV1VDCCGE0Qr7GgX+BjapHPzZ3FoFlPbtAM5tA6QqlmXx53RuEc2B22JuW4jRAGBUahkoRky0L6dAEubKRFq/YI1rYdJZpOtIQULlHSoOXess5UnaBNTKLa3XrQgp0wrDcvs8HL3JQ+eTltY5LNUtdpJCWrZSk4GgpDZRMKY9Q2IbJikt0daTO61CuodcjRHbthnOAzNbKi0WXBqGPrdlRSp6OadKJbLItLNkJqYrZ25BTjZsFmtjc+bHqbEC4V/xTtcB6jt7p+7vXxM1VT0xEIiTIJBk2U1HOCFYVTdW9kCpU7GcYCjLEiELiInYRhh5Ai9augYBObFVnubfJB1xEeKe4ZDiLbu913Hafzniq4pbs0ypNfwWHTv5K788Via3FsWo3r1NKagOyPOn3PKAkJHBap2IexzjmtClnmwycnt52msI8So7W1mxmdJLuCgoKCgoKCgoKCgnuGIqJSUHDoFF6u0SDXQ4mDem5tvxG6whFbfU9Ru1RwHOi/jrdrBLobNEYHhPGG/eZuH5789xT1opZetN7c88fiKNG3yYUPOwaDGeHwd2GoFBQU3APsNLGkjQuFgxA+UvoAtijcKPaXvigp+6fROiFWdZtPzuYFRa+pbL54M6ZYgBUMP/Z+ypp/Zn3HbDfvtGElkkQ1czUTu8GmNEXxSvo8b5wMKz0Hx2YRl93cxwdNNS3GiqMlq8EdveNeNHwsKCgoGFqyRq49xRaBBCGRwrWPsXnxvjveXXC1dQQm2PeUVPKmcIWPMqeJkgZKhyRZwzDoNpTN6BWlFxQMM/Z+cmQZR5YpeZNI6aF1bCWH035Z2iQ4ThWtg1T1cbcKXrbuYjOKwdaPDQ5rrLk4smqNNECZyO531gtnU0fz9HM4INyugpQxIcO0XwU70a9oWHCYFIZKQUHBsUbgUC2dY7x0gffIb6DqOMTaEBtNoBNscpbGQRIQ0RJt1sUCc0mD2ET7XjtI4TLtPohHibI7Zn2uRiKRxCJmXdyipZetAWMi2uEikW4NducLCgaKNVLGKw9Q888wwwOUKBMT0RTrAJSpIY2kLeqsJdfpRMsE0eIxXYMLHKdG2ZvmTPltPKAfxsNBY2gT0hQN1pino9cIk3rqsLDR1bI/TckZByDWHZrBLEo1OKYH6hhhoyqjxihfVYWhUlBQcKwR0udk5XG+hq/l+y96jLsaECjjEGmXppLEGuqx4FbHUI8muRmNM8czmzX094Sm7EzwmHmU+8ZKnCwLfAljrqGTdj1eCs5xpdFmzakzzxXCeH2Qu11QcCi4To1TpTczbU4zbSaQ6aJtyr1AyZE2eUuDMoZXzSluVV5jPl7FHLhZ8vAutRzp86B+hCcma4y5MOaCI8aI9QlayQPUY0Mz1iwGIXU6SAQn5BgAa7rDhrPGNZPQaLcolDILBo2hSP0qKCgoGGIkLiXK0sEVBikM2giUETQSSSPJiudBGQi1JiRdVAm5z/WRoZOs03Fial6ZMRekgGYiWI+gkxgWOjHX5XWaZpFGNE+iisZsBcOOTZcMTJ0lEXLTNNEmxqApJRPoJCbWHRxR4qx4jJqpUZXTSOGj6TDMxsZ+UUmdhg54tvpxmhvfxIywUZK3T5c5XzG8dSLGFdBRkmvtKoGqYoBAwc2mIo5LNJA4spTWuRQMP6Pe6320KAyVgoKCY43WHa43Psty6RXq178XIQSxUcQo1sQqWmhKpgLAirhJoDcIVSPNN99/HnIzmOMZ/8+4sv4Anqhg0LT1GsqEGKNITEQQraJ0hNKB7YKMpPCoFgwviihZ5VbjS90aq6zGy2SdvAGQrDlXcJ1Kt17l8IyUu9uvyDY3Dqm3r/IlZ7ErKPCZcAzPGWPSu8ikOYVvykxRoyo9mxqmYxbFEi2xznpygyBaHcki7YIRwBQRlR0RQjjAM8CsMeb7cq//KvAjxpjaNp/7aeC/x87a/9gY87HD3taCgoLjiEapJo1OxKfkb6bdm22RqzHaFtenRbBaR+Q9ZVb1a3/EyQpJsk6j83qugH6z6tdmlaBMdrWgYHgxJiJReXW6rfP1Q90ijHuKdoe4RYf43btFo3WHSLfT56K77+viZTIRDyl8PLeGI0v2U9o2akxUgNJtivt/lBiG6273jLIRfBQRlZ8AXgImsheEEE8C09t9QAjxVuADwBPAeeCTQojHzEFWDQUFBfcg6SLKaIwJSHSL/gnm8OTlN3dxv/2v/RS9IQpGBbPN437ulSm7/xj0lMuyZYsxoOmQqAawWZ5cCNmVMC8oKNjMoeqrCSEuAt8L/Lvcaw7wy8BP7fDRHwR+zxgTGmNeB64A7z3MbS0oKDhuZJ7eLDXFMPqGwOipzRQUHB9E7r/9kBkwCkOCMXH6326lmwsK9k5WTD+I/+4Ghy0E/a+xBkk+nvmPgA8bY+Z3+NwF4Ebu+c30tYKCgoJdknorR2Zxv9MsIAAHu08HWSgVFBTsj53uuQHcj93mr8ft3hY7/FdwVBgzmP/uBoeW+iWE+D5g0RjzrBDi/elr54H/Enj/gH7jx4Afy72S+2u/Ddbf4XYU0yxsB9zdMWr753QXlP2NsUZrP+7Ebgbn47S/R8Xt98bmzu8ahr6Z4nbXhuw2lZPCRZso1xzyXkmt2S/bzQmbG7bdG2NPwd4R6f+ddCwh17wxN8YYvYeGlv1oMAIhfbKxyqaLbVWvMkrXox2TpSxZ1TeT5CJHetNx3FyjN0r7WHAUHGaNyjcAPyCE+B6gjK1RuQyEwBUhBEBVCHHFGPNo32dngftyzy+mr23CGPNB4IMAQggjcOwf0uJYKXz7vrRo1r7P/i1JNhitm8JBCAfXmdjyrya98YHugDAanW7tYOY4Y/iu3TdbWBjAJhWZHMa26Bv+fctIJ7t0sWnZ3CE9K/A2JspNUqOyf3cXgds3yffudbDHdv/9UI4amTOw7HPb/duW9CWqgzBuV2FJq/aI3QtHiR1bhPCQ0kcgU/Wp3DvS+UAgu2OoNQSTERxnCvbHVqphTvc+FOk6IiuGF+m9qXWETnvD7FSLtuutEC6eU0WbBKXb3XGsh85dk/3bO2z0jJSyd6p7zJQO7TyHRusotzbr/Ts6+zha6BE+lodmqBhjfhr4aYA0ovKTedWv9PXmFkYKwIeBDwkhfgVbTP8m4Is7/6IA4ZJ5IYRwu5OT61RwnTJSeDjCJUg2aKl2upAfBQRSVih5UzxW+TZqZhwnNco8HDzhUBIODR3SIWJZztMyyyw2v4JSzQE02jpM7EJiovIg5723UzFVHOPSkOvEhES06ag1DBplYozRBPEqQbhwAA/WUSEQOAjpI4SL704ghYcQkjH/NKfFo1RNjRI+y3KRDbPASvurJKptjU0dFAulOyKQTjX12EXY64lu9MGkC0+tNQy9Fkd6nnNGSraQltLFlRVqpbPU5GkAWnqFldbLJKo5QKdEurjvLtIyiWadGtN5T+8wX5c9B8iZ8XfwgHk7Z5xxAq2IjcJg8HAQQqCMJiShLdoscp2OXqPeuUGsmhjdoYhaHWfsGA02mpZF1oT0cWQV1ynjOhXK7hS+rOGKEqFuokxIM5wnSupWKXDfjpC0y7mQuLLKROU+fFkjMQFK2/WJLeuFMKnTiVZIVBNMMiJzg8T3xvHlGGU5iScqSBxiAhITEmnbhyfWHWugqYhEd9IxLUmjxsO+j6PB3UrbGgRD00dFCPEDwJPGmJ8zxlwWQvwB8CKQAD9+Z8UvgZR+9oiyP0PFO4EyMWVnghkeoGyqjFNlpbTKi/GfkiTJCCx2LY4sM+af5m3+Re6vOVQcGPcMk67GS9c1a3GNeiyYbZ+gGWu+zAO8ET/DRusVhnWyFQiEcBl3z/Ke0kOMuYLpkkCbUyQG1kPb0TfWhkAr5s0qb8gXCKLFERi/JNKpUnKnKXmT3O++kwfFOSZ9l7NVyUwJytLgS0OgJ1iP3sTTy+/hBZ6lrVZoBnNE8QpFdKWfXpG8605yvvYknqjg4BHRxqBx8AAIzAb1cJZOtITWDLnRLpCyhOdMUPImqXgnKMtJTpn7eMA5ybjnUPME457AkzDb0nxUeCy1LhPFSwf+7Sy9xS7QqjiyhO+O4ztjGKMJVZ1WeAuV1HMpUsN6XVoHSMmd5lHzTt48NsETU+BKe12UpMERdttbiaStBB01ySsbp/lqtMiVUgcRScIoGNo9LDgo9pp33AlcWUbpKI2auJT9E8x4jzBpTjFlxqmLJp7xkUYQihAHl6DSZk6/SCtcJFYt4mT5QFtT8iZ5WDxJzVSs89F1cIRAY2ioiPnSPLPiyzSDYXK87NzDxpiERHVw00hUmRo1PUFDrtMSa1Sc6fR9msi0kb6knawSRC6JaltH64is0QoOjyMxVIwxnwY+vcXrtdzjD2MjKdnzXwR+cQ+/glKt1BPopt+h8GWNmjjNw1zgTNVj3BMsBWO80imTKBdGRG1Dm4hQNfhKdJOV1dOMOx4zZYfpktM1VNYjaMWahU5Ex8SURBnfqY1At1tNR6+xGERcrJbQBiZ9cIRh2hc0YgcDxNqlvTaOFN4IpPIIhHDw3QlOV5/ggn6Yt49Nc7oi8CVUHENiBIEWhFrgCMOUb3ioVmKl8Rgb7gpOxWNFtdPIymhcp4Nhq8lvs4KXlBUcWWaq+hAahYPHW8WjnCp7OAIcAeuRZiWKeKl8iVUhCaI14mSN4TTaBUJ4uE6NkjfJhH+RCXGaqqkxYybxpOwqrigDcWL/FWmn8IM3ipQIWUZKn4o/Q9mdQgoXV5RtWpSw/WYSFdBWzXSRNNyjCth0HY0h1obVSKIMSAEVR1B27Pa3E8HNtmE1UMzGTVblAnHSItHBXd76w+ROtXLDf24HgXSqzIw9zpg8SUsvo02CFC4lMc5ZfR+TokqMYkncIDAbAHhUOSke4F3l+3iLusgl5xpz8SXWmisc5LgZNBJJTfo4QiAEeFLiCKgrQ0yYpnXrEZj/IIu8JqpDKCRCOBipaYglGvECsWrZ5pjSRr+zbAMp+pelgnvlejws+ivvRo2hiagcHCv7ZxBgDFHSwJE+se6ACwucotmy3ac3RGOL/M9hxhphzc4NLod/zEvSt4uIdgXfHceTFTxRRROT6JDE2AEtihskujPUjX4MBnTEWutV/qbcZKx9ipn2A0ybE9REiQnPwxhDqDUdlXCZL7LafiWXw3rYZEXa+/MeG6NpqSWuyQ7r7fNUmzVcXBISIhGg0d3O6J7xCEXI68lTJCpAmxgpXJSQYO6VwVps8TjbbzvZCeHjOlWkcNnoXO8uLtYrNzjXfjM1M86kqBKYmA4RFTFB2Z1C6yRNKRjGSEAv7z1KGmzwBnVu4sgSN50JyskEEgc/qqBICE2TtlqmE68RqyYHm4ay42zTu+KkhVIRBpU2pOt1IFc6GJFFEmASwniNF73PcC2YoRpOE2Eb8o0xzSl9ihIuIQmz8g06ZoPQ1Gm25wnjVYyOjnCcOVps9Cw//fctfrsF4vli52G7Zw6CHdddWeWseIyqrvGGaNJSSySqw1ryGnPmGcDek8ak6V1p3du8fJor4SnK7qQdw03M/p0FBmMUnXCJ19xnmGcGz5Qp6zE8VcIxDkvyBs1kgShu2JSooZFav9M2aBsZ0RFR3GDdvG5fNVGuua5ESh8p7LrGkSUSHVijbGj2c/QxI5z7ddjyxAUFBQUFBQUFBQUFBXvmGEVUMmyQK07WbdEZ0BLzbLjXukVzQkiiZH1k0r4sCmM0iQr7nDbW1swrBYlu6ltW/DrMXkEbBUvUBvVWk7p4jUX5AmV/Bt8dZ1o8QIKNEjXiOZrBDbQ+SjWzA9jyRhMl66w06wDMQ0/pC7qeaqCrPCSFS5IqvljFs8zTObrekN3Tn46yRfdro0FYL11XFc5oFLCs2mw413Fkiao/A4BGo5KQTrRym+LTcJHd3w2UahLGble1TAq3d0+najl5lZw7lu/dETtmah0iiAi7HbK387IP83iSYTVulGqy1nyZ9XRsNEZ3j+srstxNM1E66N6PPSU1OJ73nZXClbKM74zjOmVi1ULpzMtNdy5R3fsMjldUxV7zBs2GWGKNeVY7rxLG633Ki9l7Nz9UKqDZadBKxVLsvXiQ+0KRqAbLzUsI4eLIMp4z1k2FipKGPT8mStctwx7VtCIBxqh0zApIdNAXoeuhVIwWAZnKob0Xh30fR4i72KxxEBxDQwVsKDXuTuCaEJUaLelfGc2bYKsrTfX+kq3lTIzAGZEFBWQbnkk8Jiqm2WkghMOGvNqV7rUT5lGrgOxX4chgUBgddlVbNi8ot7r+ZPreO2npH1dSBZxtj7XGIHsOhm5qik6fdoh0AEISxEt0O9KnaRvDXwCepa9iVX0MgEBv2xMqO17Z44P+dipguZ3hY0Zp8Z6NKSp3LNO/pI+1bt3x88eVrM7B98Y5770dz/jEImLdzNJOVlE6JIobKNqpsTrM983+iZM6t9ovoHVClKznlEB3s68GQ4LRg3KAKLRuAwKlGsTxqn05p2Zqf3WU5nWNVu302U51bSqd4yVK30tz3tGQG91HkmNqqEA26eef3TuYEZEu3I50wWYUSkXc3WK6g/xubz8sd1pUKluLIhidOoCBc+ec596is3/x1Ftom25zx1G9BzI2j2Nb//2wfvc4sNN+HJd93CsGY0KU1gTRKoHX5EHegoOgZc5yzbvCWnydjskUB48r1qFpFSSHqWdOznEHucyPQTkljpbdRyez+TLfnPs4X38Fu+UYGyr3Ov9/e3ceJEl+Hfb9+36ZWVVdfU3PvceAu7hBEiCX3gBoUQIp3oIVhGibJiiTYpi0adoiRZg6QpJt0abNsCg5IEsOhUQYhIOWSdG8JK9FUiAlUryCALEEQBwLEFzsNbM7s3P1VV1Vef2e/8jMqqzq6p6eme6equr3iZjd7uqsqqyszF/+rvd+s1WY7W9ePsudP4eiyEgQqxm6U2CvHbP7Ux+hMfOtqKTH6U1e7X2a5dZpzvozLLsmOWm5MF+16OU8X1e+VjGe9s857fs3yb3sc/WcWRk5mg0zHEtvDRVjpks5vanMhmImmeESd6pZI+VkUVQTuvHL/In+O16KVlmQU2z2LxNnm3hbcNaYuaCoTf0yxhyWevyUDXub4zLeSDkp6bCNakovuUo/vcEmrhxJmZWVz++XjSIaM+2soWLMXKjfbOe9cmF2u9eGxaRKWjWiN5tz4s3d0jLTVbrr8ZPhpHxOc5LZ1C9jzANQr2TWp4nNypxrczgOo0d4eP4IAmUq9+nPlDYN5mX0aR4+w92yxvjhs2M6jWzql5kykyouBzlJrVf+3o02GqT8/d6mT0xKR1tVhiY3Tqr3Q8Jaz+i0BiPOS8VuGhQrbBcO2qCoziE3ct7U123RwRo1VWrfaWj83qlBVj8OcO/7eqf3qV53eByn4/iYoTvdy6T8b2CN8UMxVqaMrLl0WCO99v2cVNZQOXb1igWMxiG4sS2rym49buFgF6tzCzhpUC0QV1ReJ62/MPm9reCu22t6TPXXsb+XlT4nDfK8M0wzeeB3E4JwBSnni3vNBmuBFBtU713bh5HHfHmTmKYGQb1SB3utI1NsWT/vqW0/LZ9lWggiESIN6otfji6qNqFMEVcsMCohThqDRUidCxECgqCB9xm5j8l8vwiqHiwee1zfw+4G+a7rbNdTis9U7GvVWL/b/RWkXMSvUq3hVF1/9fNyuNBuxHCdJ+7yPc1REIkmZi0bfmcO5xrlAp9mt73qKjr4W708KdYBGy5oDJT3v7ttrBTXYPUdFfFS1pi8Hwr4GZ77ZQ2VY1PdAMvVkKuKpfqy93IYQF2tnlxUIkK8JmVheqc1FWrvJiGnF9+E4kl9j158k9z3yX2fqgIjVYWlLLBdWcFW9cTpTcYX1DuZhURRGSyOV3W51PO8M1jdGsBrNvjuwqBVHO97WChPNSMMlhBplb/78r0iorBN4JplAybHa4b3xaKYme+R5b5oHOk0fHfDnst6r/1gkcbBSuF1rvbMarvMKoG7OALXphmtAZDmO6gWDRatNQSLBkk4aIwErkngGoOFSKUsC0bOp/JYh65FXjaYc98vv4OjHKkrK0ASDconJ8NGgxucQ5D7pPic6kEcQdnoUvUk2UZZwblbDnENomAF50KcRLuO6/BaLBpGYdAicE1UPb3kBt73ePDX3ckmEhGFp0Yfq53/VZntXMTmzrNlWTmtI9APQoBIQDM6W95rUrK8qj8UnGsQBW2cRDgXDu5BWq6FourJfbe8/91Lp1l5zy1HZ4aLIEO9E0YkGFsc2a65SWY5zbg1VI7FsOdzpf0Y56M3s6SnuMhpInH0fcarcpsd2SDWDokWK7mG0sQR0M1vstF9rqwoHKRXwRG4Fq9xb2NVl2mGIbeCbbrSYUc2EBwBEU1doK1LLNAkwOEQcjxX3GWe2/4NvO9PmPpxkhSNy8XWJdrRWR52X8IZPYVDiMnoyA45KZlkhBri8cTSI6H4/jrZNeL09t0HsUlIM1zjra138XjjNA0nxLnHK0ROCJ3QSXNu5l169EmkTyYZKTE30s+z3b9SfndVqmN4cL1RbjBC1AiWaUTLIz1ugYSIBAiuuBlqgmpOlvfLBl8xDSlON0mzrWOoKM8Sj9eENN+hGa3Scms4FxG5BZpuhaYs0WKJc/4cp4OFwbmTK6gq/dxzy3fpS4+YogKSSsy23iDON8nLirn3KblPiLNNsmzziD7LsBc1CJZYaJwhcE2awTILbo2AiBZLLPkVIiL60mNTbg2utYBoUK71dYurnY+R+y7qY+7u3C/KuTBYoBEusxieI/EdRBwtt8oCKwRErPhTLFA0oBoS0teULenwrPsdtnsv1rJmTdOo5kkhBMESa+3XEUmbVbnIKb9GmyZtFxGIEPucRHNecM+zJc/NdKDx4ROcW6DdvMBbG9/MWbeEV6WvGX2SosGHEBGw5BqETmgFjqtxlw3ZZltu09V1tpNXSPNObQrYwQXBEoFrsdZ+fXlfiEnzILd6uAAAIABJREFUHdKs6DRwLiQKFnEuAqCf3CbJNmodWvaFzhNrqBwLh0iDKFjiUvgE71x8jLMt4VLbsxh4cm2wkz/M7eRRbsWwlSj9XMm8kqtyVXf41EJGN75Okt480FCqk5AzusqFVos3rjoWwyZez5Kr4EQJBAKBSJRchW4u7GSwlcLOxjkCaaCSFdNJys8w2liZ14JgdMpJEK7wlsbX87rGWd66FnCh5YlEcQK9fJnECzu5EOeQKWwmsJl4epnnw3yMW/6T3O2wt3MNorDNE0tnedMqtANlMYDIKU6UzAsbacC1/io72SrrsWcjyUm8J49S0nyHfrpOrhkymK7ieGAV/HI6QBi0aLhFHnVvJdCiaXyKRR5eaBE5IfHK9X7Cuu5wtfE8iXYIaeHJ6Qa36PQhy7u1Hut5PQfvZOwcdQ0eaT7Ba/UxlsOQs62Asy2hHUIgykIA7cATSvG7V1CEThayk68S56e4HcNLnYzbWZ/LzpNKl0wTvE+HozPVFKgj+BzFlLOictJqrLEQnqEhbdZ4iPP+LG0XsdoIOdNyNBwop9hOL5LkSuqLsizxSq7wufQqr8on8RIiJHd59QVEwQrLzUdYdud5xL+GSAIiCVgJI1YiRysUlkIIHXiF1MPtuMXteIHrjUfp9F8uR3qqEc17iSMy98NJyGN8OWdZ5nXLLc63oBUU10Lm4VYSsZ3C57e6tdkM8+ogjeVajIlELLYe4qHml/EVi6d5y2pRbkSuQSQLRK6YVOxE8SpkKmymjhd2llmPF7naO82L8jLayInTTRLNEL2beE1HFC6x3HyErwz+NK9faRCUu9fPIS9blYEIuSo3ejkvBZt8Nv8t+sntsnMwLl/LrrXKLJ/l1lA5dOOFwvBm7FxILD1uxZ5GEJCXm0VOOR3ktANlOXTstITNROjlkCv0txdYlot4TUnzDup37rAHxXv+iftjbsQX0M0LfNlpx7mG5+GFmMQ7erljJwuIveAp3qeXQydVNt0tAtck89093mFeL/7ROAqRgChos+3WWU+W2UzbtAKh6WRQWDecEjktpqgDF1rCRuLYSh0f31i6p+FW7xO68Q3+v53f5eOdN3NGlnntcpOLC0Igxfd0q6+83E0AWI4CWoEjco7V9Bxb0WlyH5cLtmXD2JYH0rvrQQWvSe0RT5s2ABmeq/3iphIgNJzjIVZY9V9CohkJOYpnK9jkasvRTW7RT2/gfTx8/RHzem7uVlSql2hFp4vRNN2kn7Zph4vFX6U4R3cyIfFu0NWwkQhbKdzqF5XmogEs7OQZt2SDG+nn6cbXBw0ULaenFtM+7vf41qYC1h91LRrhKo1omXZ4Gq+ejD492SHWU7QIaYfCqQa0guK6e00bRARViD2sJ46NREmyXjmNLatdfwc896WaGuTw5LQk4i2rCyyGEDkIpWigpJ5B+a3AdurpZClNt0QYtMlyQPtoPbgYTkCleDr4soMtFIdXZT0WRIpzr5cp13opW1lCT9cprop5/V7kDgkDdgfBB67FYnSBM/4C26lyPXY0nHCu6YkEurkr6iW58Gpf2EyU5zsxl7nKjmywozeLGDdNi+mTroGqu4vRTU+cbqDq+dzic7it1/FQO+S1y7AaadFoEiVVoZ8LXwhCNtYXOB+9ma3gGjd9nyyrx+Sa4tuf3XujNVQOlYz9v/YXcXifsaO3eD65zUa6xIvbIY3AkXtIvCfTlG2NiUnweFQ8PenSY4ut7BX6yTp6gMqCoiTZBi9u/RYvScjnesv8Wv9hltx5Xu/fwJlGhEjRI9EsuypS79lOczpZSlc2yHyvuKnWYmfm21gjpewFTfMut/LnSYOYYP1NfN4Vw96xz8nUIyK0XEArCHBA7HNezXa46a5xpfvRe9gPRTUmyzJe2fgdXpHfRySk2TvFYuM8oWsTSpNUu6S+RyARbT1DQIQnp69bdJObg/nCTEHFSMnxPqGX3CL3CVebblBRDSQi15RcY3JNiXSBpizTkhUyKRojnpxM43LO9CpJvl0LHD+pSSAciCPXhO3+Fbb7V3ipjDX5g2SZhe5pmm4FR4CIo8kSEU2cOrblFn2/RT/fAIq5+6FrkvoeWd4r4yz6u86d+5/jPJzeVQW918uXNN8hK+PpqkbSZnCZ9caLLOga1zqPs9BpDaadNCQgco5WENBwQuY9m2nKJtfwmgyD4Mu9P8j+gSfO1rm+vYlzDW5En+PzW29kgRWW/ApLLOAQUnJ26JFLTk5KLD1SF7OdXyNwDbxPyMUVI5qDz/vgr8WTQfE+4Xn9GK9yhue2z9CVLXJSvGZk9IuGsO+y3X+lFvcwb4Ky8REi+NoU7nrj3Q22ca5RTJ90LRLf4aXgGa4mCzx9axWARb9CSMimu02fDlvZy/TSdbymeF8mfSmTelTTe6tkPqP1hzt1Gije94iTPn+S/2teDFdoxMuc33kLj/nHORU2Ob9Q3D9SD+txRkxGTIfMd8vYsWDC5zWzSnROJmeKiDLWS/cA9oLJWY0czjVx0qAZrRU3Mi2z6uT9XcGvwCB4EygDRKusOwctVHdn9ZpUIEXhIoFrELkFPH6wX734RhkIXu+VnOdgtUkNFRDXoBGeIgoXiYJFeslNcp8UmdTK41EdyyL41w0K7dxX05QOpxe6PtJT/V4F7geuNQj+jbPNYv98f4q+uyI4s5oC6VzRR5L7ZBCgWQXWi4REQZkwwBfXgHPh4Ngm2XYRfzA2Fale+Z3vVbXvtH7OHhnpxhIZjDRERpJ77FfG3M8xDQZB8tRWQB/dt1EiIYFrEQYtwmCBJN0eVIhcmSQgChdplYHTuab0k3V6ydV7PA+GZXhVXgauBWW8VFUBKxIOJMN9LAP5nURlQotu2alUfbxGWabHd7k/5l6INGiEpxFxtcx1ZXldnmsirkxSM59lhRAO7vdajTCOxG9MztzlJCQM2oPyNvf9wQjl7oD2SdxIuTMsT+4nTXHxmuKKBEOt6AxLzYs0ZRknIan22MluEKcbxWjM4N53p+nq97vmS/6HqvrkPT752KyEF/UdS999KK/1bzb/3rF/ZhtROXRVNorRBov6hFyKrDBVqtnJGbV2j8YUbcm7vZDGt8+LRzQjz4sbaJYLcTosAKp9DlxrNGsQUu5rfcXq+SvYC/WYDsAnJNkWWd6l4y+PpT0dyvJNJqfXPYzjVL1GUeAPbxTFtBdPTO77g0ZL0ZucTSioi+ccfL7yYX7HRY+eao9EE0auj1qFefBJ887Y84vMdFUGKycNVPZIcSygvsf8Bt3Xv5dJn3H42Mg3uH8n5jGoMvcMG0pVQ7oYeZiwW5qQe8h9n35ycyxVKYCjn0BHAurn1L2nUh5mf1IENCfLx1dsrz7LUF6OFDnXGlYKq8+GTIj1m9fyczqo5iTZ7QmNVZkQOD+f34WSgyo+3z89vlImstcMcHiKWMBiNKR/D9dSfohHdHjvU0DLjqudfJtu/3LRkRC0CV2r7DwoUvlPHv3de1r+STDLU792d2EZY4wxxhhjzF0QkW8WkT8WkWdF5G9O+PsPi8gzIvJJEfm3IvJFd3pNG1E5EuM9veVcek0n9AiOt3KPs9Vb9B4qgvp4MASsWptPLbU1LQYxAdWoyqTXm3VjbfdqOtdgmsp+U6jy2l+OY9RpOK1LNS2C1h1jsSn7rXI/yX6LfN3vvg6Dsyf3kdTeS0fPLyHAexDJoJyKU2SSqa9BxGDBMR3k1jfTRDUfG3EcN/m8KKZNVQGyu0eUjua7Hh3J3O+6GfReV/Px1Y9OuwOK6UbVCLmNqhy1ySMBJ+mYV/d32Gv0YHiOjpb5VYzX8S7yejd0cM3leXcQF1MlURh+rqD2jPF04cpJGVU5rmB6Keal/2PgG4ArwEdF5ClVfaa22ceBJ1W1KyL/FfD3gG/f73WtoXJf9l+xfKiaS+/u0EiZAmWGnyE3WGBN8WNBefNifF76cOreoOJ7l6vLH3+Ds2oMD+f8y0hjs1qxXvY4B8eyv3AYwdOT9rMy6fzZu0JR3ZRQQQdxA0V8kHNFw9qXNysd3GgTzDTR8r9aTDetZcOScvFEGSs/q+Dc6Shv7jR3zg+vPxjG/cBg/v+wsQ77f6ZpujfM4lTfaThfpske2b5q8TqDLavYv0EM4LR+9+V9T9OyE2tYlky6Xw9TJE86n49iuvN0GY+DPiJvB55V1ecARORngXcDg4aKqv5mbfsPA995pxe1hsp9GY1J2B0Q6tmdmWgaL/x6e7sIci3mWjuqVeuhDCAdZAMK2B0DMQs3tAkZ2cr55VWBXVWaKt6XvUuHFnNyVIqGSBVwOAhOZ5hlaTAyVFaoxuf77+4FPir3FjugSHEOUjRSEEeeFw2SojcbwNfSF5vpUo6mlfEcThqDgPgwWEA1H/SKqnqyvEeSbRXPYdoXctNBI6wYiS0+G4Nr0OF9gscBSa3ToO5+KxMHjUE7yD1Jxn6e5mM/yazt73EZpgh3rjUoR4edlNkMZairdRBIa3D/Ho17LEdkqdZzGa+3THv9bOqcFZGna7+/X1XfX/78CHC59rcrwDv2ea3vBX71Tm9oDZV7VvQIuqBdZHzCEQYLBLVKfZJtF2kqfZ/RbBnTqD6NqMicJBISuhaNcJnANQHoJTfLikNZOOh47/usXOiuzJ5VZOyqsnYFrkkzWkXVk/uYfrqOp0qvOM2F93AY27kWzXCVRrhcpI7U4sbjJMRrRprtDDInVVNVqkYNDHvURKcx/E6LAOuJAc6j25npJRLSbl5gMbpAy63QZpWYLqn26PtNFF+krfZxcd5COfVrmstQAA8SDTITRWG7TJWak/uEJNsGX5Yk4nd1CwwzM92N8YZHuR+7jGd4Kh6bnCFp1tn1vz+HuBbNcI0gKOosWd4bZPnK9W5nEDxIVQeBRwhphqtE4eJYiuSUON0kzTsjHXUASMhop/Ks1GHuhh7m1K+bh5H1S0S+E3gS+Oo7bWsNlXtWXOir7ddyPnwjjoBIGyzrKg4hJ+fl1nPs5DfoxFdJsq2yZ37ae3qLkzkKl3ASFT2d0hjcbMNgYWSYGIoUs1neQX1CMdIyrekey3SMUvQkNcIVGuEyS9FFmrJUbuFY0lNENEhJuBZ9nvXuF8hyfw8ViONWfndBm8XGeR51b2VbbhNrh4w+DVkiICIjpknxefu6Rd9vFg2aci2LXnKrPFf7+73ZAzaN55c5CEEIXJu1xuOc54uIfIOIkB59uq6DdzmJ7wx6dZ1rgFYV6tngXItz7bewoucAiKVHX7fYDq6R+5jcJ0XKbRzORXifoviiMpXePmAZOizPgmCJQBpFSu+yc8KPVTarils1ylpJ8eCTWiWtMitH2xyc4NwCzrVYa7+O88EbaeoCOengXrEZv0QvKTosi+yJM0Rcka48OEUgEZEsEFF0JOfNlL5ukfgO/WxjMBJfxKCmpFmnlvZ+vhxXjArwMnCp9vuj5WMjROTrgf8W+Go9QKXYGir3pOq5brASPswlf4mGFIv+nWoERE7IFc7138a2JKwvbPFC/jS95Cb95OaU59IXREJWW49x2l2ioQsoebHGiniSsEdASKRNWtomJCQj44a7zPXuZ8h8jzTbqFXqp+tzVmt5NMIVziy8iTUeZlXXWNQGgTiWw5CVRoBXJVe43DvDHza36caQ+mSKG2EFRYuGo8YEGrDIKRDwmrPIGkt+hYiIh8IlWqEQiJDkSuqVvs/5QvgSL/oPk2TbZJqUk+nnr+A2D8qwstySFdq+TYgjK8+xSJssyRmSoE0epDSCRVLfI8132PF91E/39Vek0W7RitZ4s/9SlsKIXJWtPGZDtlkNL5CWC5m2dYVIIwD6YZdUEm5FL3B9a6u87vYbPRJEmjjXoN28wKXmk6z606zJIpE4MvX0aw2VPgk70iWRHn065KTkmrKVXCHzXZR6PNc0H19zP4SAVnSO5dbDvIV30CrPv1Rz1nSNDdkia/TJ8mItIE/M9I9iVhyBNFgKL3CR1xJoSFMbtKVBJI6WC0i8xwdK7oYpBvqacdm9xHr+Ius7f0Ked6b+Pn8v/PHcxz8KvEFEHqdooLwH+Iv1DUTkCeAngG9W1esHeVFrqNwP9ezkN/hCEBDSZC07R+ROsxIJqw1htdFAtcFG0qbdfSdX2s/yin+67DG7043oQXI03RKr/jSviVaJvSdXxSEshAHnFwIWQ1iJIBBIPFzrnecj/hK33Cu83PkoSXb7LheoPGq1YHFxRMEiazzMRT3PIwsLRE7IvJJ45eVuTKwZOZ4dejSDZbKwWsStx3QPDXuyvEsvucmrC8/TkhVyUlLt0pFb4OCcP8dC6FiMhMVQcAK5h34e0N9+mFvNi2yrJ8s7jGY8qkzrZzfTr4hvy32fm9mzEEJIRJ8Ofd1ECFjlIg/5ImNlLDHr4XW25BW68irTvQ5JOR24jE3p0Efy4rppSMiSLtIj4IyeYVEatIKAUITUK7fzJjvaY8etlvFk+43eViMpxXpCC+Fpvjx8LadbjjNNYSVSIgeOJrkWR6ubLdHJTtPP4WY/50accFleYUNfGFtzaRqPqzkcgrgWK61LXJQ3siot+j6jQ58dKRa+jKVXy6/iyjXUZkM10yPTGC9KhKOMDqPhHEuRI3QBAiyEwnIEDQe5wtM3X8sXAseme5F8WqosM0hVMxH5AeBDFCnXPqiqnxGRHwWeVtWngL8PLAE/LyIAL6nqt+z3utZQuQ9eEzrxVbpyE4BrrsFlucBidpbTOxdYYoEQh0d51V2h59fLwLUQ0Qyd0gBF9X2udT7BevQ8L8oFpJzO1ZJVTqcX6WVnWGkEPNQOWGtA5ODSoqB6npd2TtFZuM7tnT75YDXgKfqMmuE99NN1rrg/4qqE/HH/7GDqV0KXnfx6MZpAMV2in94my6sAbimnSExraaZ436OfJFzN+0TBYvloTje4STe8RSe4xa34HM24xYou0ZKIQIRUPa+4a/g8G6wEv3txNHPv5j+zzEEoRRrfTv8VknB7EDtVxUlljT6pi4lokpGynV+jn23MzJQMrwn9dJ1n3G8TSIhIQOQW8HhCabIgqyzradpZG4C+9LjtrhFrh25660DvUS0imfs+3fQm16RLP2+xHjvWmo52KKQethJP4pV+puRa/Ov6lGtynXW9TJxullN2p6ycNkfE0883uBE+T5cturJO4jsk+c4gkUWSbpP5bjH9d4bOCe8TUvXc2vkcW8FlgqBBFCwSuQWivE3br9HUBSKarOkKlxbaLEXFrILIOdp+ZUaS5twL3WOB5CN4J9VfAX5l7LG/U/v56+/2Na2hck+K0RDvY/rJdeqBjN34VZxrcDVcHlQScx8Tp5tFkJrvT+20qEKRnzxJb5Jkt+n0qwQORfava8EyLzUv0oiXWE0u0vZLNGmyIi1izdhih9T3yuwh03Tzq1KjFmlu02yDzXL18/UyLeogO4gmg6whh5+V5zjkqHrSbJ0s2xg+LI4deZkN1+Zq2fvkJBxJAgFFIogs741VDKflezxOh9mwOBn5+vdXHYMi3ivNNsjyziBDHRS9omm2w05YzAjIfUySbRUZ63zMdJUpuxWNsD7eJ2zmXeoZ9ZyEONcgdAs0ouVie83LxB3JIIGHHiCQeZiuO6MbX+Uj+i+JwkV8PyXoNgldk0CaxPkWuY8HDcEijXdKVu5jEfczC9NcdqUdeCB7MetUM/rJbdJshw1eIM42ywQO1Xk6TKYzWwkW8vL8jvG+R5qtF+ObrlFmFwwJXAMnESKORrjM8/ElFuIV2n6JruuwyTVyX79m58cxxqgcCWuo3Je8nN40LESzPEVyIc02GK5d4cubAcxGAasoGSi1tSgE73fIsy16yVXA8UotlW8jWCYMWnjN6Ce38Hm39pmnSZV7vR4cP49BpPXFvqqHpMw5Pxq7Vl87pkrvuPcCeyfJYX7uk3oM91K/BkeTc/i8S5IWo9SzNSVpWLYAuxKneEDygFQc/fTG8Fn1dSvKNLF3fp/iFRVQ32On/9LIujSFYl2lyb3is3JMYXIjf9JU1OmcoTA9FNWUOL3J8NzY6x49i8ex2ufhwsvqiw5lQUhr18YOji33wqDjQMSVWVqnOX745LKGyqGon9hl5XDuzvVqRCIbfDatrR6elz2jADr1Qef1GxtM9QKch2q0IB95tEozrQ5huB7J/B8T8+CNVsy19t/Zs/9+F+Wn7B2Dojm7O04O8l7j951Jo4GzOvVwmHp98t/qrLGyPx079+b9WNU67HT0HMrzjNw7MilmVgw6DObUMQXTHwlrqJj7MKzwq6b7TJeaRjaVYNRoL+3RmNWKkjlaJ+18uNPnPYwOgknPn8fjfNDRFrPbSTs2OvZbMX1SNT/GhY4fFOWYVqY/EtZQMYeg6PHa3UCZld6tWdjH43KY8Rjji9DVnZRRLLM/+/53s2My2X7lCcPKZjXFZxBnAfM3tfd+nPTPX1d1rtbPrVmpt5wc1lAxh6SaS37QaQvHbd57TKbFcBG6KuZlqFwpuFwZeLbiD+6GjRwZc3iKNWOKeMgqLXMZR1fF9oxsXiSlzX0fKYPDh9kLp/HedJysEn4w81WGK+CPKevXUbCGijlE+/d4PTh3aqRY4X13xo9nuYhfmWUlDJYI3QJR2B5kWfGajay+neVd0GRmUs7ur3483KBnd34bYodpvioE5rAVHR+txllWW4/Rciuc85cICfF4UkmLdaIkoU+nfIajp+vc7j5L5vvkZXbHk30tytjPJ/U47GfSKP9+U8Rnq/PTYlROjIMG9J1U4xfCnY7Lgy4wp3X0Z1pNqJBLsRK3SEjoWrQap1mNHmWRNdq6RKRF2uOudLjB83Sz2wCDFJizbfR4FI9MasSd9Gknkxu2BV/b5iQeG3MngrDYOM+X8ZWshU0eaQc0g+HfEw/9XLnRy+mWq/V9Rp4BKEdTpmnh4eM2W5XpB6deRu93zHaX+eboWUPlwCadoLNe0Tpq+2WeASEo/1pk5jjafYDJBUtVkbSK0t5GY05EAqRcfbsRrtJunCFwTZbcec77RznLEpE4okAInaAKV5KQa6TkPib3/drUr3k55tVc50n2y1o0y+4UtHyQWKV6WWrXoCX5mCzJd3gxfIlb6SqXN5oEBDiElkS48ph5FFUlJSeWDrlP8IPFLM0ou9b2LpcndWC6kU4oRcvFn2eF2oiKMcYYY4wxZroUXYLWUJlBB+0NrLjaX6o56NYbv9vunofR3onhlKHBAoNUQ/Tp4Fn3b49pOeX7DvZJvX2Peyrmh0M1ihICjsC1aITLROEiq9GjnNNLRNqg7Zs0JcSr0tecndyTkpOQc9W9SDe+SZJuFyti7zovZkX9HLmbc2WezqsyYcJIpr/dPZDDrfcZTZIqwUL1GvN+De5137FMeXt994rSjV/lqnwKAF9bSd2VAfYAkVsgcE1CabHRf4Es75T3lHk7XgdNv7zXbII7lbvzfg1WxmZ31OsG1bpi5cgJtcWtVT1oVvw8tniyORpz2FA5yEUmg2lHMLrux8Sb6uAEhuFF7sqMIvXHTrJh5UVca+TR+jFzrpgyVK0GW2RuyUnzLt73x1ZEh9038/0K3LHK0SDj1HDF9WpRStTjNUHxiGa19ITzXhk4iGGlSSQq4k+CNqFbwLmQVrhKK1ijIW1O6QWa2iQh5aZ08Hi25RaZxqR0yX1M6nvsxK+S512GqyHP6vGd1f0+LEXZKa6Bk8ZIL53Ur79q8Vf8YPrNMHGCH9mm2PAo1++ZVrs7w0az5bkilgsojlk0B9dP3aTG2eTyN/ddtnsvFn+px7eJK34edHyFgJ+BRYfvlpT/nVxvGe8M3PVsKZ93x+tMav+fl2N3J44gWKIRruI1xZfXXFVeBa5RNICDFk4iFE+W98jyHv1k80Hu+F1Q/AzHac1hQ2V81fH6YxVHEK7gJCRwDZxEu17Fa4r3xQlbT7Gq6oseneoGrP3y1U/ShT2uaEA418RJg8XWQ4PUkaoeJyHORbTD06zIRdq6wpIukpOzJZv0ZYeN/DLd5CZeU9K8O6jUjr5NSBgslaMwZU8sHsHhXDgoxIOgKFgqqjmqfuR79JqR5wm5j8l8t1aZgpPX8Kyfu6MNzihYIgwWBoV0ICGNYImgvGZi6XFLrtD3m8TZNlneI812yl7PrGgMDgJarRE424pGSrNxnuXWIywG54DiGmzQZllPE2hAkyYOISdnw62zrpdJ8g7d5BaZ75XXGoNKph+/zk+kopESuDatxhka4TIAuY8H9xyANNshyW7PwUjBsJxh5P5a/TTs3Cr+4PEas6sMGRncFFTj0b/PESEgCJZwrrHrnqfkg4p19f+qIxAYbNtPb6G+x53vcfN3/PYiCGHQphmtonhCaRC6NoFEhNJkkTUER06KI6ChC2xFN9jOr9FPLj/o3T8wm/o1leqBUqMVMZGAxeYFzjfewml/gUVaBDgiCQYBeTHFjaEcN6FHTCwxW3KDTn6dTGO2e1fINAHNa+8DJ+kiH/T0lDfZZrTKa6InOa/ncAiBOBaDkMUw4FzLsVCecYmH7VR5tbvMdp5wOQhxzZDU93DpJn3N8B6Ga7NA4Fosti6yEj7MspwjoQdASxdZ1TWa5ekcSUBQBrp5dPBzrp6YjJSMjmzTkx26us5G/AK95EZZgZqnXriDGg0qrNIMN8IVFhpnCV1z0DAsGokBqXaJ1bPlX6YTXysCV8t0w0UvsK8tuHaS04LOi6KREkWnubT4lTzmH+c1rQUaQXFmBG73SHTula10ldvxI2y7mJfbL7CdXyPxO2VjNiXNOpRh0Mf+iR6MSYviViP5jihc4nzriznnH6VJA++KFaVjicnIud58luudT5Nlm8zddaWTRwWGUwzv1NExR8diRDkDpBzZPtN+E01Z4pReYEkXCctjVXYN0qNPIn0yyQaVU8GxwzpXtj+M97193mtej+Ekw/te4Joshudoyxpn/AXWZJFIHK3AEYgQe08nSwnEsRAE9PIqzFM3AAAV50lEQVSzfC6AGw/2A5wYc9xQgb0uOpGQxegc5/3DvLl9ipWGo+GgHUIo4AQip4OqW67CrRjWY+Wl7hkuByts6Ct05JVyi/EsESepwVJe7OWIRRgs8AgXedvpBRYCWI6UxUAJpGjRX+s7bsVwdadoCOZlF1pTF4ikjYonZtgrVAzrD9/NSUhbTvGlwRcB4BVaobAQOCIHIuBEiKT4RlKvRGUlKsmVW7Gnl+UEPiAgAoFO8Grt88xur8PhcFBOkYvCRZrBCoFEpL5L6nsonr5ukOX9YjQq7xZZvHY1TCon4Ro4GcQ1aEVrLOop2i7i0cWi3HQCqYdOBrmHVIvrLi9Pg6UwpKUBLnucLXeOzeAGneA6vfR22VA5yUY7CbzPCIhYkyVORQ1yryTe0/ctOvRpuCVkEB8068r4wEFH3+6GyiA+4ERODaxoESuhGV4zWrLCaX+RR4I1HmpHLIbCSgSBQK7Qy1fZTpVepuRapG5Ocs/L+QqvyNPMXQP3PimKqqchbR73j/Fou8XZlqMZFPXBrRQ6qcP1i+t0MXKcaYb0d17Pcw943w9KUVvwcdaIhETSxqvyTHedqBsS4miNTQHL1eMpRlc2ZYOubLPhL9NLb+N9RpZ3x6a07HonTkaBUBSkue8Tpxt8PvocV9dP09AWy7RpSIhDiDVjU7bpSocd1ofPFk+s2/TS2+Q+Icm2R1cv1xxByH2fXnKT29LkGW0OLrxmvMCCtggoRsRSUiLKqUnEFN+ukJDSdR1SYrqyTqpdUIjTjXIaX8bJ+L72NkgUoZ4026EntwBIsy5pvlNO58vKf742Z75yso/ffBrGhmV5nw25xoJf4LntUyyGxeP9XNlIMhLv6WhMTEIuGT3p4rTYJnY9YjrkWqSpTvOdkcDowsk8f6qKaJpvcS3+FFvRVVazR2jqAgBOHLH06PutWtzKLKu+50nz5oX6SLqBqlHnfUKsHbbdOi/nsLXdpiURK1E0aKj085y+z1FVRARVpUdKVzo2zXLEsIMgybe53n+G7egan+2t0eqv0NQFWtomlZRUYvp0UDyteIllf4q+dB/gvt89i1GZQERawG8DzfJ9fkFVf6T2938EfI+qLu3x/L8FfC9FSfZXVPVDh7Vvqp7t7BovBl1yTWu995D6XjkloQgErubaF38eBoZSBoHvfWOdx3UT9uPxeZdYMy5v/34ZlxIO4n+KedYpuU/K2IVs5LnFd1CrsIz1zisgg0ZFRi8qGov1ObhQ9EjmPi6D593I/O4qbmZcnnfHAvhPriLLSdEYSfPOoCKZ+y5axhbYqMlJU06i9AlJtsnt+Av0oy1eTdYIkghPzo6/RT/fKBogZYwSjAbYVzFrVTmqmtSu85OuHDHwCTv9q/SSW2y6FwdxdUKAiCPNd8h9f86PWT2TXMDsLwx7WDy573O79yzr8hwibhBj29BFhAAlL+oteBxuGPztYzLfI887nOzyelK9zJNnW+zkXbrxq8MYWHG4MsvXeNKQKFhksXn++Hb7hDvKEZUY+FpV7YhIBPyuiPyqqn5YRJ4E1vZ6ooh8MfAe4EuAh4F/IyJvVNVDaRKqJmzsPDvMOjUyp/6weodPWmGgRUCfjwcV2vpfCgcN4JvcyFNy8H0S3yfJbu+6gR38ffZ775OqmoJSNRodPs+Ggc+7Rk6q55iTobi+87xDp5/Q6V+mPuW1ysQ0+Ro8aGrUk3o+Dad/FWXoDt73yNkablJlt2JSR8H82t0gO6nnSEkz+mkRGTHo3NurIVdL3Tx59NtUlBw0ryVjqEwe1cvyLbJ9Y32mjVow/SSqqkA1ATkq/6kUefL+PvAXgW/d4+nvBn5Wi7PmeRF5Fng78PuHsGeoprU1O4aPm/ulQH4IR7I+b3u08TIoaPUkBr0ftfqxLnt4da/Gnx37k6ioSN/pBj1+bljl6M52H7NhNklqcRz7PWfe2MjtKFdMsvZxGaO0X6eqlBXv8fjZk34M7/bzTy67VHPSbOP+d+eYKOAPp5//gTjSSaAiEojIJ4DrwK+r6keAHwCeUtWr+zz1EaCe9+1K+dj463+fiDwtIk/f3Z7phH9muox/L/adHZ/68a2m5NmxP3wy9m/aTboG7bo8WnacCyft807iB//uPPOjOkdyTu45c7RUkztvZA7FkQbTl1O1vlxETgH/QkTeCXwb8DWH9PrvB94PICJ2FRpzqOblkpq2pBa1NSRKlsbZzL+DrqheZ9dDoZplYMfD3Aub+nVHqrohIr8J/Fng9cCzIgLQFpFnVfX1Y095GbhU+/3R8jFjjLkHwYTHjnM6W21l6cHccTeIjzvZ6VfNbNlr9G/SGTy+sGMVMxHvsf0sqo7HnSeo1Be41Ilpmfc7JvNyvMyDMMvxSUeZ9esckJaNlAXgG4AfV9WLtW06ExopAE8BPyMi76MIpn8D8AdHta/GmHnmEIkQCXFSFHnDNMvDbHOjFYfDqBQMKzBFBSUkCNoE0qDKfOXxZRhQlY51dm8m5iQZrnMyHA0cXVi5uO6C8v8hzjUA8L5fW4F+1g0XYwyCNqFrDZL0pHmnlqyHMktXm6A8DsM1qKgFutuoiTHjjnJE5SHgp6QqqeDnVPVf7bWxiHwL8KSq/h1V/YyI/BzwDJABf/mwMn4ZY04SQSQYNFKkHM0oUk46PGXGPxwMfg7G1ke6l4pDVYEpepGda+CkQTNaHaTq9pqhfnxUxyoqZnZMTpNcjR4KIiFVdriigeLLRDazfo7XOiGqaztcpRmt4nB04mu1ThA/2FbxOIkG6fSBohzAl4lLZnd6jplmip/hc+sos359EnjiDtss1X5+imIkpfr9x4AfO6r9M8bMOynXnyhHUsq1dZyEw2K7tp6Pc43Bujwifizl7kEbLWUlTSKcaw3eu1rvACgra8Oe1t2VE2usmGlWvx5c7f/VqEr5mFR/2+tamkWj07wEKToeyIizTbK8h4grF4MeLnsAoJQL5ZID5Rpj4sYudbvuzeErUinM7nV3IlemN8acBKOLDaIerx4v1QKgRUVC1SMybEAMn1Q2WhCUYaVr78pEbe7+4LWy4j1rDaJqyplqwuhA8ezeSMxJNemcLUco1aOU5/1II2VWK+O7Y1EURcoREe89nmQwYjtpjRNVT5b3yfJ++Zx+WR7UR3CNMXXWUDHGzKliehc+QSlTSQ4CekcbJNWc+dGpLHdbcRjOz1cUfH8swfb4a89qhc2YO2WhKteB0fH1sGbV5BXNq7VN0JzRBU8n0By0T1bFpVAPcJ7142OmmzLL0RPWUDHGzKn6AqTjC+cdZcWget95qaQZM8lBzut5OfdHF8Md8rUt7vxZ5+VomNkzyzEqR7rgozHGGGOMMcbcCxtRMcacAA+iL9P6T42ZL3ZNm1mkto6KMcYYY4wxZroojCaKmTE29csYY4wxxhgzdWxExRhjjDHGmLlkCz4aY4wxxhhjpo0y0+mJbeqXMcYYY4wxZurYiIoxxhhjjDFzSVGb+mWMMcYYY4yZJpb1yxhjjDHGGGMOmY2oGGOMMcYYM5dswUdjjDHGGGPMFLKpX8YYY4wxxhhziGxExRhjjDHGmDk1yyMq1lAxxhhjjDFmDumMr0xvU7+MMcYYY4wxU8dGVIwxxhhjjJlTNvXLGGOMMcYYM11UUZ3d9MQ29csYY4wxxhgzdWxExRhjjDHGmDmlMxxMbw0VY4wxxhhj5pLOdIyKTf0yxhhjjDHGTB0bUTHGGGOMMWYOKZb1yxhjjDHGGDOFLEbFGGOMMcYYM2UsRsUYY4wxxhhjDpWNqBhjjDHGGDOnZnlExRoqxhhjjDHGzCWFGY5RsalfxhhjjDHGmKljIyrGGGOMMcbMI7WpX8YYY4wxxpgpo8x2emKb+mWMMcYYY4yZOjaiYowxxhhjzFya7XVUrKFijDHGGGPM3Mof9A7cM5v6ZYwxxhhjjJk6NqJijDHGGGPMXLKpX8YYY4wxxpipNLsNFZv6ZYwxxhhjjJk6NqJijDHGGGPMXFKwqV/GGGOMMcaYaaPog96Fe2ZTv4wxxhhjjDFT58gaKiJySUR+U0SeEZHPiMgPjf39r4qIisjZPZ7/3SLyJ+W/7z6q/TTGGGOMMWZ++UP6d/yOcupXBvxVVf2YiCwDfygiv66qz4jIJeAbgZcmPVFETgM/AjwJaPncp1R1/Qj31xhjjDHGmPmiNvVrF1W9qqofK3/eBj4LPFL++R8AfwP2nDT3TcCvq+rtsnHy68A3H9W+GmOMMcYYY6bLsQTTi8hjwBPAR0Tk3cDLqvpHIrLXUx4BLtd+v8KwkVN/3e8Dvu9Qd9YYY4wxxpi5oDMdTH/kDRURWQJ+EXgvxXSwv00x7eu+qer7gfeX73MD8h3g5mG8tpkqZ7HvdV7Zdzu/7LudX/bdzif7Xu/OFz3oHTigD0E2MR78Hhz7+XGkDRURiSgaKT+tqr8kIm8FHgeq0ZRHgY+JyNtV9VrtqS8DX1P7/VHg3+33Xqp6TkSeVtUnD/EjmClg3+v8su92ftl3O7/su51P9r3OJ1Wd6dCJo8z6JcBPAp9V1fcBqOqnVPW8qj6mqo9RTOn6irFGCsCHgG8UkTURWaMYgfnQUe2rMcYYY4wxZroc5ToqXwV8F/C1IvKJ8t+79tpYRJ4UkQ8AqOpt4H8CPlr++9HyMWOMMcYYY8wJcGRTv1T1d4E9o+XLbR6r/fw08J/Xfv8g8MG7fNv33+X2ZjbY9zq/7LudX/bdzi/7bueTfa9m6ojOcG5lY4wxxhhjzHw6yqlfxhhjjDHGGHNPrKFijDHGGGOMmToz11ARkW8WkT8WkWdF5G9O+HtTRP6f8u8fKRebNFNORC6JyG+KyDMi8hkR+aEJ27xbRD5ZJmZ4WkT+9IPYV3NvRCQQkY+LyL/a4+//Se37/5nj3j9z90TkTbVkKZ8QkS0Ree/YNiIi/6gskz8pIl/xoPbXHJyI/JCIfLq8Ht874e9WHs8IEfmgiFwXkU/XHvu28rv1IrJnSmIROSUivyAinxORz4rIv388e21MYaZiVEQkAD4PfANFauOPAt+hqs/Utvmvgbep6veLyHuAb1XVb38gO2wOTEQeAh5S1Y+JyDLwh8BfGPtul4AdVVUReRvwc6r65ge0y+YuicgPA08CK6r658f+9gbg54CvVdV1ETmvqtcfxH6ae1OWzy8D71DVF2uPvwv4QeBdwDuAf6iq73gwe2kOQkS+FPhZ4O1AAvxr4PtV9dnaNlYezwgReSfQAf4vVf3S8rG3AB74CeCvlQmNJj33p4DfUdUPiEgDaKvqxjHtujEzN6LyduBZVX1OVROKgvTdY9u8G/ip8udfAL6uXNPFTDFVvaqqHyt/3gY+Czwytk1Hhy3rRWB2WtknnIg8CvwHwAf22OS/AP6xqq4DWCNlJn0d8IV6I6X0booKkqrqh4FTZceEmV5vAT6iql1VzYDfAv7D+gZWHs8OVf1t4PbYY59V1T/e73kisgq8k2JNPFQ1sUaKOW6z1lB5BLhc+/0KY5XZ+jZlAbsJnDmWvTOHopyu9wTwkQl/+1YR+Rzwy8D3HO+emfvwvwF/g6IHb5I3Am8Ukd8TkQ+LyEyvpHtCvQf45xMeP0i5babLp4E/IyJnRKRNMRp2aXwjK4/n3uPADeD/LKftfkBEFh/0TpmTZdYaKmbOldMJfhF4r6pujf9dVf9FOb3gL1AsCmqmnIj8eeC6qv7hPpuFwBuArwG+A/g/ROTUMeyeOQTllJBvAX7+Qe+LuX+q+lngx4Ffo5j29Qkgn7CdlcfzLQS+AvgnqvoEsAPsig025ijNWkPlZUZ7dR4tH5u4jYiEwCpw61j2ztwXEYkoGik/raq/tN+25VD2a0Xk7LHsnLkfXwV8i4i8QDFd82tF5P8e2+YK8JSqpqr6PEUs2huOdzfNffhzwMdU9dUJfztIuW2mjKr+pKr+e6r6TmCd4prca1srj+fTFeCKqlazG36BouFizLGZtYbKR4E3iMjjZQ/ee4CnxrZ5Cvju8uf/GPiN2jxaM6XKOKKfBD6rqu/bY5vXV/FGZeagJtYInXqq+rdU9VFVfYzimv0NVf3Osc3+JcVoCmVl543Ac8e5n+a+fAeTp31BUSb/pTL711cCm6p69fh2zdwLETlf/v81FPEpPzP2dyuP55yqXgMui8ibyoe+Dnhmn6cYc+jCB70Dd0NVMxH5AeBDQAB8UFU/IyI/Cjytqk9RVHb/mYg8SxE89p4Ht8fmLnwV8F3Ap0TkE+Vjfxt4DYCq/lPgP6Ko8KRAD/h2a4TOrrHr9kPAN4rIMxRTTP66qlqlZwaUc9a/Afgva499Pwyu21+hiHF4FugC/9kD2E1z935RRM4AKfCXVXVj7Hu18nhGiMg/p+gIOisiV4Afoagf/e/AOeCXReQTqvpNIvIw8AFVfVf59B8EfrrsHH4Ou37NMZup9MTGGGOMMcaYk2HWpn4ZY4wxxhhjTgBrqBhjjDHGGGOmjjVUjDHGGGOMMVPHGirGGGOMMcaYqWMNFWOMMcYYY8zUman0xMYYc1KUqWH/bfnrRYq0zTfK37uq+qeO4D2fAH5AVb/3kF7vByj29YOH8XrGGGNOFktPbIwxU05E/gego6r/6xG/z88D/7Oq/tEhvV4b+D1VfeIwXs8YY8zJYlO/jDFmxohIp/z/14jIb4nI/ysiz4nI3xWR/1RE/kBEPiUiryu3OycivygiHy3/fdWE11wG3lY1UkTkq0XkE+W/j5d/R0T+evkanxSR/7H2/L9UPvZHIvLPAFS1C7wgIm8/+qNijDFm3tjUL2OMmW1fBryFYqXp5yhWlX67iPwQxarS7wX+IfAPVPV3ReQ1wIfK59Q9CXy69vtfo1iR/PdEZAnoi8g3Am8A3g4I8JSIvBO4Bfx3wJ9S1Zsicrr2Ok8Dfwb4g0P91MYYY+aeNVSMMWa2fVRVrwKIyBeAXysf/xTwZ8ufvx74YhGpnrMiIkuq2qm9zkMMY2AAfg94n4j8NPBLqnqlbKh8I/DxcpsliobLlwE/r6o3AVT1du11rgNvvv+PaYwx5qSxhooxxsy2uPazr/3uGZbxDvhKVe3v8zo9oFX9oqp/V0R+GXgX8Hsi8k0Uoyj/i6r+RP2JIvKD+7xuq3xtY4wx5q5YjIoxxsy/X6OYBgaAiHz5hG0+C7y+ts3rVPVTqvrjwEcpRkU+BHxPORUMEXlERM4DvwF8W5mpjLGpX29kdEqZMcYYcyDWUDHGmPn3V4Any2D3Z4DvH99AVT8HrFZB88B7ReTTIvJJIAV+VVV/DfgZ4PdF5FPALwDLqvoZ4MeA3xKRPwLeV3vprwJ+/cg+mTHGmLll6YmNMcYAICL/DbCtqh84pNd7AvhhVf2uw3g9Y4wxJ4uNqBhjjKn8E0ZjXu7XWeC/P8TXM8YYc4LYiIoxxhhjjDFm6tiIijHGGGOMMWbqWEPFGGOMMcYYM3WsoWKMMcYYY4yZOtZQMcYYY4wxxkwda6gYY4wxxhhjps7/D4hqhWxWX11CAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 7))\n",
+    "plt.title(\"Deep Salience (Multif0) on Mixture\")\n",
+    "plt.imshow(mf0_salience, origin='lower', cmap='magma')\n",
+    "plt.xticks(np.arange(len(sal_times))[::200], np.round(sal_times[::200], 1))\n",
+    "plt.yticks(np.arange(len(sal_freqs_midi))[::50], np.round(sal_freqs_midi[::50], 1))\n",
+    "plt.xlabel(\"Time (sec)\")\n",
+    "plt.ylabel(\"Frequency (midi)\")\n",
+    "plt.colorbar()\n",
+    "plt.axis('tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Compute Vocal Note Mask & Masked Salience"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# initialize mask to have the same size as the salience\n",
+    "vocal_note_mask = np.zeros(mf0_salience.shape)\n",
+    "\n",
+    "# size above and below midi note value to allow in mask\n",
+    "## higher values allows for more expressive singing e.g. vibrato\n",
+    "## lower values will prevent noise from other instruments from interfering in the estimate.\n",
+    "midi_thresh = 2  \n",
+    "\n",
+    "# padding to add to mask before and after the start/end of a note\n",
+    "## make this a small positive number if the timings aren't accurate\n",
+    "time_buffer = 0.0\n",
+    "\n",
+    "# loop over notes to create mask\n",
+    "for note_start, note_end, note_midi in note_sequence:\n",
+    "\n",
+    "    # find closest point in time grid to note start/end\n",
+    "    t_start = np.argmin(np.abs(sal_times - (note_start - time_buffer)))\n",
+    "    t_end = np.argmin(np.abs(sal_times - (note_end + time_buffer)))\n",
+    "\n",
+    "    # find closest point in frequency grid to note midi boundaries\n",
+    "    f_start = np.argmin(np.abs(sal_freqs_midi - (note_midi - midi_thresh)))\n",
+    "    f_end = np.argmin(np.abs(sal_freqs_midi - (note_midi + midi_thresh)))\n",
+    "\n",
+    "    vocal_note_mask[f_start:f_end, t_start:t_end] = 1\n",
+    "\n",
+    "# compute masked salience\n",
+    "masked_salience = mf0_salience * vocal_note_mask"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x504 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 7))\n",
+    "plt.subplot(222)\n",
+    "plt.title(\"Deep Salience (Multif0) on Mixture\")\n",
+    "plt.imshow(mf0_salience, origin='lower', cmap='magma')\n",
+    "plt.xticks(np.arange(len(sal_times))[::200], np.round(sal_times[::200], 1))\n",
+    "plt.yticks(np.arange(len(sal_freqs_midi))[::50], np.round(sal_freqs_midi[::50], 1))\n",
+    "plt.xlabel(\"Time (sec)\")\n",
+    "plt.ylabel(\"Frequency (midi)\")\n",
+    "plt.colorbar()\n",
+    "plt.axis('tight')\n",
+    "\n",
+    "plt.subplot(221)\n",
+    "plt.title(\"Masked Salience\")\n",
+    "# plotting square root of masked salience to show better contrast.\n",
+    "plt.imshow(masked_salience**0.5, origin='lower', cmap='magma')\n",
+    "plt.xticks(np.arange(len(sal_times))[::200], np.round(sal_times[::200], 1))\n",
+    "plt.yticks(np.arange(len(sal_freqs_midi))[::50], np.round(sal_freqs_midi[::50], 1))\n",
+    "plt.xlabel(\"Time (sec)\")\n",
+    "plt.ylabel(\"Frequency (midi)\")\n",
+    "plt.colorbar()\n",
+    "plt.axis('tight')\n",
+    "\n",
+    "plt.subplot(223)\n",
+    "plt.title(\"Vocal Note Mask\")\n",
+    "plt.imshow(vocal_note_mask, origin='lower', cmap='magma')\n",
+    "plt.xticks(np.arange(len(sal_times))[::200], np.round(sal_times[::200], 1))\n",
+    "plt.yticks(np.arange(len(sal_freqs_midi))[::50], np.round(sal_freqs_midi[::50], 1))\n",
+    "plt.xlabel(\"Time (sec)\")\n",
+    "plt.ylabel(\"Frequency (midi)\")\n",
+    "plt.colorbar()\n",
+    "plt.axis('tight')\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Get final f0 estimate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f0_estimate_idx = np.argmax(masked_salience, axis=0)\n",
+    "f0_estimate_hz = sal_freqs_hz[f0_estimate_idx]\n",
+    "\n",
+    "f0_confidence = masked_salience[f0_estimate_idx, np.arange(masked_salience.shape[1])]\n",
+    "f0_estimate_hz[f0_confidence == 0] = 0.0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot f0 Estimate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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xYJwOoewDAF4HsFbm/hsBBAFclmab6V7LWFB6v5U+r3Skeo/Hsk0Oh8PhcCYULmBwOBwOh5NjxJyHcwkhRgABCK4JtnrfA6AhR09lgSBS9InPeyOARXG3Jz/XFgAeIgSM5hFCtISQRYSQVeLtGwFEAHyHEKInhFwB5dKNhyF0/fgaRspHAGAzBEfA7eK2zoaQ5/GkuB9dAO4lhFgIISZCCBMXlF6TEvECRiEAt/j/IQg5EwlQSocA/ATAnwkhlxFCzOL+XkwIYRkl6V7LWFB6v5U+r3Skeo/Hsk0Oh8PhcCYULmBwOBwOhzM2WJcPdnkeQv7FvQCcECz+pQDuFO//awB3iXkZPxjLE1NK9wP4HYSJcA+E7hsfxd0l4bkopVEIXUKWAWgS9+8fEMIyWQjmFRCCIPsBXA1gncI+NAP4GILw8FLc9SEIk/yLxef5C4DrKaUHxf24FMAsCEGj7eJzqXlNKSGElEMQLQ6KVw0CyBf/bxdfk9xr+B2EkpW7IAgnbRAcIC8ovRY1+5UKpfdb6fNS2LbsezyWbXI4HA6HM9GQxLJLDofD4XA4nOkBIWQZhOyR6wkhP4JQOpGcgcHhcDgcDmeKwB0YHA6Hw+FwpiWU0p0AegghHwBYCOC5Cd4lDofD4XA4Y4A7MDgcDofD4XA4HA6Hw+FMergDg8PhcDgcDofD4XA4HM6kZ1wEDELIg4SQXkLI3hS3E0LI/xJCjhJCdhNClo/HfnE4HA6Hw+FwOBwOh8OZGoyXA+PfAC5Kc/vFAGaLl5sA/HUc9onD4XA4HA6Hw+FwOBzOFGFcBAxK6ftI0bpM5LMAHqYCmwAUEEIqxmPfOBwOh8PhcDgcDofD4Ux+dBO9AyJVEHquM9rF67qS70gIuQmCSwMWi2XFvHnzxmUHORwOh8PhcDgcDofD4eSebdu2OSmlJUr3mywChmoopfcDuB8AVq5cSRsbGyd4jzgcDofD4XA4HA6Hw+FkCyGkRc39JouA0QGgJu7vavE6DofD4XA4HA4npzz4YRN2tA3i5rMasKjKPtG7wzmJeGV3Fx76uBkt/V7otRp857zZ+PzKGuUHcjgcAJOnjepLAK4Xu5GcBmCIUjqqfITD4XA4nJORfm8Itzy+HS/u5No+hzNWWlxe/OKV/Xh5VyduergR67a3452DvRO9W1OaVpcPD37YhF1tgxO9K5OaxuZ+3PL4dgz4QjhrdgmKrEbc/uxufPOxbTj9129je+vARO/ilCQWo/jThiP47J8/wu/fPARvMDLRu8Q5gRBK6Yl/EkKeAHA2gGIAPQB+CkAPAJTSvxFCCIA/QehU4gNwI6VUsTaEl5BwOJxs2HjMhR+/sAfFViMe/+qp0Gkni5bL4YyGUorP/W0jGlsGUGQxoPGu8yGcNjknOwe73fjwiBNfXlsPjYZ/J5Q42O3GT1/ch/YBP3o9Afz12hW49ZldGPKHAQAPf3k1zpqjWH7NSWJX2yCu++dmuAMR6DQEf79uBc6bXzbRuzUp8IeiuHPdbtx01kyU5Rtx8yPb0Dbgw7s/OAd5Bi36PEFc+If3MOATvoOlNiPev/0cmPTaCd7zqcW67e34/tO7MK/choPdHlTaTfjd55dhzcyiid41TgYQQrZRSlcq3m88BIwTBRcwOBxOpvR7Q7jwD+/BORwCANx9yQJ85Yz6Cd4rDkeeIX8Y9752AE9sacPy2gJsbx3EF1bX4ieXLECegQ9wT2a6hvxY8+sNAIBfXb4YXzy1doL3aPLiDUag1RB85aGt+OioCwsq8nHtabW49tQZ8AYj2NsxhDvW7UE4GsOGW8+GQcdFbTV4gxFsbe7HD5/bDb1Wg799aQW+/cQOlNiMePrmNRO9e5OC1/d24euPbk+47meXLsANa0fGHZ5AGIQQ7GwdxJf+uRl5ei1+eukCXLOa/6aVCEdj+OZj27F+fw8WVubj5W+dgR1tA7jtmd1wDgfx2nfPQlVB3kTvJkclagUMfoTmcDgnFS/t7IBzOIT/fPsMnDO3BL9/8xC6hvwTvVscjix/WH8YT2xpw6eXVOBfN6zGrFIrntjSih88s2uid40zwXxwxAkAsJl0uOuFPfj3R00TvEeTk7Z+H87//Xs44zfv4KOjLvzkkgV49b/OxLWnzgAAWIw6nNpQhJ99ZiHaB/x4dlv7BO/x5OWRTS1452AvjvR4sH5/D06/dwNu+NdWaAjBA9evxKIqOz69uALbWgYw6AtN9O5OCt477Bx13ZUrqhP+tpn0sBp1OH1mEQgB/OEo7li3B91DgfHazSnLvz5qwvr9PbhxbR0euH4lNBqCFTMc+NeNqxCIxPDgh/y4OB3hAgaHw5kS+ENRPPhhE/737SMIhKNZb+ftg71oKLFgUZUdP//sIkQpxdV/38QHCpycEY7G8NFRJ8LR2Ji2M+QP46mtbbhyeTX+/MXlsJv1eOv7n8C3z52FV/Z0ceHtJOdo7zAMOg0+vP1crJ1VjN++eVgqheCMcM8r++EJRDDoC+G0BgeuXzND9n5nzS5GQ4kF6/d3j/MeTg0+PubE3S/sxY3/3ooL/vA+vvZwIyrsJvzj+pXYcOvZmF+RDwA4b34pojGK94+MnrifbPS4A3jrQA8+ubAMzfd+Go9/9VTcf90K2Ex62ftrNATPfv103H3JAhACPLm1dZz3eOqxu30IdUVm/PTShaiMc1rMKLJg5YxCfHzMNYF7xzlRcAGDw+FMevq9IVz+l4/w8//sx+/XH8b3ntqZ1XY8gTA2HXfhfLE2t8ZhxmNfPQ1dQ378/f1judxlziTEHQjjqa2tuPuFvbjrhT3oHMy9AEApxbX/2Ixr/7EZd67bg7GUabb1++APR3HBgsRa8jNnCzX6B7s8Y9pXzonBORzEK7u7EI2d2BLdIz0eNBRbYDfrcefF8zEcjOCRjc0n9DknmkA4is/+6UP879tHVN1/wBvChoO9uGZVDd783ln41w2rU2YeEUKwpqEIW5sHEInGMOQLo9fDhW3G3947DofFgNs+OVe67u5LFuD8BWUJ5WxMyGhxesd9Hycbtz69C95gBF85owEAcPqsYly4sDztY1bMKMRXzqjHgop8bGnqH4/dnNK0DfhR4zDL3ramoQgHutwY8HI30HSDCxicSctwMIJ7XzuIvR1DE70rnAmEUopbHtuO404v/nXDKtx8VgPe2Ned1Qnp/cNOhKNUEjAAYbBw6ZJKPL21ja9eTmMi0RhufngbfvjcHjzd2IZnGttx+r0bcM5v30Vbvy9nzxOOUmnQ+ey2duxuz/74xSbABl1iOOPcchsA4GA3FzAmE9EYxT8/bMIVf/kYtzy+Hd94dNsJfb4jvcOYXSZ8FxZU5uPceaV48KNm+ELTM33/hR0dmHf369jVPoTfrz+sShx8bW83wlGKy5dXoaHEqpgbs2ZmEYaDEezpGMKn/+8DrP7l27na/SnP0R4Pzp5TglvOmYWP7jgX/33VEpwuE5Bo0mtRZDGgy83Fnz0dQ7j8lCqsrndk/NjV9Q5sbx1AKDI2J99U59FNLfjzO0dT3t7e70N1obyAcZr4/Wxs4Z1dphsZCxiEEDMh5G5CyAPi37MJIZfkftc42bDpuAvPbWsf06rfZOGmhxvxt/eO4cq/fozvPrkD33liB4KR7EsHOFOT/V1ubDzuwu2fnItz5pXiokXliFHg/SN9GW/r7QM9KDDrsby2IOH6L59RD28oiqe4XXPa0tgygI3HXbjz4nnY8ZML8NvPLQUANDm9eH5H7lqTMtHh65+YCZ2G4NU92XcEj4jb0iR1HLHn6VFVkIeD3e7sd5STczYfd+EX/9mP1n4fDDoN3tzfgx0nqCWiPxRFx6Afs0ut0nW3nDMT/d4Q/vbu9HSTbRDbnLJAviO9w4qP+eBIH6oK8rBAdAUocVqDMOHZeNyF9gHBodXW7zvhbprJTiAcRedQADOKLACEz+BzK2tSdkMqt5vQdQIcbpOdX76yHyvvWY/1+3sw4A1hyB9GfbElq22dWu9AIBzD3s6TdxGPUoq7XtiL/37jkGwLcW8wApc3hBqHfEgnOz62uLgbaLqRjQPjXwCCAFi8cAeAe3K2R5ysCUVi+NI/NuPWZ3bhgQ+OT/TujIlBXwgfH3PhhtPrMKvUihd2duKlXZ349asHJ3rXOOPMuu0d0GsJrlwuhF4trS5AkcWA9w5nJmBEYxTvHOrFOXNLR1mIF1XZsaahCA9+OH1XL092joqTnUuXVsJs0OGSJRV48qbTsKAiX1Fk6M/A7RMVxeMiiwFnzC7GM9va8e6h3qz2OSZuS6cZfaqeW27DIe7AmFS8ub8HAHDbJ+di053nId+kw78+aj4hz9Ux6AOlwIyikZXHFTMcuPyUKvz1vWNwDQdPyPNOJEd7h/GJOSV47hungxDg6a1tae8fjVF8fMyFtbOKVLcdLrYaMbvUio3HXCi2GgAAZ973Dubf/TrOvG9D1r/lqQ5zqdUVy690J1NhN6HrJMuV6h4K4IEPmuAcDmH9/m4cF0toshUwFlTYAQBHe5SFulxDKcXLuzoxHJzY8dChnpFz3LrtowUMJjLWpHBg2PP0sJl0OXVZciYH2QgYMyml9wEIAwCl1AeANx+fBLy2t0tasXtlz9QOodojlo1csKAMT950Gp77xhpcsbwKz25r5xPMk4wNB3txxqxiFFqEwaRGQ7C42p5x/f/21gEM+MI4b36p7O3fv3AOut0B/FFlbfV0hFKKpxvbpmXd9/E+L/L0WpTnmwAI9e6nNRThcyurcbDbIwkcgJBh8KV/bMaZ923Ar189gOW/WI8H3lcnCkejwjFYqyG47ZNzUWjW45uPbZcGUE9tbcV9r6sTYiPitmT0C1TYTejzTL9J6lRmw8FenDevFLecMwsOiwGXLK3E+v09J+Sc1T0kfPZl4veZ8dlllQhHqTR5mi7EYhTHncOYVWpFud2Eq5ZX4+GNLWknJvs6hzDkD2PtrOKMnmvNzCI0Ng8kTDy/eGotTDotvv34jpPS0t/sEt5n5sBQotxuQvdJVkLyphj+WuPIw47WQTSPUcCoKsyDXksm5Le8s20Q335iB360bs+4PF8sRvHrVw/gnN++i6O9I2O7D8Ug2LPnlmB76wBiSU4o9vtPlYFBCEGtw4xWLmBMO7IRMEKEkDwAFAAIITMhODI4E8zW5n7km3S4+awGHOh0T+lyC1Y3vqjKDptJjxUzHPj8yhoMByN4Y9/UFmc4yjy5pRXn/e5dvLqnC01Or2TrZcwps+Fo33BGtt63DvRApyE4a06J7O2r6hz4/Mpq/PODppPWmv/Srk7c/uxu/Pj5vRO9KznnWN8wGkos0GgS9faLF1WAEEguDHcgjC/9YzMaW/oRisTwd1G4+OWrB+BVsRrFHBhaDcHCSjse/sqp0BCC//fyPgz6Qvjhc3vwl3ePYcinnLeSzoFRYNZj0B+eFuWC0wFfKILWfh9OiStPu2RJBfzhKN45mHm5mxJsclieJGCwgXz7wPQasHcM+hEIxzBLtITfeuFcaDTAfW8cSvmYXW2DAICVdZnlDyyvLYQ/HJVEzw9uPwc/+8xC3HrhXHiCkRNWFjSZYRb8uiK1Dow8DPrC8Iem7jg0U9491If6YguuWl6Do33D2NMxBK2GpJxcK6HVEMwosqDJOf4ODNaiecPB3rTnmFaXD7c8vn3MLXM3HXfh7+8fR8egH195qFHq4NXYPIBahxmXLqmEJxDB4d7Ehatm8XtZm+Y95gLG9CQbAeOnAF4HUEMIeQzA2wBuz+lecbKi2elDfbEFy2oKEIrGpnRC/R6xLZI9b6TV1Oo6B4qtRrwv01ObM314prENd6zbg2N9Xnzzse0AgFVJAVizS60IRWIZ1TVuPt6P5bWFyE/RvgwA7rh4PmwmHe56fu8opX+6EwhH8atXDwAA3j/cN+GBpq/u6cJDHzfnbHvH+oYxs8Q66vpyuwmrZjjw1NY2DHhD+P2bh3G4x4P7r1uJG9fWAwAMYslRvJ01FZGYMPDSikJJVUEevnnOTLx1oBdrfr1Bup+aDBfmqJNrmlCQZ0A0RuE9iSYIkxk2QK6NW6E+tb4IWg3Bga7cC6I9ooCR7MBg+RBt/dMrf4A5pJiAUW434ctr6/Hyrs6UjrE9HUNwWAyotJtkb08FC/r0h6NYVlMgTUBPnyV8ntnkL0112vp9sJl0KDAbVN2/QnzPTyYXxqFuD5ZU27F8RgEoFcYy88pt0KfoeqOG+mILmibAgfG+WKI7HIxgY5o2pN96Yjte2d2FF3d2jun52PHz7k/PR4vLh5fE7e3pGMKSajtW1hUCEASNF3d2SKGex/q8KDTr4bCk/l7WOsxoG/CfdGO66U7GvypK6XoAVwC4AcATAFZSSt/N7W5xsqHJ6UVdsQVLa4QVoKm8StA+6Btlu9NoCE6td2DzcRdfdZymUErx328cwqq6Qrxwy1rp+kWV9oT7zRGT9w9nUBva5PRidtnoCWw8DosBd35qPhpbBvDMtvT11dOJj486sfwX69HjDuIHF85BMBLDpuMT2zv9z+8cxX+/cSgn4XnBiBB4mMrK+8OL56HPE8T1D27Bo5tacM3qWpw1pwSfWVoJs0GLH3xyDgB1bUtF/UISMADgy2vrcVqDA/5wVCorUZPhEpMEjNGnaibujnXli5MbWpjFPm4lUKshKDTr4ToBLfx63AHkm3SjumqY9FqU2ozTzoEhCRhxIuQnRDfdvg55gWh3+xAWV9lV518wdOJvNxSJQacdeWy+SY81DUV4dFMrWl1T7/3dfNyVdflLjzs4yu2TjhKbEYBQjjdVCYSjqseaw8EIOgb9mFNmw5qGIlQV5MEbiuLyU6rGtA8NxRY0u8Y/RHZv5xCuPbUWRRYDHvyoSfY+rS6f5JZm5TPZ0iuWQ35+VQ1mlVrx7LZ2OIeD6Bj0Y2l1AWodZhRbjXj7QA/uen4v/m/DEUSiMRzvG0aDzMJEPNUOM0KRmPQcnOlBNl1ILgcQoZS+Qin9D4AIIeSy3O8aJxOEhGg/6oosqLCbMKPInHHI4WTC6Qmh2Gocdf3qegc6hwJScA9netHi8qHXE8Rlp1RhWU0BtvzoPLz+3TNh0CUeqpgQcbRXncsokzTwq5ZXY3WdA79+7eCEuxDGi2e3t8MXiuKyZZWS62AiAyK9wQgOdLkxLP47VpzDIVA6siqYzIoZhbjvqiXY0zGEGUVm3HqBIFhUFuRh+90X4GtnNsBq1KkqLUp2YADCpPKJr52G9247G7ecMwtLqguwv1PNtlgJyegJmN3MBIyT4zs62WG12DOSLPYOiwH93twPnHvcgVHuC0Z1Yd60O0ce7R1GsdUgZSEBQutYALKt1gPhKI70DmNxlX3UbUqw324kRhN+xwDwq8sXg1KKHzyza0qt6La4vLj6/k348fPZZRr0eFJ/3+SwGHUAoKrsbjISicaw6p638MPndqu6/xHRnTe71AqdVoPvnDcLNpMOn102NgGjvtiCUCSGzjQdXXyhSE7P14FwFIFwDJVip5m3D/bKlgLtaBMWSc+dV4pNx/uzam3P6PUEUGjWw6jT4qzZQt7FNrH16ZJqQYRcVVeIdw71wROMIBCO4UjvMI71eTGzJP24rkQM4x0Qxf69HUNY8+u38b2ndiIQ5g7GqUpWJSSUUulsQSkdhFBWwplA2vqFRPL6YgsIIThvXhk+OuaakoGXlFK4vEEU20YLGCtmCDaynWJtK2d6sbW5H4CQRwEApfkmzCsf3f7ObNCh1GZUXdeYSRq4RkNw01kNGPSFVQskU539nW6cPbcE/3PNKbAYdah1mCdUwNjVPgg2N9jS1D/m7TnFlZcSmWMK47JTqvDcN9Zg3TfWoihOPDXptSCEYF65DQdVvCdspUybtOpLCJEC8OaUWXFMRYZLNEUbVQAoEB0YJ4vINtlpcQkW+/iyR4AJGLl3YHS7gyhPIcjVOMxom2YOjCO9nlElYDaTHnVFZuyTEQPbB/yIxqhUcpIJ8Zkzyb/j2iIz7rpkAbY02rdBDAAAIABJREFU9+O1vVMnj4uFcL60Kzurf687iNI0x89kLAYmYEzNCeKBLg88wQiebmxXNQ44IrpBmTv06lW12H73BWnPOWpgY5ZUZSQtLi/W3rsBn/yf92XbjGYDO6cUmPWYV24DpUIGTTK724dg0mvwnfNmIxqjWC92YcoG4fslHM9ObXAgGInh0U0tIARYKIqQbPy/Uvz3wyNOOIeDig4MVjbMXtfv1x9G11AAz+/owH2vp87Q4UxushEw5B6jG+uOcMYGO4E3iErk+QtKEYrE8NDHLRO5W1kx5A8jHKWyDgz2+nggz/RkW8sA7Hn6BJtwKjIJZso0DZzZslkXiOlMMBLF0d5hLKgYEYrmlNlU5T2cKHa1CRp5oVmP3e1jFytZtw65Y0o8K2Y4JGdDMnPLbTjY5Va0FDPRId56nszsUhuCkZhia7d022L7yQWMyUFrvw8zisyjyhWKLEa4hnMvYPS6A9KAP5nyfBN63dPHLk0pxdHeYVkxYmGlHfu6RjswmIBTXZiX8fPFuy6SHRiA4NIryzfmbMI4HrSKeVHBSCzjhS1KKfo8QZTkq5+Mm8VzqHcKLqIBwLaWEeGcdcJIxzHnMAxaTUJg51iyLxj1JekFjAc/bMKALwyHxYCfvrQvY1cQpRTP72hPWChgrr6CPAOqxN+PnICxq20QCyvtWFptR3VhHtbtaEePO4DntrVn7Gzo9QRRKn6/Vtc5QIgQJDqrxAqr6Ob55MJynNbgwB+uXgabSSeJcUrjunxRVHb7w9jdPogNB3tx2yfn4lOLy/Gf3WPL7uBMHNn8uhoJIb8nhMwUL78HsC3XO8bJjOe2t6OqIA8LxayANQ1F+NTicvz2zUNTrtUeq5lkPdjjYSvvzdOsRRxHoLXfh1ml1lGdIuSodZhVB9U1Ob0ZpYEzy/54151OBEd7hxGJUcyPEzDmldvQ5PROWCejtgEfCs16zCyx5iQEjh1TxrIaNq8iH+5ABF1D6fdHcmCk+Q6zEqjDCiIR62gi78AYscU+09g2ZivsnvYhXPQ/70/p7KSJpHsogAr76MlykdWQ8wwMwaUYQrFNPrjOZtIhGIlNm3affcNBuAMReQGjKh9t/f5RXX1YCU11YeYdIOIFQznxUKMh+NTiCrx7uA/uQBibjrsS2jBPRprjMjt2tGYmCg/6wghFYyhLIZjJYZ3iJSSNLQOosJtgNepUhWj2uoUJeLrjfjaUWI2wGLSy+xCOxvDstnZccUoV7rhoHgZ9YTRlEGz+dGMb6u98Fd97ahdufqRRylNi/xaY9agUQ4E7ZErSDnZ7sLAyH4QQfHltPTYd78epv3obtz6zC38RQzbV0ucJokRcYCi0GCQX7uLqkRKwGocZT960BjUOM+aU2bBHLB1jwcWpYA4MdyCC/9twFPkmHa5fMwO1DgsGfCGeqTdFyUbA+DaAEICnxEsQwC253ClOZnQO+vHBESeuWlEtHTwJIfjqmQ2IxmiCkjwV6PMIB8+SFKuldUUWKTCNM73odgdQpnKVp8ZhRueQX9Uku2sogDKbUfWKCBu0Rk4CAYPVj7N6ckBY0YjGqOygRYmnG9vwjUe3SS0Ms6FnKIByex5K8405Cd5iIm6RjCiqlvnlgjVYKQdDaqOaJjiQTcSO9qWf9ETFPA25DIwC0YHx5JY23Pbs7owHjPEEI1F85aGtONjtwR/fPpL1dk5m+oblLfYOi0F0FeZOTAiEBXGCiVjJ2MQBuycwPdw5PUPC71duosIWbZJdGO0DPhi0mozKHhjxk1A58RAArjilGqFIDP/+qBnX3L8J5//+vUktGLW4fJKAu69ztGMlHT1il5fSTBwYRsGB4ZuiXZIO93iwsNKO+mKLVIKaju6hzDJC1EIIQX2J/D74w1F4Q1EsqMyXwvszOe8+vLEZgJDbM+AL4+lGIbh8UHT12fP0KLMJokzHYOKY2xuMYDgYkUTbG9fW4TdXLsZ3z5+NRVX5uP+D46pyngB5h89Zs4sBjG4TzaiMOxakKqVj5OcJYprbH8bGYy58ZlklbCY9HBY9wlHeyWuqkk0XEi+l9A5K6UrxciellC+HTyBvH+wFAFy6tDLh+oWV+TDoNFIQzlRBcmCkGHjUFpnR0s+/crmCUoqnG9uktnwTSXwdpBK1DrNQm6likt3rCaAkg8EF6/pwMjgwtjQNoMhiQEOcDVNadUkTHJaKBz9swmt7u3HL49uzdnB0uwMozzei1GZCXw6s8M7hIOx5QkBYtswRBYwDCp1IWNlRupU4m0kPi0ELpyf9ynxUpqMJw6TXwqDTSKtQgTFMnl7b041eTxCn1BbgvcN9GbUn5ggrof3ekKzDp8iSGCCXCwb9IyukcthMwoB9eIqufifD3rtCmVaJC0XhNXmy1N7vR1Vhnio3XzLx4qOceAgIK8Nnzi7G79cflq57fkd7xs81XrT2e7GspgBVBXnYm6JrSypYOVImE3SjTgu9lkzZ76BrOITSfKPqNqZCyOnY8i5SUV9sxYEu9yiXXTQ6EvI8q9QKs0GrWsDocQewt8ON718wB+u/9wkUWw3S62RuJnueHjqtBuX5plHjrGRXIyEEV6+qxXfPn4MHrl+JQrMBX39UnTl/yC84fOLHfv/f6XX4/Mpq3HB6nexjmJhp0GrgUGjtywTdXk8wQXRhLYHHEj7KmTiy6UIyhxByPyHkTULIBnY5ETvHAV7f26Vo691woAczisyjkniNOi2WVNnxwAdNeH1v14ne1ZwxUkKSyoFhRo87OCUDSicjD37UjNuf3Y2bH5nYSrBhUdFXUtMZLO1fTQ5GnyezADKd5uRxYGxt7sfKusKE2n1WN54u+VyOQFjI01haU4D2AT+ebsxuQN/jDqDcbkKJzQhPMCKbgJ4JfcNB2ZK0TMg36VFdmIf9Cl1RYlRZwACEyZjSpDYq09EknoK4wMhUk1kl/KEo/vbeMdQVmfHXa1dAS8iUzE6aSFjGhZyA4bAI12Ub5Hm01zOqpfFIjbr8Z87s+57A9DhHshXhQpnveLHViPJ8kyTkMdoHfFnlXwBJDow0v+MffWq+9H+TXiMbJjpZ6Bjwo7owDwsr87E3QwcGK+PL1M1iNujgm4ICRiQaQ78vhGKLAQ0lFnQM+hVL9HpOkAMDAK5aUY0+TxB3rtuTkJsUZg49rQZaDcHiKjt2tqv7bN8RFz4vXFgGg07I7mBjqWSBtKowb9RiRl+aYOwKex6+emYDWvt9qtrosmOjwzLy+7aZ9LjvqqUoTfGeVhUI15fZjYoipVZDYDPqpNJzNhZgwseJCFnmnHiyKSF5BsAOAHcBuC3uwskx6/f34OuPbsfBbg+e2tome5+/vXcM7xzqw0ULy2V7nX96SQUA4N7XDp7Qfc0lzuEgtBqScnDGcgymW5u4ieL+948BEDq7jMX2P1Z6xUGS2lWMWvF7oBSECAjKeyb5B1opA2PyWoJzQa87gNZ+n1Rvyii3m0CIOndLPIe6PYjEKL5+VgPmlFnxchaJ98FIFM7hEMrz86QB81hzfJwe+dXxTFlcZccehQFiREUGBqCuO0U6BwYAFMatPCV3v1DLT17ci0M9Htx9yQKU20349JIKPL6lBW/u6z5hbSKdw8Fp5W6SBvMyortDdA30ZxHkOeQP44sPbMb1/9yCY3HlRkzASBU4a5NqvqdHCcmQKPTZU5TMrKwrxEdHXQnf19Z+X1b5F0BSBkaa3/H8iny8eMtaPP61UzGnzKZqpX4iCIilBsVWIxZW2tHk9CqKwtta+qWuYF2DwrlZ7eICw2rUYXgKdiEZ8IVBqeACri+2gFJBEEvFcDACbyh6wgSMT8wpwXfPn43nd3TgzPvewWt7hAXJaFKb7WU1BTjQ6VblfPzwqBNl+UbMFbum1BTGCRi+MLQaIgmhMxzmhAwVIP0xD4C0XaWcJ0DIpgAyO4excFG53CE58vP0OO4UjqFFlpGsDQDoz6E7jjN+ZCNgRCilf6WUbqGUbmOXnO/ZSc6/P2rCTY80YlFVPs6bV4q3D/aOGkzGYhR/f+8YzpxdjO9dMEd2Ozeurcddn56PZpcP3Qrhc5MFpyeEIoshparK7O1KYXocZXyhCHrcQVx7ai0A5KTjQ7awVR61QWElNiOMOo2iA4PZu7NxYISnUReSt/b34MktrQnOpcNi67f4/AtASE8vs5nQMZjZb4ytgi6qsuOiRRXY2tyfsfjA7MrldqO0+tLrGdtv3TkcVOxAooYl1QVo7feltZyqCfEEBPFhcIwOjBrHyOAtVa1+Ona0DuCZbe24+ayZOG9+GQDgx5+ej1qHGTc9sg2f+O07UkZKrhj0hbDynrdw6q/extONbSdMJMmGXncAb2Qh3PQNC99POZGMDcrdWbghHv64GX3DQRh0GvzxrZFskiG2QpoyA2N6OTAG4iztcpw/vwzO4SB2ieevAW8IA75wQllcJsSLFlpN+mHy0poCnD6zGHVFFjSrKL061O3B95/eOa4OUqkEx2xAXbFZcUL+yu4uXPnXjfjc3zZiyB9G15AfxVZjxiV4ZoN2SjplmWugyGKURImeNKWMPRkuvmTDd8+fg5e+tRYAsP6A0K40uVxxaU0BQtEYDiqUOcZiFB8fc2HtrGJp4bPWYUbnYACRaAyD/jAK8vTSbbPLrOjzBBPOV33ie5QqF2VOuRhUraL1OOukxcI21cDmARUqRTWbaSSMlZWnM3FZ6TzMmZxkI2C8TAj5JiGkghDiYJec79lJTIvLi1+9dhBnzynBkzetwaeXVKDPE8TBpAPBgW43BnxhXLasCiZ96hPLaQ1FADDKhjpZUZpssANWVxb1+ZxEWBjqaQ1FsBl10oR2IpDqbFWekAghqHWYFQNd2WBEbbYGIFgygemTgRGMRPHVhxtxx7o9eGLLiJuLJZbLtSETbKOZheVuPO5Cic2I6sI8XLyoHJQCb+7vzmgbbDBYbh9xYIw1yNPlDUlZBGNhaY0QGLgrjdCnVsBwWAyKKz/StlKIEw1x7YazKXd6aVcnTHoNvn3uLOm6UpsJL33rDPzxmmXwBqP4Q1yNfy54Riwrcg4Hcfuzu/He4b6cbj9bhnxhXH3/Jtz8yDb811M7M3psOjs1ayeZzUTu3cN9WFJdgHPnlWJzk0tKy5dKSFI4MPKlEM+pN3mUY9AXhtWog0EnP2Q9e24JdBqCX/xnP4b84bTHNTXEixZqO2HWFVvQMaAcKv3Ipmas294xrmG58RZ95lxMJ/wz5wUAPLW1FR2DflQWZO4usBh1UzIDg5WEFVsNceeg1CJ6zxATME6MA4OxpLoAly6txAdHnKCUSsd8Fk6+TAzyVOokdbRvGP3eENaIcwNAEMOjMYquoQCGfOEEd9fsUsFNcSSu006vW3BKF6bInyixGlFo1uOQijGl259eoJSDZWCodQXl5+mlBSk2FhgpIZkeTrWTjWwEjP8PQsnIxxDap24D0JjLnTrZWb+/B6FIDPdcvhhWow6LqoRB85HeRAFj4zFBkDh9VtGobcQzvyIfFoMWOyewPCATnMPBlAGegHCSIATo5A6MMdMSN9CbVWYd9R0bT7Kps62Nq9tMBRNGTuYMjPgg3+NxVvSmPi9Meo2s66WqIA+dGTgwwtEY3j/Uh/PmlYIQgnnlNtQXW/DanswEDFZrW2E3jQwexxAwG4nGMOQPywYAZspi8VicrtZ9xNab/vRaaDZgQGHgJJWjyLRyBJCwwhzJosvF1uZ+nFJTCItoFWaY9Fp8dlkVrj21FhsO9aZdrc2UF3Z2YMWMQjz79TUgRPh7MvB/G46g2eXF6joHXt7VKZ1f1cAEDDnhPdtuDO5AGDvbBnHW7GKsmFGIHndQOuexTAilEM/p0oVk0BdKO7kpMBvw288txfbWQazb3i7VuteXjN2BofQ7ZtQXmxGjyiWNzE3yxObWcWvfyI4zDotRKsFNd97sGvJjVqkVS2sK8Ma+HnQNBVCp0qofj8WonZJdSCQHhjXOBZjGgSG5EXJQpqjEmbOL0ecJ4lCPZ5RDr8JuwuxSK/7y7rG02RPMVccED0AoIQGE7++gP/H3xrpmHYkTI/o8QRRZDCmFekII5pbbsKdDed4hOTAyEDBsJj1+cdkiXLOqVtX9490d7DhtM+mgITzEc6qSTReSeplLw4nYuZOVHncARp0GlaKyWFdkgVZDRvUZP9bnRZHFoFgDptUQVBTkoWtoajgWnMOhtIF7erE1GndgjB1W11hbZMacUlvCCWq8aXF54bAYpPptNdQ4zGjr96UdCPamWR1NxXTLwPjwiFNKKo93rDS7vKgrssiWa1mMuoxWjbc298MTjOCceaUAhAHMRYvKsfG4SxqgqKHJ6QUhgjhVYDZAQ8YWssUmDLlwYNhMehSY9WmPpSMOjPTbKjTrMRyMpF2xjSm0ZI1fYc7ULeQJhLG/041V9akNlFcsrwalwDuHcuOSCEdjONzjwao6B1bWOXD1yhq8tb8nJ9vOlkc3teCWx7fj4U0tuHJ5NR7+ymqU5Rvx1/eOqd5Gr0fociPnhLQYBDEhUwfGxmMuRGMUZ84uwYoZhQBGhMhBXxgGrQZ5KZyXVtaFZLo4MPxhxZDay06pQqXdhMaWATQ5vdCQkUlZpqhpo5pMfbEwyTvel76M5Kh4jnUHImnLEnIJc3o5LHoUWQwwG7QKAkYAFXYTTqt3YHf7IJqcXlRk48Aw6OCdgg4MqcOG1QiLQYs8vTatC5Cdn1K5EXLJmWJ70Q8OOyVHgV4UuAkh+OM1p6BvOIjHNrWm3MbeDjdMek2Cg89hZd2SwnD7IwkCRlVBHswGbUKeRd+wcq7YGbOKsbfDrVhGyrJ6Ms1xuu60GapdVqyVqsWgRZ7oitOIDhKegTE1yaYLiZkQchch5H7x79mEkEtyv2snLz3uoOgyEA5KBp0GMxzmUZPLcDQGYwpLZTIVdhO6x+lkORYopcKBUaFevcKexzMwcgATDfJNeswus8LlDU1YIvOxXm/GNcu1DjO8oWjafWYnz0x62E83B8bG4y4srSnAwsr8hDrtZqc35QDAoCUZZYBsONALg1aDM2YVS9edObsY0RjFtpb+NI9MpMnpRaU9Dya9VgjzHeMAI10Lxmwozzeheyj1sXREwFBwYEj1t6nFHaVA0LGUkHx8zIUYBVbXpRYw6orMqCrIw0dHnBltOxXH+7wIRynmVwiW5LJ8E7yh6LitRCfTPRTAz17ah1d2d+GcuSX44UXzYNJr8fmVNfjwSJ/q1tJCYKT8QgITGbwZhhl+cKQPFoMWp9QWYF65DQadRlo5HfKHYDfrZYO7AUHkN+k18EzByaMcg76QqsnhyjoHGpv7cbzPi+pCc8qSEyXif2+6FO6nZOqLhONouhyMSDSGJqcXS8WV7/FyPPaLE/JCs0EqvUznFGGOi5V1DoSjFNEYlSz7mWAx6uCdkhkYIei1BPl5OhBCUJpvTDsJH/CFQUj2QcqZUGHPw+xSK94/0id7rllQmY8VtYV4LU3nwX2dQ5hfkZ/wPbdJZWdhuAPhBMeCRiM4KuPzkPq9ISlDIhVnzxUWM5S6ILr9ERi0GtXzmWxgeUHeJEdQocXAHRhTlGy+Lf8CEAJwuvh3B4B7crZHHPR6AqOsaDNLrTjalyhgRKIxqVZfibJ8k1SnN5nxBCMIRWKKgXuVBSZ0ThFHyWSmxeWT2pGOdHfJnV08E447hzEzbkKmBpaHkm4lq9cTACGp2/LKMeLAmPoCRiAcxd6OIaysK8SMIgs6B4U67WiMom3AhxlF8gKGTqvJqCxhw6FenDazKKEc4ZSaQug0BFub09fkxtPk9KIhzvpdYNZLLopskOq/c7Q6VpZvSjuxjSjkVjCk7hRpBk8xBQGj2GrAF1YLFtpMS0ie3NKKsnwjTmtILWAQQrB2VhE+OuaUys3GwgGxBe28ciE0lk0wJyos95FNzaAA3r/tHPz9upXSiuIVy6sRo8Cre9S1H2+NO44mo9EQ5Om18Cu0YUzmgyNOrJlZBL1WA51Wg4Zii+TCHPSFU3bpYthM+mlUQhJO2XElnpV1QqnNK3u6sKgqX/H+qdAmhHiqEzDsZj0KzXo0OVOfP1v7fQhFY7h4UTkAjHLVnij6xQl2gXgMrElTehmKxOAcDqKiwCQ5fwBk1ZLWYtRmLNxNBlzDQRRZjJJAWGozps3AGPSFkG/Sqx6Pj5W1s4qxpakfYfGYn9wp5+LFFTjY7UFrinywQz0e6RjMYGVnw8EIPIGI9DdjxYxC7O4YkhyD7kBYseRjQUU+ZpVacfeL+/DY5tStuYf8wrZSCbK54Iun1gBAwncaEMYFSu3MOZOTbH5tMyml9wEIAwCl1AfgxH3rTkJ6PcFRq8WzSq1odnoTJlThGFW9OlCeb0LfcDCrOunxxMlqiW3pJxsV9jx0DQYmbOVuutDi8qFOnMCyFZbOCSjNGfKH4RwOJUxc1cCyUvrS1Hv2eoJwmA1S0JUaWN3zdOhCsrt9COEoxcoZDtQVCXXa7QN+9HmCCEdpyoGpTksQVingtLp8ON7nxblzSxKuzzNosajKjq1N6hwYlFI09SW6Qhzmsa2QSPbeXDow0ggYmXQhAdLX3yqJIYQQ/PKyRQn3VUPHoB/vHu7D1StrFAfdV6+qBaXAjf/eqnr7qTjQ5YZBq5F+5yNOp4k5LzU2D2BxlR21SeJDfbEFhWa9qlBjJgTWOlIfu8wGbUZW+h53AC0uH06fOeJmml1mkya8/d6QYkmFzaTLqvPJZGTQH0ahCgHjzNkjx5/ltYVp7pmehC4kGUyq6ootaHKm/s6w48aSajsKzPqEUMQTyYA3hII8vXRMYtlRcuOnHncAlAKV9jw4LAb8+8ZVuPeKxdJqeiZM5RKSorgy5lKbSbGERM33M1cUWw0IRmIIhEUBI2kewMpM4sNY4/GFolJJBYOVurkDEbj9o8WJlXUOhCIxyYXh9kcUu4ZoNATPf/N0nDm7GD9/eX9KJ6Yghuhkb8sVs0pt2HH3Bfj7dSsSri+06BWzqDiTk2wEjBAhJA8ABQBCyEwAirUJhJCLCCGHCCFHCSF3yNx+AyGkjxCyU7x8NYt9mxb0uYOjOibUFJoRidEEFTgSjUGvMmCqzG5CNEbhzKIX/XjilNKflUpITPCHo3D7p97JcbIQCEfROeSXVg7ZRLZ9YPwFDBYs2ZChA4OVGjnTDC563cq1msmwAcF0yMBgdfMrZhRKbosWl1cKy0xlDdZr1DswtrUKA5NTG0YHCs+vyJfalynhHA7BE4wkCBiFFsOYyprYY3ORgQEIx1LncFBa/Uomky4kANK6S2IxCkKQsqU0INymISMt9dJBKcV/PbkDa+/dAEqBz6+qUXzMihmF+M55s3C8zztmq+27h/qwrKZAEhOZeBKOjL9QSCnF/i43FlbKr9TXK0xGGV1DfoSjNKUDAxCCPDMJM2S/zfjfwexSK9oGfPCHomjr96FaId9BcGBM/fNjLEYx6AulbBkbT/z7tTJNaZQS2Tgw2PM3p3FgsM8j36THrBIrjo2XA8MbShBwax1mBMIxWeGfLWCwzIuz55bimtW1aTvdpcJi1CEYiU36hbNkXN5Qwhi0xGZEXxqX56AvNyHRamHHzYDohkj+js4qscJm1GF7im4kcnMHrYbAatShzxNAJEZlHRgAsL1FCOVUKzrYTHr84eplqCrIw/X/3IItMosZbn94XMpvCi2GUXOL+AyMYCSKJ7a0YsPBic1l4qgjGwHjpwBeB1BDCHkMwNsAbk/3AEKIFsCfAVwMYAGALxBCFsjc9SlK6TLx8o8s9m3K4wtF4AlGRjkwWAur+NXxcFS9A6NCTFJOt3I4GWDhScoChugW4GUkWdM+4AOlkBwY9jw9LAatNHgeT3a0CidFVhuvFjUODDVhU8lop1EGRpNzGKU2IxwWA+rESVaz0ycdSypTCBg6LUGMqiuj2d4yCKtRhzlloz8/o06TcrKfTLNM+8NCsz5tToQSbNJdkKMSkgq7CZQiZU10lKp0YFiEAVu6fI9IjI6yB8uh02pUfVdf3NmJF3d2AgBW1RUqToIZCyqE7iv7u1J3X0nFkD+ML9y/Cd95YgcO9Xhw8eJy6TYWPheeAKGwfcAPTyCChZV22dvri61pJ6MMZtNm7SnlsBgyC8TtFss948cBs0qtoFRon97lDqR9PgCwGXUYngYlJJ5gBDGauuNKMqykakFF9iUk8Z1H1Pz+GPVFFnS7Ayk/63gBo8ZhHrfFApc3mCDgsu+OXA7GiOA79o4arIVwcu7AZMc1HEp0YOQb4QlG4E/xOgZUZrTkCiYAB8T9Se6Uo9EQLK0pkMZV8URjFDEKWUeqzaRDh9h5LNldUWw1oizfiIPdHgTCUYQiMUUHRvxjn7zpNJTZTbjun5tHBTe7/WHV28o1LAODUoo/rD+CO9ftwVceauS5GFOAbLqQrAdwBYAbADwBYCWl9F2Fh60GcJRSepxSGgLwJIDPZvrcJwMjLR8THRhslbQjrq1hOIMMDNYruXuS52CoFjBEQWeqdFaZjLDBOVs5JISgsiAPHRPgwHj/SB8aii2qJ1QMlhCezoHR5w6M+j0pwQat0WlQQtI+4JfcNQ6LAVajDq398QKG/HvDBjhqxIftrQNYWmOXnbTrMwgDbRIT/BuKR5w4hRZhhSTbcjGXNwSbUZd1oF8y5QpiMHPtKE181JSQRClV1QVBpyGKq5zO4SB+9vI+LK8twMvfOgN/v26l4nYZC0SXwr7OIYV7juZ3bx7CxuMuvLSrE3otwcWLKqTb2HdMjXsk17DXksqB0VAiTEaVLPDt4u8oXceLPENmDgx2nmbfNQCSOLh+fw8oRVrHByBMRqaDA2PIx1rGqpsg3nPZIuz52YVj+r0ndCHJQMAoE8dZTo/8b5plkthMOtQU5onunezEuz5PMKEldjp6k1y96Vqpsu9M8gp8NrA8pKlURiIXJM/+nyoHY9DognQWAAAgAElEQVSn3CUnlzDhl+XqyC1kLqspwMFu96guV1JuhsxjrEadNC6Q+/znlNlwuMcjdQ3JpO1pab4Jz9y8BvXFFnz14UYs/ukb2NPOQonHx4Ehh8NsQCRG4QlG8OqeLmmB4pFNqTM7OJMD1Ud4QshydgEwA0AXgE4AteJ16agC0Bb3d7t4XTJXEkJ2E0KeJYTIelsJITcRQhoJIY19fblp7TaZkNo3Ja0YV8jkE0SiFAaVDoyyfBZ2OMkFDE8QGgLFdGPWk7xzcHK/nskMW+2uiwtxrCrMG3dXSzASxabjLqluMxMIISi2GVL2PGeDkUw6kADTy4EhCBgjItWMIjOaXV50DvphM+lStq1lgySl92DIH8aBLjdWpKg512vVOzCOO73Qawmq4nI5HGYDQpFYRhPAeAZ8IalFXC5g36XelAKG8K+SA0Ov1cBm0qUtj4lG1TkwtBqi+Dm9trcbg74w7rlsMRZX2xWPsfE4LAZU2E3Y35mZA8MbjODJrW34wuoabLj1E9hw69mSmA6MiDzZTuLGAmshPbNUvmyNuYDSdZUAhFI8QAgsTEWmWQA97gAMWk3CZ1RfbIHZoJWCRU8WAWPQLzqoVE5wtBqSUStuOeJ/c5k4MNgkLFXb6HhxoLpQyCPKdFEpEo3hl6/sx+pfvYVzf/cefvri3rT3p5Si2x1I+N0xQbvVNfpcL01Oc7AizgSMTFsITyTDYpB8ogNDeO9Sue6EDIzxd2BIAobMd7ShxIIYBdr6Ez9jdqw1pHBgsDmGnDgxu1TI4WGiYn6GIleR1YjvXTAHgOCsWn9AcGK4ZUJDxwtW+rO1qR+t/T588+yZWFxlx+Ym14TsD0c9mUjUvxMvfwawGcD9AB4Q///nHOzLywDqKKVLAKwH8JDcnSil91NKV1JKV5aUlMjdZUrDrNLJJ2urUQd7nj5RwIjFRlnHUlFkMUCvJZO+hKRvWGjNpDT4L7EZodMQ7sAYAy0uH2wmXcLKQWVB3riLQsd6vQiEY1nXLJdYjSlLSAZ8YYSjdFRXHyUIIdBqyJTvQhKNUXQO+hOCOuuKLGhx+dAxGEjbGo8dW5RW9jeK7TjXzpIXoPRieYMaB0WTcxi1DnPC758NDLPNwcj14JJZq10p9oc5MNTUzjss6RPQIzGqagVYeI/Tf06Huz2wGXUZl2kxSvNNGXeD+eBIH0KRGC5dWomGEqu08svIxOWTa3rcAViNOliN8gNnJhCkSvJnhCLCvuvTrPibM3VguAMozTcmpPJrNQQLK/PR4mLOufSBx9OlC8mA5MAYvxVaTZYZGEoChtsfhtmghU6rkY7JbRl0/XrvcB8u/8vHeOCDJnxhdS3OnluCdTs60j7GE4zAF4omuHlMei3K801pHRjWXDgwxBKS4SnUiYTlsMWX0LDxg1yQZyAchT8czUgQHitMsPCnKCEBkJB3FQ9zu8k6MEx66TglJ07MLbfCH45KpYSZODAY588vww2n1wEADnUL2xkORnLyfcsGh1jK+ZWHGmHUaXD+gjIsrMzH/k43bxIwyVEtYFBKz6GUngPBebFcFBFWADgFQivVdHQAiHdUVCc/hlLqopSyo8M/ACRGxZ4kMPVbzk6VbO/PJANDoyEotZmmRAmJmnaXWg1BWb4JXdyBkTUt/UIHkvhBcrHViAFfaFxDt9ggqk5hQJ6KYqsxpWWXrZhkmoEBqFvVnux0u4VArvjSnBlFZrT1+3CsbzhtyY6UT6Bg7//waB8sBi1OSenAULcdQGihWl+cuCLOVkiyzcFQ068+E6TsihSByBGVIZ6AYItP20aVqndgKIlth3s8mF1mzbpVnUFLMhYa3tzfA3ueHqtTiJNSCckE/M563AGUpXFmSS4/hXNmKM2KJiNjAWMokDDhZLBcB5tJpxhKazPp4A1Fp7wIO+jLbYaNWtjvLhsBw51COIpvT8mOvWpzMALhKG59eheanV785srF+NXlizG3zCYJaKlgY74ye1IwvCNPtmW6JxCBxaDN6HWnQnJgTKESEhcrY7bJCBgyC4CDEyCwsfKoQJoSEpZ31ZIkwLJjeKoMDIacA2e2WMbWKLZFz8alo9UQ/OwzC/GZpZVih7QYQpEYrIaJETDijyt/uXY5Kux5WFCZjwFfGF2TfL50spNNkeBcSuke9geldC+A+QqP2QpgNiGknhBiAHANgJfi70AIqYj78zMADmSxb1Metz91bVl1YR6O9g1LqmAkFsuoNWS5ffoIGICQC7JuR4dkqeVkRovLO8qGXGI1gNL0nRFyTWu/sEKQ3MpQLcW21A4Mr2hdTbXKmg41uQKTnXZRHKpxjDgt5pbbEIlRNDm9WFItH2AIjCSdK63s7+1wY2lNQcqa80xW2dsH/An7CkBqT5cu7DIdAzkWMIw6LWwmXUoHRiwDAcNh1is6MNRsR68haXMkKKU43OPB3PLs3BeAMGhWmizFE4nGsOFgL86dV5oyq0mnnbgSkh53UCqtlKPArIdJr0GXQqgx66CS7lxsNuoyEjB63IFRE04AuGBBOYw6DX73uaWKQhQ75g1P8TIS5mYYzwkiMPL7zWkJSTAslbeU203QEPUCxks7O+EcDuLv163A1auEoFKDioBkuTwVQBBQ5J7bEwiPuQSHwVpzDk8hAYOVo8YLhIVmA3QaIuvAYMfv8SwhYY4LVkIid45geVfxDgzXcBA724RgTznBNd51IfcdYItMe8X8IPsYWp8uqbajayggLWBZshij5QJH3Od21hzB1c9ykTItmeSML9kIGLsJIf8ghJwtXh4AsDvdAyilEQDfAvAGBGHiaUrpPkLIzwkhnxHv9h1CyD5CyC4A34EQEnrS4U4ToHT23BK0uHzYJ/6owhF1q3OM8nzT5M/AGA6iWGW9+g8vngdAsClzMiMcjaF9wD/K9VDE2pKm6eqRa1r7fbDn6bMOcSo06zHkD8va/diEK93qaCp008CBwQao8U6LNXGtTpfWFKR8LDu2KAUsBsLRtIOPTASMQDgqJdczmJibrR2+35dbAQMQBrepBAzJgaHC6SAkoKdvo6pGwNBq039XncMhDPjCmF2avYCRSZYJADS2DGDQF8YFC8rSbFO9OyfXpHI5MAghqLTnKa7ChaMxaEh6wcqs12aUA9DnCcqWvZ0xuxgHf3ERLlxYLvOoRNjqqCc4tctI2O9jvEP+2PEvkxBPNRkYbGxn0GlQnm+SdUHI8c6hXlQV5GHNzJHjt16rUewUxcqGK5IdGClCRD05zCNguTDZ5heNN01OL77+6HYAia5NjYag2GqUFzCkLlcTEOIZEt0UMiUkI3lXI9+vlb98Czc9sg1A6hBPhlyL1EKzHlajDns7BAFjLDkpLHuIzWfSZQidSOLb37KxCnOaHFMZksuZGLIRMG4EsA/Af4mX/eJ1aaGUvkopnUMpnUkp/aV43U8opS+J/7+TUrqQUrpULFc5mMW+TXmGxBpJudWcTy2qgE5D8OTWVgBC67l0dbfJlOWb0O0OTOq6LqcnpNqBsWJGIaoK8hDMYFWQI9Ax4Ec0Rkc5MNiqgyuFPf5E0NrvV2wJmA57nh7RGJVd5ZEEjCwS6XVazZS3XzMBI77TSGncpG1ZdWoBQ63wEIrG0r6/7BgVUthOJBpDjAIGbeJAhg2mswkk9IUiCIRjOV8dc1gM6PemaKPKBAwV5X0Os3IGhhohRK9J30aVpeenapmrBr1Wg1AGQsPGYy4QMrKqJYfanBU5QpEYrn9wC15QyACQg1KKXk8g4bcgR0WBSTHUOKzw/QdGHBgxFceTUCQGbyiasDIYj9oSoLH8biYTg36hi1AmbtNckI0Dw2zQQqchqTMwApGEle1qla1UKaXY3NSPUxscCZ8/e0/SOaN6ZFryAkgZIiq4RHIlYEwtB8Yru4UW0187s36UgFian0LAEN2q45mBkRzimepcU1dswXGnMAl3B8KIH/rLl5CMfDfz9KMFBUIIah1mSXDOJgODwbo2HexiAsbEODCY6+Trn5gZd50eFoN20mcGnuxk00Y1QCn9A6X0cvHyB0op/5RzhDtNO6FCiwFXr6rBY5tbsa1lAJEohT4TB4bdCF8oCs8kPZl4gxH4w9GE2kMljBnamjkCUgeS4kQHBnvvXSkmZyeCVpc36/IRQH7Vi1KK9ft7JHU/GwFjOmRgtA/4UJZvhFGXOBj59rmzsHJGIexpVo10KlfHQ5EYjGkmF3qVTg4pSyDps2KrQtk4MFi+BAvqyhUOizGlyMcEDDUTn0KLAb5QVKplTiYWo6qEEK1CuRMTeY367CeBQgmJ+pVUbzACs16btnxrRCTL/Hf22OYWvH+4D7c+syvjx7Jw33QZGABQnp+nmLMUiiqXcrIww4CK90/qujHGFV02GZnqAsaQL5z2OHWiYGVPatoYMwghsOfpUzsw/IniQHVhnlTml44jvcPo94ZwWn1RwvUGFeJwlzsAh8Uw6hyQKkTUE4iMaWIaz1TrQvLOoT4sqbbjx59eMEooLMs3oVtGzJyIEhJ2vGHnjVTzgLllNrT1++ENRvD01raE2/RpHBg2ky6lUMoWvQxaDYxjaFXMvn8Huz0ARsqNxhtCCJp+/Sn88KK5CdeX2U+cYz3V+Z6TGZm0UX1a/HeP2Oo04XLidvHkwh0Ip7Vl3X7RPFAKbG5yIRKNpawtlqNCDCX7+KhT1UrQeMMCF9U6MIDM67I5AiNJ9onCQbGYvJ2qXViuoZSiczCA6jGsDNvzhIFD/KDxj28fwdcebsRvXheMXFk5MDRE6igxVWkb8MkGdd564Vw8+43T0z5WtQMjouDAULkdliWQvC2LQQdCspuIMfu5w5J5iGs6iq2pS0ii4jKXmokPW7VLFeQZiVFVnaZ02vQODHaMHMuA06DVZCQ0BBW+F0B8q97Mf2ePbRaciNEYVewUkkyqXIBkKgtM6PUE0opDoUhMsUTNLHVjUP4OsxaF9jFOiEYcGFO8hMQXGvf8CyDOgaEyKJ2RTsBwByIJ47vqQjO63QHFMcyedsGyv3xGomPOIO6bkgNDLuuFdQRKdoB4klwiY8GsnzpdSNyBMHa0DuDsuaWyt9cXW9Ds8o0aO4+EzI7fd1QnlZCkzsAAgDliKcQHR/rw2zcPJdwmJ7qePbcElyypwNM3r0n53Oy7VFtkzjoQGhA64ZTlGyfcgQEIIkbya6k4QZmBj2xqweKfvZGVc5CTSCajme+K/14C4FKZCycHuP0R2dozhk38kYciMYRjVFZFTcXZc0swu9SKrz+6HV99uHHM+6qWXk8An/3Th3hxZ/ofLMtdUJuBAYgCxhQPWpwIml1emA1alCSJRfl5Oui1JOXkLNe4/RGEorGsuoQwJAdGXPDoS7s6E+6TTQbG9HBg+FFTmJ04NDK5VHZOqCkhURIwglFhMJa8LY2GwGrUZSVgMCdR7h0YBgx4Q7JCcDSq3oFRLtald6YIioxSCjUmO6XA2VwJGJmIxaFIbNSqbzK6DPJR4hnyh3G0dxhXragGAHx41JnR41nugFJJTVVBHmIUaXMwwiocGCzpXk0nnUFx8ls4xgmRdZqUkAz4wijIG98OJEB8F5LMfjP5eXopjD0ZTyCcEJRYXZgnW8aRTJPTC62GoNaR6Jg0qDi2drsDo/IvAOHYYzXq8O6h3lH7mKsSEo2GCB14JqnrN559HW7EqFCaLEd9sQWhSGxUSVm/Vyj7VjrW5ZLkEpJUIvc8MbT5Hx80IRCO4bJlldJtcoufDSVW/OmLyzFf7HYkBwuC/tGn5mW383HUOsxSl6fk7KuJRnDc5FbA8Iei+NlL+xCOUtzzyoEpU1o1WcnkyPwf8d97KKUtyZcTsXMnI0P+9A4MjYbAoNUgGIkhHI2pWp1j2Ex6PHXzGpTlG6Uk4vHgjuf2YFf7EG57drekGMsxImBk4MDIcFDNEWhx+VDrGK2gE0JQZDFKrcRONH3DwgkiJwKGOGjs8wRxvC+x93k29dM6hc4Ok51INIauoUDaVqnpUJtPoLQCPbJKqFyKAkC2HCXfpM/OgXGC7L0OiwGRGJVtl5hJG9UahVaK0ag6B4aS2BaUwmyzHyTqdZm1UQ1GoooODDZJzLSEZJd4/vrM0kqY9JqMw9aYA02pdTMrsWt2eVPeJxyl0OvSf9Zs1VKNJVkKBRzjpF1yYEzxQXLnoF92An6iYQ4qNRk08aRyYIQiMQQjsVElJAAUgzybnF7UFOaN+j2lysDY1zkkOW2FdsGj3z+9VoMvr63Dq3u6Ezq5uXMY4gkAZoPQzneys0/srME6UCTDjhXNzsTPatAXGtfyESAuxDNNG1Xg/2/vzMPkqMr9/327epuefZ/MlkxmsidkISSQBEgAISKCC66oKKCiICjuer0X/V23q3IR5bohisBVZFHhCobFECAEQvZ9nUlm3/fumV7P74+q6um9q3qZ7jHv53nmyXR3deVM96lT57zn+35fOUCQY5Kw6+wQim0mLK0pDDuHXt53fi1e/tJGXLYwujmzVuoC5iaJVIpLJ1UFVvSOOVOqVj/aPQqvT+C2TY3oH3fi/q2nUnbucxE9s3ozEX0YwDoiek/oT7oaeK4xOhndA0PFYjTA6fbB4xW65Y0luWZ8ZO1sDNpd05KH5fH6sP1UP5bVFMLl8eGRN6LHuvqUnHI9i1lOIUmMswP2qJP30jwzmvvs02L22jemfOc6glahqPnR6qRxZ8sggOCIfiI7zzPdxLN7dBJen0BNggoMPR4YWlJI4qUJxDJczbcaE/TAkN9TmvIUkujVenyKakKLvNafhx4lD94rhKYqCCYpdrDNlQIPDJNeBYbXF/e6U79rvYHCfW3DIAJW1BehoSwPzToDGGcG7CiymeJ6K8xVAhgt/dEDGC5v/BQS1WtDy47ecIrKhvqrkMzgFBKHy4PeMWeYV9N0oI5/WgKRgUQLYKjfQ2B6RrwApkpzvx0NET6DaAqMTz+8Gx9+4E08uL0F/eOuqKlSn7xkLpbXFuKzj+7BXY/tw+6zg3B5fElVlwglzyLBPgOCaIc7R1FZYIm6gTa3XB0LgseaIYcLxSlW+MVDvac6Y5RRBeQNz4vnlQGQgxmB43GiprhGyZCy67E2YG5iy1AVkmhUFVrh8Qn0p9APTi3L+qE19XjXimo8+FoL+2EkgZ4efCuAiwEUITx95JrUN+3cZHTCHddAyWIywOnxyu7nCQxCqmx5OkqqNvfb4fT4cNOGObh4Xhl+se10VNlU/5gq9+YUknTi9Qm0DU5gdlnknfnrVlRj19mhsDSMdNCnLABTqcDY2TIAm1kKkoIm6oGRSG5+tqAuuuLtMkdDS+DB5xPw+ETMz1drmkA0E09ADWDonwR3DU/AYjSkdEcRgN+hPpIrvUdj6VNAzgMuz7eEGempeH3aSmVLBooZbHOp6TlJVHLQO9Y63fE9MPylenVcZ0IIPHuwC+fVFKLAakJjeS5O90UPMETi7IADszVcF+X5FuSapTBFVyBuT/wUEnUHPFJ/CUVNhUs2gGExGmCSaEankLQqgb1kqlQlSiJVSIDoAYxR5XsIHIvUfhErRcnnEzjTb8fc8ryw1/wL2YDAotcn/AGRN5rlYH40BUu+1YTHb12HWzY04Km9Hbjjj/vC2pgsNrNxRph4Hu4cwdLqwqivV+RbYDNLYWPNkMOdeQVGjD769asXAQDeubw6aDye7qo+kagqnApgZJsCw6+aG0ldAONw5ygKc0yoKcrBtSuq4fT4sKd1KGXnP9fQ3IOFEK8JIT4D4CtCiE+E/NyUxjaeM/h8AmNOT1COZCQsRglOj082eEtABqbm/carb58KpmR5hfjilQswaHfhd6+1RDy2f9yJYptJ18CqqlEY7bT02+Hy+qIubG/eMBeLZxXgpy+dTLvZq2oWmkwAI9csQQooXfdmyyDOn10c5GqdaBWSmazAON0r7xQ1ViQWwPAvLmPt7McIOqiYdKaQRFpk51tNGHPq30lWdy61qBj0oJYkjGR269MRwACUSgTRUkh8WhUYhphBAHWMTOQ6UJFNPFOrwNBSBjKUfW3DONY9hvdfUAdAzttuG3Lo2sk6M2DHHA2Vj4gIc8pyYyowtJRRtZokFOaYtKWQOFwwKr4vyUBE8nWTBgXGpNuL637+Gr7+1IG07iBGM5ueDqY8MPSNHQU5RoxOuMPunZEUGGajAWV5FnTFKNXbMzaJCbdXswIjUBV2sENOtaqMkYJjNhrwb9csxk3rG9ChePHUJqjai0SexZj1uf4TLi9O9Y5HTR8B5OtpaXUhdp8NXnDKJrPTHcAIKaMao482lOVi/79fiZvWNwSNU3oDc+lgVkB590hlWzPJVNBZHrOf2tOO5w52JTUnPto1ikWz8kFEWD2nBAaaCjIy+kmkjOpviWgdEX2YiD6m/qSjcecaY04PhIhfW9liNGDS7VV25xJXYKTDYTeUI52jsBgNmFuWixV1Rdi0oBwPR0kj6R936vK/AACzUWIFhg4G7S589+9HIBkIGxeURzxGMhA+felcNPfZ8crJvrS2p2/MCZNEcdOmYhFYum7Y4cLxnjGsmVMSJJdPZOfZOMNNPJv77ci3GhNOz/EvLmOZQ3qjBx1UzFoVGHFTSPRPgpv7xv3S31RSniePoZECGForh6jUFdtSosCIWYXEmxoTT5+I74miokWBMaXy0X6d/WlnG3JMEq5dLhvSNZbnQgjEVEkEtcvjRefwhCYFBiAvAGIHMISmoHtlgUVTAGN4wo0imykph3+VRM1v4/GXvR3Y3z6CP+5sw9eePJC2dMOzivfI7JLpTyFRzTsTSSHxCcAeojoYi6DAAORKN7E2k1qUfj03UgAjQhniQEPgnlF5fIpXbQcAFs3K9/++rKYoxpH6sFkkOLLcA+NYt2zguTiGAgMA1jWV4lDniL/yCCB71pRMc5UcVdU44fLBaAivoBFKoc0Eg4GCjEaTCWaniuoABUYqxrtUom6q9Y878cKRHtz15/34zKN7cO+LJxI+Z0u/HU0VspKqwGrCkupCvNXCAYxE0d2DiehhAD8GsAHABcrP6hS365xENe+Kl0JhNhr8OYWJGPFUaZAtpopj3WOYV5nnH3AXzirwG+uF0j/u0h/AmOEmnj6f0LwgSJZTvWO4/CcvY+vxPly1pNJfVjcSVy2pglkyYMfpgajH+HwCO1sG4fQkPjnpG3OiPM+S9M1LDWC8dWYIQgBrGkr8izUi/ZNQYGYrMDqGJ/D66QE0lucl/Nn6F5davBWmxQND30LM5fGhbWgCc8vCpdfJUpBjhNloiJgS4PVpqxyiUlVojVq22OsTmkwEjQZDzO8pFQqMqWoy2q4Jp1dLFRJV5aNtDBx3evDMgU5cu7zav5Ot7pqqar94tA9NwCegSYEByAvH9iFH1HHO5fFpug9X5Fux5XAP7nkh9gR4xOFO2Y5uooG/eDzyxlksqS7AZzY24q/7OuN6OCRK66BDk1dJOkhUgRGa0qiiKjBC/SWq4lQ7OK0EzxoiBGIjKZjUed38yqlxT4uiYmGVfB1VF1qTUkSGkjsDFBiHFG+CpTXRFRgAsL6pDEIAbzTL8yKXx4fRSQ+KdaQ9pwJ1vJl0e3WpsAM3GrJBgVGVAXNerajVEPvGnPjxluNoLM/FNefNwv0vn46pmApkx+kB/GVvOyZcXgzZXRiZcAcpn2uKcqKWUGfik8hsZjWA9UKIzwohPqf83JHqhp2LqKUr4w2GFqPBf0OIVAopHrkWIwqsRnRrvAiTobnPjsaA3E2bSYLbKyLuxvaPO1Gm88ZpNhqC8j9nGp96eBeavvlc2v8fIQS+8sQBAMC/X7MYd1+7JObxVpOEJTUFYXJJFZ9P4OaH3sL7f7UDm+99FT/aciwhKXHfuDMlk6UCJYCxs2UAZqMBy+uK/Isns2RIaBFvNOiTzGcTH/jVDpzqHde08xYN/+IyRuAhVtAh9DzxUkicymcdaTc732rCuM6FWOugHV6fSIsCg4hQkW9Bb4Qdda9P6BqXc0wSJt2+yCVZNaajxPNr0ZLqEw+96R5Od/wqJCaDqvLRFhQ51DECh8uLty+r8j/XUJYHm1nCoQ5tAQz/rr5WBUZ5LnwiutGqXEY4vvxZ9QG476WTMY8bcrhQlIQiLZB8q1H3dROP/nEnDneO4upls7C8Vt6pj1SNJxV0jziTGsOSQUpxAGN0IrICY1ahNaw0ZyAtfXbkmCRU5od/DpFSSFQFxoo6+bupKcpBroZ0pHmVeTAQsKw2tgpBLzaTBIczuxUYRzpH/N4EsVhRV4Rcs+Qv26yW6U5lwEcL6rg54fbqUvtlmwdGvHT5TGIxSiiwGnGwYwTHe8bwgQvqcPtlTfD6BLafir6xp+L1CXzi9zvxhcf249E3z/orWQUGMHLMEhzu7A7uZTOJ9OBDAKriHsXoxq/AiLP7YjFKGFduCIkOQtVFOf58x3Qx6faicyR4BzRHqQwxEWGx2z/m9Ec9tWIxGuBKQgGQaV48KtdgT3fFj20n+rCndRhf2bwQN21oQEWEyVAo59cX40DHSMQFyxO727H1eB/eubxaKQd1Grc+slv339E6YE+4SkYgJTYThhwu7GwZxIq6IlhNkl8VkOiibaYqMCbdXv+O6PtW1yZ8HnWSFGvHXUsAQ28KSSQ1R77VCJfXpytI5i+VmaYKBhX5Fr8JbSAen/CXYNRCrDHRKzQGMCStZVSTM/EEYqcUBeLS4A2hV4GhKg8DTfMkA2FJdYF/FzUeen0VGpT7V7QUFdlMO/539KWrFgAASuNsUPSN6U+ljEa+1ZTy4MLriipvQ1OZv9JTrPLoydA3NomKDAcw9O5UF0QLYERRYMwqysHYpCeqSqGlfxxzovj4qDvxgZs4ncOTsJklzK+UU0K0lqC1miR88coF+Pi6Bk3Ha8VmlrLaxNPnE3jlRD9Wzy6Ou9FhkgxY01CC15UFbH8KqqglgqqG0xrgVsm2AEa2pY2EUmWlRtsAACAASURBVJ5vwdZjchr1+qYyzK/IR7HN5FfgxOJEzxgmFeXjka7RqQBGgHl+jlnChGtmbpJlA4n04DIAR4hoCxE9rf6kumHnIoMObSkkFpPBf0NItJZzbbENbYPJBzCOd48F5VwG0tJvhxAI2gG1KkY9kyETnnGnB3aXV9PCOpB/lSoko2l2in/hSA/yLEZcf772Be3K+mK4PD4c7x4Lel4IgftfPoUVdUW474MrcPDuq/Ctaxbj5eN92HK4R/P5J91etA460FSRH//gOJTkWtA2OIFDnaNY21ACYKpkZKJ5//EWhdnKiR75+/rFDatw+aLEa7VrWVxOeWBE34E2pcQDQ57061mMqdL5ZPxVYlGeb0HvaGQTTz2LHluMAIbWiiZGQ+wyqk6PrIZIZsJo9pfV1e6BodXEU+t1pubSB5ZIBmST6COdo5oCjmcHHMizGOMGElQalB0zdQIaitsbvwoJAKxrLMMdlzVhyOGK2c7eMaffJDZZ0pFCsv1kPwqsRiytKfR/D+nyOFBTDDOBet3pNQBWx5tRJYChpo6o30NeBAUGIFdMikRLvz2i/wUwdW8LvCbbhxyoLsrxzyP1VLO5bVMTLmos1Xy8FmwWY8SxLVt4en8nOoYncM3yWZqOX99UhuZ+OzqHJ9A3LivwpluBEXh/0bMGCA5gZEfw4PzZxbhgTnH8AzNAeb4FLq8PJblmLKoqgMFAWNtQqimAoaqX55TacKJnDGf6HTAQUBdQUclmkjCRxcG9bCeRmf3dAN4F4HsAfhLwwySJVg8MS4AHRiImngBQV5KDtiFHUjv/Hq8PNzzwhj81IRR1xyowgBFtwqPKc/W6X890DwyV/gg7ualkR/MALphTrCvqrubQnu4Lrnu+t20YZwccuGFtvX9BdONFs7GgMh/fe/aoZk+Mln47fAKYV5G8R0FZnhkjE254fQILquSASGAKSSIYZ6gCQ601vjiGo7oW1ACGO5Y5pEdN+4g+GVJ3i2ItsAPPFen7UhcxkQIG0VBN9NJVnq0i3xrRlFFPGVVgyn090i621oomksEQu4yqxwdLkjtufgWGxvFWWxUSfUER9TOyhXyny2oKMeH2ho1VkTgzYMfsUpvmYE6hzYTSXHNUI0+tJp6APCH2iSnpeSiTbi9GJtz+Mr3Jkm8xprQKiRACr53qx0WNpZAM5FcPpSOAIYRA33jqgjl6MSaowAhMIXn5eC+W3f087npsH8YmPf6KWYGoCtWTvePYdWYQp3qn+vC406ME+SPfIyOldTUrAQ/1tUTLaKeKWGnDmebVk334/GP7YDYa8LbF2oTlqvn5c4e6U1JFLRECxxs995rA8TiR9PN08ORn1uHxW9dluhkRKVc2VNc1lvoDmcvritA+NBF3XN1zdghleRZcvqgSJ3vGcaJnDDXFOUG+UDlmCRNub9oV2P+qJFKFZBuAYwDylZ+jynNMkgw6XDAbDWG7S6HIKSSqB0ZiUdT6EhscLq/fd0Mr9289hWf2dwIAdp4ZRP+4CzuaB/y16wNRJ5NBKSSmyLuNquS9Tme9d7NRnzN+thLNxC8V9I5OornPjgvn6ttZqS+1wUDhAYz/fbMVFqMBm5dO3fCNkgHfumYxWgcd+OveDk3nP6lM1OZVJh/ACAz6qTnT6s3alHAKSWxjxGzlSNco8ixG1BUnV3rQ7DfxjFGeU0MKiUm58cdTSsXyaVDNvtSSZlpQ867jjaeJUlVoxeikJ0we7dOY9qFiU8r9RloEag2GmCSKuUBwenxBVXkSQauSxv9/ur1xTTyJCJIhdtsDUYNStpCSe2re/sH2+D4YZwccuhd1c8tzgxaWgcgmntoDGED0QJx6H9CrRIxGvtWEcacnZRPk1kEHOoYnsL6pDMBU351IQx73sMMNt1dkXoGhU7UUGMBQ74VP7e3Ayd6xoBKqKvMq8yAZCEe7RnH9L3fginu2+ce5A+3D8AlgRX3kqiChHhhurw9nlEoHm5dW4SubF+CuK+fran+qSWeQK1nUeef/3rJWc6C7qSIfy2sL8cTudvSPy/PnVKV8aUUyUECKk/ZxPTCAkUw64bmCOvZsUMY7AP5yxrEqUwHA7tYhnD+7CAuq8uH0+PDcoW6cVxt8HeeYJfgEZrSPXyZJpArJ+wHsBPA+AO8H8CYRXZ/qhp2LDI67UGIzx90Zksuoxt/5jIW6uIlmTBaJ3tFJ/GjLcXzuj3vxwpEe/ONQN4jkPLytx3vDjm/uG0dNUY7/BgZEv5mp7ajTq8DQmZedraRTgfHy8akcPj1YjBLqS2xBud/Hukfx5J52fOTC2WGTsfVNpTAQNDvSn+oZg4EQsb69XgIDGJUhAYxzTYEhG+dGzpnWg1HDglWLB0YqUkgqlV3Y7pHw6yTa4kwN8qqLrFRTXRS5mpMnwRSSSHniPo1VSOL5tbg8vqQnrOr3qHWypcUDQz5v7PSXQPwpJJbgAEZjeR6MBsIXH9+P+146GbVPeLw+tA06NPtfqCysKsDRrrGIRqvy36nt+1YDGJG8U4CpAF15ClNIfCJ1i8dXT8rmhesa1QBG+hanaoWfjCswdM6x8ixGSAbCwLgLLx3r9asnXjvVH2bgCchptXPLcvF8QPrlI2+0AgD2tQ0DAFbURg5ghJa6bh10wOMTaCzPg0ky4LMbm9I2/mnFH+TKwgCGanCrqja1cv35tTjaNYptx/uQbzX6U6Onk0T6Z2CqZ6Kbn+cSanpX4Ny5UVGUq/NiIQTue+kkrrhnG779zGFMur3oG3Pi7IAD588uxqr6qfSYlXUhAQw1pT6LU6yymURmNN8EcIEQ4kYhxMcArAHwrdQ269xkyOHSVI4pcCct8RQSeQL3xcf3B9W0joU6eQGAJ3e3Y0/rEC6aW4oCqxFvRqhl3NxvD6sAEO2CbRtywGaW4qbPhGLW6YyfbaiL7HQqMP5xuBu1xTn+coN6aCzPC1JgfP/ZY8i3GPG5y5rCjiUi5Fm051wf7R5DQ1lu3F1aLQTugPgDGEpfS9jEUyK445T+zEZa+u0pMa5UJ0gxTTy9GsqoRsjTjniuGAGMsjwLiBCWsjHp9uLtP5Wr4ITicHmQYwqXbKcKtQxx13Bwm7w+n67gkTVGConH54OkYaJpkgwxfSRcHm3BhFhEqngQDSGErPrQEsAwGDSXZnW4PJAMFBaMkQzk9xa454UTUUuVdg5PwuMTuhUYS6oLMO70oG0oPOAvm3hqVGDkyWNTtPFeVWakLIVECTKnygdjy+Fu1JfY/JP4nDSaePqDORlTYMjfqd4UEiJCgdWIfxzuxtikB5+/Yh4kA0GIKYPPUBbOKsDxnimvqQPtcuBiX+sw5pTaos4LQ1NIVJVQtJSTTKAGuexZmOs/pgS5c3UGea5dXgOzZMDOM4PTnj6ioo45iZp4ZkMZ1WznA2vq8Ogta4OU4aoyubnfju6RSXzoN2/gnhdOwCcEfrf9DL7x1EHsaZX9L86fXRx0LS4PCWCk20PoX51EZjQGIUTgdvtAgudhQhi0u1CSG99wKXDBl6iTcF1JDkwSobnPjq8+GdnDIpRXT/ahLM+Mj1xYjxeP9uBQxyiW1RRieV0R9is7BSpCCDT3hZtPRZNLtw1OoK5Ye16yit687GzDnMYAxneeOYJl/7EFr5zow+YlVQkZ+DVW5KG53w6P14e9rUPYdqIPn7tsHoqiVMrR43p/pHMUS6pTU7ItMPClfqbJViGZiQoMtfJPKvKe/QaLWqqQxDTxjB8IAQINQcO/L5NkQFmeJSyF5H+2nsKx7jHcv/V02HvsLi9yLenbGatWAhihJRC9KTTx9AloVmDETvWJn84RDz3BYo9PQAht6idjnPSXQBwuL2wmKeJY9j83rMI971+OD6yuw8/+eSqi0ZpqxFmvU4GhjlOHI1Q6cSeQQhI1gJHiFBI1qJMKH4wRhxs7Tg/g7cum7iVqKk86JuCZ8hdQMSaYQgLIaSRnB+RNmSsWVforglijpHFdFJDe+Z5VNTjQPgIhBPa1DfvLoUbCEqJAPaEYbjdmYQAjWxUYeRajfqNWm8mfQpuTAfUFMKWgMCVYRjXbK4BkAwVWU5hy2WKUUFtsQ3PfOL78xH7sbxvBN65eiBe/cClu39SEp/Z24MdbjsNiNPjvG7/8yCosmlWAZTXB811rGsfPc4FEZvb/UCqQfJyIPg7g7wCeTW2zzk0G7a6g8nDRCNzVSjSFxGY2YuuXNuKTFzdgy+EedMWoQ65ytGsMK+qKcO3yGv9u35KaQiyvLcLxnrGgG1TvmBPjTg/mlgffSHPMU/WrA2kfcug28ASmPouZmkOmKlHSkUKyo3kAY04PNi+twmc3hSsmtLB4VgFcHh9O9Y3j6f2dMBsN+OCauqjHa3W9H7K70DE8kbTRpEpphPK7yZt4zjwPjLZBB4RITVqOZCAQySqAaGhKIfGXY9WowIjyfVUWWNAdkq7xiqIKIwpfpNmdHuSmycATACoL5YVVuAJDXxnVWLswHp9PUzAkXsWc1Cow4l8T6nisxXfDKBli9rFAJlzesPQRlXWNZXjPqlp8+7olKLaZ8NDrZ8KOOauWstMZ4JtXKaeoHIjgseH2Cs0+OzlmCflWY0TzV0BWHUgG0lwhJR5qykIqqlz9dV8HPD6Ba5ZV+58zSgaYJcO/ZABDVT4lonJVFRMbF5TDapLwPqX6V7SKSB9aU4c7LmvC7ZuasLK+GIN2F946M4TeMWfMAIY/Pc8jX5M7zwxiQWV+2oyLEyGWx0+mGXe6E/6s/vPdS3Hn5fNw5+XzUtwqbZgSUGAkWpGNCWZ+ZT62HuvFqyf78aWrFuBTlzTCYCDcflkTLp1fjpO94/j2tUv8AYrNS2fhuTsvDks1Uq8NTiFJDM1XLhE1AagUQnyZiN4DYIPy0g4Aj6ajcecSQgj0jDpx+aL4Oy+pchKuLbbhgjkl+M2rLXjxSA+W1RZFvVkKIdA+5MC6ptKgkkdLqgtgM0nw+gR+82ozPD6BOy+fh9OKlDEshcSfDxk8oeofd2FlFKOqWMxkDwyXx+dfDHTrqK6gFY/Xh81LqvDzD69K+ByqOd4rJ/rw7MEuXDq/PKIRmUqB1aRpt+9Il7yTmUhaSyRKc8MnueeiAqO5X601nhrn+XjyfncM400Vg0GbUaPL64NJoqi7YVUFVnQGBAuEEDjVO46Gsly09NtxoH0kaLfE7vSmNf/bYpRQlmcJC/56fUJXfnEsGb7Pp62Mo9EQJ4Ch0Y8iFnpMPOMFowIxS9pTSOyu+N+p1SThfavr8NvXWtAzOulPKQOAMwMOWE0G3SkaVpOEtXNL8NyhLnx18wL/7qUQQum32j9btb9Gom1wAlUF1qT9a1QKUqTA8PkEfre9BSvri/z3BJUcc3pKAQ46XDBLhowtxlXlk5YUrlDufucSvHqyD+84Tw723LShASvri/xmxKEQEe66cgEA4FCHHCT79SuyqmxFffQSk1LA2Or2+rDrzBDev1p7qfTpICeGx0+mGXd6wsraaqXAasIX3pY5g1R1zEm0jCqTOFcsqsCLR3tgIODdK2v8z1tNEh78+AXoHJ7QVJAghxUYSaGnN98LYBQAhBBPCSHuEkLcBeAvymtMEoxMuDHh9vpNY2IRVMs5yYmOKr3/1t8O4133b4963JDDDbvLi1olzeN3n7gAVyyqxJzSXKydW4ICqxH3vHAC9710Ev+15RjeaB6AgYDzaiKb1gRO1n0+gSGHS7f/BRAgoZyBCozAG7q6M5hKhhxuFGtISYpFg7JT+b1nj2HI7sbH182JebxWBYa6k5mqFBJ1khQY3FN3fxNVYEhxdrWzkTeaByAZKCUKDEDZ2U/SxBNQq2TEL6Ma67uaVZiDtkGHvz09o7LK672r5AnEXiXvVMXhkssWppNZhVZ0DAcHMDy6FRjqDmX4daNVgaGWUY1mXul0a/OjiIX63WhRu6mllC0a5NXx+lggEy6PpqoyH15TD69P4E8724Kebx10oK7YllCA4F0ranB2wIG9AemS6vhg1rGIaCzP8wf4Q2nuHw8L+idDqjwwXjnZhzMDDnxifUPYazkmKS0T8CG7C8W5poxJ3dXrTksKVyjL64pw+2XzgsbhlfXFft+cWCyeVYDyfAtePNoLs2TAolmxDSZNEsHl9WFf2zAm3F7d1cbSTTankIxNeiIaq84E1MCFHgUG+16khiuXVEEyEFbPKQlbt0gG0lxNMSdG+igTHz0zmkohxMHQJ5Xn5qSsRecoqpO9lhtcYC5zsrWcQy++0JKZKu2KeZma5rFpQQUeuHE1JAMh32rCzRvmApC9NR58rQWP7WrDyvpiFNqCF9B+uXTABTs66YbXJ1ASYRc9HjPZA8Ou3NAr8i1oG3Sk9G8QQmDYoS0lKRYGA6FeGYx/f9MFcSuZaA1g7D47hLlluQkFraLx0E1r8OJdl/of+1NIklJgzJx+1TE8gT/ubMW7VtRElSrrJZ45pDOGb0XoebSkkMT6rtY3lWHM6fEbBp/slfO9V80uRmN5rt+xX0X2wEjv5HROWa7fV0HFJ/R5YPh3YSJMYrw+oWmxrQayo31XqVBgqJU2Uq3AMBriB7dUZFVN/ADGnLJcXDyvDI+8eRbjTg+G7C78cttpdA5PYFaR/lRFANi8tAoWowF/CygTrTWAF0hjeS46RyZhdwaPk0IItPTZ0VieOv+CAutUSc9keOSNsyjLs2Dzkqqw12xmKWLfTRbZEywz6SPA1MIwXSbA0TAYCOcrqovrV9fG9a4xSwa4PD489lYbbGYJ63RWG0s3uVmdQuLJqnQbPahzfz0pTux7kRpKcs347ruW4qubFyR1nqkN3exTJ80E9MxoYun7E5sRMH7U3O5oEsNAAvOKE/XAUAldQG453O3/vWN4Ak/sbsfZAbu/NKZafjWU2zY14u93bMAjN6+F2yunw1w6vzy87UYDiIDJgJuZWks7kbxf1TxwJqaQqIPW0ppC+AQiOtxHonXAgT/tbMXOCJVfVMacHnh8IukABgD89sbV+POnL/KXzouFFhNPIQT2tA5h1ezo0thEuHR+eVDkO9kUEimOLD+beODVZrznf7bDZDBErBCTKOruXjS0KzCSD2BsXFAOm1nC/x3oAgCc7Jly3F9ZX4y9rcNBCgTZAyO9Cox5FXloH5oIUk94vELXosdqksfESDuUWg1BVZl7tJQnpzt1ZVS1BFr1eGBo6RsqDrf2tKAvvG0++sacWPofW7Dy/72AHzx3DIc7R1GZoKdCvtWEKxZV4pkDXf72qv/qSSFRAxSBaSSTbi96Rp2wu7wpVWCU5ZlhiFC9Rw/tQw7881gvPnBBbcTrU04hSVcAIzWB2EQwJrDDnSpu29SEty2uxFc3L4x7rNlowJstg3h6Xyfeu6o2ZcHrVJHVKSQzWoGhBDC4HGpG+OCaepw/uySpc3AVkuTQM6PZRUSfDH2SiG4BsDt1TTo3UZ3sq4v0eWAkWoVEpSDEz+Ch189g0u1Fc9843n7vK/jS4/txxT3b8LN/ngIA1EQx2jRKsuPu7NJc/PIj5+PLVy3ARy+cHXYcEYVJTgftSgAjghFjPNQJldM98wIYdqf8GSxVfCBa+uKnkexvG8amn7yMrz11EO//1Q488GpzxOOG7XIQociW/GRmXmU+1jRoG6hVBUY0KTsAnO6zY9DuwuoUBzBCSTaFxGigGWHi6fMJ/OT5Exif9ODRT65Nmf8FoBqZxg9gxEtPMEnkN5qLeq44KgGrScI7ls3Ck3va0TYoS/kr8i0oz7NgRV0RBuwutA1OpXM4nJ60emAAcgBDiKma8IAcRNCz6FHHxMhlVLWlo8QzSnV5fZrSOWKhp4yqHgVGPJVPIFpTSABgVX0xvnH1wiDPJgBBnhh6edfKGgzaXXhNMY91JRLAUCpEHFMqRjz0+hmc9+3n8cXH9wEA5palToFhlAyoKghPc9LDH3e2AgA+tKY+4us2s5SWxem5qsAAZO+p33xstaZghEky4GjXKGYVWXFbgmbd6SSbF2kzWYGRSAoJk13EqkDGxEfPzP7zAD5BRC8T0U+Un20AbgZwZ3qad+7QPTIJA2mreR6cQpLc4BUoT75hbT16Rp342T9P4pY/7IJRMuDPn74Ii2YV4GjXKMryzJpuqJuXVuG2TU1Ra5fnmKSgC3bQLhtYJpJOMGXiOfMGALUu+mLFB+KWP+zyTxaj8dqpfnh9As/deTEunleG+7eeiuhgPOiQg0KpTNHQQr7VBK9PxByQ/7q3AwYCLl0QrtBJJep1orVCQCiqr0C20zM2iQm3F1+/ehHOq9VvhBsL2Z9ASxnVFCkw4pznC2+bDwMBn/zDLjx7sAtr55aCiLBWCbC9dKzHf6zd5U375HRepbzYVNNZAMAr9AUwgOgyfJ9WBYYhtgJDy2cbDz0mnno9MLQqMOxOr39HVwufuqQRf/70Rfjzpy/yP1dZkPii+NL55SiymfAXJY1ETX3R89k2luehpigHf9vXgR2nB3D3M4fh8viw/ZRc9nV+VWpLYFYX5aAzRgBj0u3F9587iucD1JeBr/1xZxsuW1iJ2ijqyxyzMX0KjBQE4BNFleZnu2/AkHKvv3lDgyYF73STzUaFchnV7FKsaMWvwMjy/slEx5rF/jAzAc13XSFEjxBiHYBvAzij/HxbCHGRECL8zhcCEW0mouNEdIqIvhbhdQsRPaa8/iYRzdHatn8FOoYnUFlg1eRpEVSFJIESX9F4z6oaXLGoAvdvPY3WAQd+ccMqrGkowQM3rsa/vWNR0CQwGUIlpwOqAiMRDwwdsuZsw6EoMKqLrPjA6jpUFVjx9acOYtuJvqjvOd49hpqiHCyaVYDPbmzCkMONx95qCztOndQUpSCFRA/5ftf7yDtyXp/A47vbsHFBhSa/l2Twp5AkuHAzSaS5vGMmUXf/56ZQeaFikgxwx6xu4YXREL1yiIo5znkAOe3AHCffu7ooB7/+6Goc6x6D1yf8yqB5lfk4r7YQj77Zit4xWS7v0LFbnyizS3NhkghHuwICGDoVGEB0Gb5H47nU3bhoSganx6spnSMWfrWbjhQSTQoMg/YUkgm3159TrxUiClKQVSShwDAbDXjHsll4/kg3ukYm4Fb+TpNR+/ctGQgfuKAOr57sx4d+8wbqS2x49o6Lsby2EL+4YRUq8lO7CJUDGJFTSIQQ+OZfDuFX25rxqYd342/7OoJef3jHWQzaXbjl4nDzThVbGkw83V4fRic9UTdBpoNMKjD0MKmoT5sqUhv4ShUGA8FqMmTdLrPPJzDuSrwKSaZRAxfJ+uAxmSNSUQNGO7p7vhBiqxDiZ8rPP7W8h4gkAPcDeDuAxQA+RESLQw67GcCQEKIJwH8D+KHets1U+saceOFwD5Zr3D1NpQdGIBX5Vnzv3ctw0/oG/PW29ViruFlX5Ftxy8VzMTdF5mJhCgzFAyORihl6JtXZhrrjajMb8cPrz8O2r2zE3PJcfO3JAzjZMxbxPSd6xjBf2fW9cG4J1jWW4kdbjuN4d/Dxw0oAo3iad7Dy45Tt23VmED2jTrxnVU3E11OJGsBItPqCZCD4hDzRyWbU0qmpuj4DkdNoYqeQaPEYMUrkX+xFPZdGo8lL5pfjR9efhxyThI0BPjs3b2jAqd5xXHPfaxiddMPtFWk38TRJBlw4txTP7O/0f05afSsCkdPqwoN+Po1qDkkJZEdTyzhToMAw+xUYQvm/fBhxuLG3dQiPvdWK5w524WjXKHw+MZVapMUDwzil8vH5BHacHsBvX2vBswe70D8eXF7a7kw+KJVMCgkAfPqSRggBfOeZI1NlhCV9bfrYRbPxifVz8JmNjXjqM+uwuLoAf7t9A96+bFZSbYtEdVEOukYmgtQ5fWNOHOoYwX9tOY4n97Tj9k1NWF5XhLufPox/HOpCx/AEfre9Bd9/7ig2Lij3K5wiIaeQpHYCrgbgE/HFShUzJYChMq8idrWSTJJrNmadB4bD7YUQQP4MTSFR75WswJi5mCQDTBKlxQT5XGC6rtw1AE4JIZoBgIj+BOA6AEcCjrkOwN3K708A+DkRkYiVTD8DGRh3omtkEn/Z24FTveMozDHh9dP9mPR48WWNjraBKSTJemAEUp5vgdUk4d/fGRpbSi02s4S+MScOd8qlNE/3jSPfYozrth0JdXHa0m/HoY4RqL1FQP5FCEDtQGpXmnqsnkUEPQ58Pdp71PMjwnvU18PPF3yuvx/oBAC/0aDFKOG+D67EjQ/uxFX3voKPXjgb77+gzv+3qrn2auoFEeGH7z0P7/nF63jnz1/DmjklmFVoRWmeBaeUMn3TnUKieqocaB+JGFR6Ync7zEYDNi6oSHtbVPl6MlVIAOBgx0hWG2XtPTsEm1lKShofDZNkwKDd5b9WQ+kedWr6fOOdBwBGHC7NY8D7Vtfhvatqg5Qf162ogdUk4dMP78ZvXpG9YdJdRhUAblg7G7c+shvf+b8j2LSwAid6ZJWUHnLMxqAxUUWrAkPtn0e7RjFgd4a9nooyquq9pmPYgXueP47fvNoScVe12GbCuFJhQ1sVEgOO9Y/hk3/YhcMdI+gcCVYL1BTlYGFVPhZU5cPp8SXta5LsdVJfasNnNjbi3hdPYlmtnP6ndyOhyGbGf7xzSVLt0EpNkRVur0DjN57FpgXlaOm348zAlGH0tcurcdfb5uPdq2pw8+/fwq2P7PG/dvnCCvz8w6tiVi/IMUsYd3piXtt6aVXalxUKjBlSuaEsAQ+x6SLHLKF7ZDKlfSRZVO81VmAwmSTHJKFjaCIt10aexYjZpalX5mYL03Xl1gAI1Lm3A1gb7RghhIeIRgCUAuiflhZOE38/2IV//9thEAGLqgpwqnccq+qLcevGRs3l0wJ9KPTKaSOxsCofx7rHYE3S5E0rRTYztp3owzvue83/3LwE5Y/5ViOIgHtfPIl7XzyZqiZOG2ajIej7XFpTiOfuvBg/33oKAdxz9AAADCBJREFUD+04i4d2nA17z+JZBf7f60pseOb2DfjlttPY0zqEk71jGLS74PYKWE2GMJPWdFOuOPzf9ef9UY+5YlHFtBhnWY0G5JikhNNo1N376+7fnspmpYXldUVpKZGWZzXizZbBoGs1lLqS+Iv1fKsRbzTHPg8gL5i0Eilt5crFlWgsz/WbDk/HAuiKRRW4/vxa/GHHWfxBuV719u8Smwlbj/dF/Hy0qEjU/+8Tv38r6jEFSVYnkAyEXLOER96QfXquXlaFVfXFqC7KwdLqQow7PTjaNYodzQN4Ync7AG0mwvMr8/BG8wDODthxXm0RvrK5CpfML8eZATt2tgziSOcojnaN4qVjvQCAkgQXapsWlGPr8T6UafCZisfNGxrw0Otn8F//OA5A9v7JVgJNfTuHJ7GwqgA3rJ2N+lIbGstz0aTs3DeW5+Efn78Ee1qHcLrPjvoSGy5uKoubHlaSa8bIhDvutZ0IszLo6VCYY0K+xaipjHE2kM0lMktyzXjxaC9ePNqb6aaEkUmVTzKoY05emittMemlONeMp/d34un9nSk/9yXzy/GHm9ak/LzZAk2HwIGIrgewWQhxi/L4owDWCiFuDzjmkHJMu/L4tHJMf8i5PgXgUwBQX19//tmz4Qu8bKZ1wIGj3aOYXWrDwqqC+G+IgBCyzNZqlrCqPvlKDqOTbgzZXdMWqesamcCB9uBo4/zKfDQkmMO/p3UI/WPyrqN6E1dv5UTyj/yc/5eQY6beE3oshRyLCK+HnSfs/FNvDn2tqtAa1QtiT+sQ+saCd1PNRgM2NJXFVN7YnR682TKAygIrligGodOF2jfHnNHloufPLk7JIkILp/vGUV2Yo8v4T2XC5cXrp/tnRCnVxbMKgkrIpoq2QQeOdI3GPKaxPC9u/nX7kAOHO2OfBwCW1xYlbUSn/l9mowHrG8sSVuDoZdDuwum+cQzaXbr7ePfIJPa3D4c9LxFhXVNpXNWB2+vD9lP9UVPpJCJc1FiadErNkc5RtA05UJhjwtqGkqiLJrmSlR2Lq7Xd44QQcRdgk24vDneOYEl1YULBdofLg66RSc0bBfE43TeOU73jsJklrGssy9pUA59P4EDHCJbXFqZlkTs26cYbzYPwpXgumWs2Yn1TacYW5g6XBz2jzoTnJdNFr1IiNxlvl3SjznuzDYsyn5qJKoa+MSf2tA7hgjklupS2vaOTICL/ZhOTWU71juN033hazl2WZ0661GsmIKLdQojVcY+bpgDGRQDuFkJcpTz+OgAIIb4fcMwW5ZgdRGQE0A2gPFYKyerVq8WuXbvS23iGYRiGYRiGYRiGYdKG1gDGdIUd3wIwj4gaiMgM4IMAng455mkANyq/Xw/gn/9q/hcMwzAMwzAMwzAMwyTGtCgwAICIrgZwLwAJwINCiO8S0XcA7BJCPE1EVgAPA1gJYBDAB1XTzxjn7AMws3JIZMrwL+btwaQd7jOMXrjPMHrhPsPohfsMoxfuM4xeuM+cO8wWQpTHO2jaAhjMFES0S4s8hmFUuM8weuE+w+iF+wyjF+4zjF64zzB64T7DhDLznGsYhmEYhmEYhmEYhjnn4AAGwzAMwzAMwzAMwzBZDwcwMsOvM90AZsbBfYbRC/cZRi/cZxi9cJ9h9MJ9htEL9xkmCPbAYBiGYRiGYRiGYRgm62EFBsMwDMMwDMMwDMMwWQ8HMBiGYRiGYRiGYRiGyXo4gDHNENFmIjpORKeI6GuZbg+T3RBRHRFtJaIjRHSYiO7MdJuYmQERSUS0l4j+L9NtYbIfIioioieI6BgRHSWiizLdJia7IaIvKPelQ0T0RyKyZrpNTHZBRA8SUS8RHQp4roSIXiCik8q/xZlsI5NdROkzP1LuTQeI6C9EVJTJNjKZhwMY0wgRSQDuB/B2AIsBfIiIFme2VUyW4wHwRSHEYgAXAriN+wyjkTsBHM10I5gZw08B/EMIsRDAcnDfYWJARDUA7gCwWgixFIAE4IOZbRWThfwewOaQ574G4CUhxDwALymPGUbl9wjvMy8AWCqEOA/ACQBfn+5GMdkFBzCmlzUATgkhmoUQLgB/AnBdhtvEZDFCiC4hxB7l9zHIi4qazLaKyXaIqBbAOwA8kOm2MNkPERUCuATAbwFACOESQgxntlXMDMAIIIeIjABsADoz3B4myxBCvAJgMOTp6wA8pPz+EIB3TWujmKwmUp8RQjwvhPAoD98AUDvtDWOyCg5gTC81ANoCHreDF6OMRohoDoCVAN7MbEuYGcC9AL4CwJfphjAzggYAfQB+p6QdPUBEuZluFJO9CCE6APwYQCuALgAjQojnM9sqZoZQKYToUn7vBlCZycYwM46bADyX6UYwmYUDGAwzAyCiPABPAvi8EGI00+1hshciugZArxBid6bbwswYjABWAfiFEGIlADtY1s3EQPEtuA5y8KsaQC4RfSSzrWJmGkIIAUBkuh3MzICIvgk5tfrRTLeFySwcwJheOgDUBTyuVZ5jmKgQkQly8OJRIcRTmW4Pk/WsB3AtEZ2BnKZ2GRE9ktkmMVlOO4B2IYSq7noCckCDYaJxBYAWIUSfEMIN4CkA6zLcJmZm0ENEswBA+bc3w+1hZgBE9HEA1wC4QQl8MecwHMCYXt4CMI+IGojIDNnw6ukMt4nJYoiIIOelHxVC3JPp9jDZjxDi60KIWiHEHMhjzD+FELwzykRFCNENoI2IFihPXQ7gSAabxGQ/rQAuJCKbcp+6HGz8ymjjaQA3Kr/fCOBvGWwLMwMgos2Q02KvFUI4Mt0eJvNwAGMaUQxobgewBfKN/s9CiMOZbRWT5awH8FHIu+j7lJ+rM90ohmH+5fgcgEeJ6ACAFQC+l+H2MFmMotZ5AsAeAAchzyd/ndFGMVkHEf0RwA4AC4ionYhuBvADAG8jopOQlTw/yGQbmewiSp/5OYB8AC8o8+BfZrSRTMYhVuEwDMMwDMMwDMMwDJPtsAKDYRiGYRiGYRiGYZishwMYDMMwDMMwDMMwDMNkPRzAYBiGYRiGYRiGYRgm6+EABsMwDMMwDMMwDMMwWQ8HMBiGYRiGYRiGYRiGyXqMmW4AwzAMwzAzDyIqBfCS8rAKgBdAn/LYIYRYl4b/cyWA24UQN6fofLdDbuuDqTgfwzAMwzDphcuoMgzDMAyTFER0N4BxIcSP0/z/PA7gP4UQ+1N0PhuA7UKIlak4H8MwDMMw6YVTSBiGYRiGSSlENK78u5GIthHR34iomYh+QEQ3ENFOIjpIRI3KceVE9CQRvaX8rI9wznwA56nBCyK6lIj2KT97lddBRF9WznGAiL4d8P6PKc/tJ6KHAUAI4QBwhojWpP9TYRiGYRgmWTiFhGEYhmGYdLIcwCIAgwCaATwghFhDRHcC+ByAzwP4KYD/FkK8RkT1ALYo7wlkNYBDAY+/BOA2IcR2IsoDMElEVwKYB2ANAALwNBFdAmAAwL8BWCeE6CeikoDz7AJwMYCdKf2rGYZhGIZJORzAYBiGYRgmnbwlhOgCACI6DeB55fmDADYpv18BYDERqe8pIKI8IcR4wHlmYcpjAwC2A7iHiB4F8JQQol0JYFwJYK9yTB7kgMZyAI8LIfoBQAgxGHCeXgALk/8zGYZhGIZJNxzAYBiGYRgmnTgDfvcFPPZhah5iAHChEGIyxnkmAFjVB0KIHxDR3wFcDWA7EV0FWXXxfSHErwLfSESfi3Feq3JuhmEYhmGyHPbAYBiGYRgm0zwPOZ0EAEBEKyIccxRAU8AxjUKIg0KIHwJ4C7KKYguAm5SUEhBRDRFVAPgngPcplVMQkkIyH8GpKQzDMAzDZCkcwGAYhmEYJtPcAWC1YrJ5BMCtoQcIIY4BKFTNOgF8nogOEdEBAG4AzwkhngfwvwB2ENFBAE8AyBdCHAbwXQDbiGg/gHsCTr0ewAtp+8sYhmEYhkkZXEaVYRiGYZgZARF9AcCYEOKBFJ1vJYC7hBAfTcX5GIZhGIZJL6zAYBiGYRhmpvALBHtqJEsZgG+l8HwMwzAMw6QRVmAwDMMwDMMwDMMwDJP1sAKDYRiGYRiGYRiGYZishwMYDMMwDMMwDMMwDMNkPRzAYBiGYRiGYRiGYRgm6+EABsMwDMMwDMMwDMMwWQ8HMBiGYRiGYRiGYRiGyXr+PyElwRNQ8LYkAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 7))\n",
+    "plt.subplot(211)\n",
+    "plt.plot(sal_times, f0_estimate_hz, '.')\n",
+    "plt.title(\"Estimated Vocal $f_0$\")\n",
+    "plt.xlabel(\"Time (sec)\")\n",
+    "plt.ylabel(\"Frequency (Hz)\")\n",
+    "\n",
+    "plt.subplot(413)\n",
+    "plt.plot(sal_times, f0_confidence)\n",
+    "plt.title(\"Estimated Vocal $f_0$ Confidence\")\n",
+    "plt.xlabel(\"Time (sec)\")\n",
+    "plt.ylabel(\"Confidence\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sonify Output"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import mir_eval\n",
+    "import IPython.display as ipd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = mir_eval.sonify.pitch_contour(sal_times, f0_estimate_hz, 8000, amplitudes=f0_confidence)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "                <audio controls=\"controls\" >\n",
+       "                    <source 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type=\"audio/wav\" />\n",
+       "                    Your browser does not support the audio element.\n",
+       "                </audio>\n",
+       "              "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.Audio object>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ipd.Audio(y, rate=8000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Compare with MedleyDB Annotation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import medleydb as mdb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mtrack = mdb.MultiTrack(\"MusicDelta_Rock\")\n",
+    "melody1_annotation = np.array(mtrack.melody1_annotation)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ref_times = melody1_annotation[:, 0]\n",
+    "ref_freqs = melody1_annotation[:, 1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Frequency (Hz)')"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 7))\n",
+    "plt.plot(ref_times, ref_freqs, '.k', markersize=15, label='Reference')\n",
+    "plt.plot(sal_times, f0_estimate_hz, '.', label='Estimate')\n",
+    "plt.legend()\n",
+    "plt.title(\"Reference vs Estimate Vocal $f_0$\")\n",
+    "plt.xlabel(\"Time (sec)\")\n",
+    "plt.ylabel(\"Frequency (Hz)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Evaluate difference"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('Voicing Recall', 0.908169014084507),\n",
+       "             ('Voicing False Alarm', 0.0997920997920998),\n",
+       "             ('Raw Pitch Accuracy', 0.6805633802816902),\n",
+       "             ('Raw Chroma Accuracy', 0.6856338028169014),\n",
+       "             ('Overall Accuracy', 0.7273936170212766)])"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mir_eval.melody.evaluate(ref_times, ref_freqs, sal_times, f0_estimate_hz)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}