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monkeyking/examples/development.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "5ddb567b",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-23T01:21:06.146163Z",
"iopub.status.busy": "2025-11-23T01:21:06.145694Z",
"iopub.status.idle": "2025-11-23T01:21:06.979553Z",
"shell.execute_reply": "2025-11-23T01:21:06.979079Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset shape: (569, 31)\n",
"Columns: ['mean radius', 'mean texture', 'mean perimeter', 'mean area', 'mean smoothness', 'mean compactness', 'mean concavity', 'mean concave points', 'mean symmetry', 'mean fractal dimension', 'radius error', 'texture error', 'perimeter error', 'area error', 'smoothness error', 'compactness error', 'concavity error', 'concave points error', 'symmetry error', 'fractal dimension error', 'worst radius', 'worst texture', 'worst perimeter', 'worst area', 'worst smoothness', 'worst compactness', 'worst concavity', 'worst concave points', 'worst symmetry', 'worst fractal dimension', 'target']\n"
]
},
{
"data": {
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"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean radius</th>\n",
" <th>mean texture</th>\n",
" <th>mean perimeter</th>\n",
" <th>mean area</th>\n",
" <th>mean smoothness</th>\n",
" <th>mean compactness</th>\n",
" <th>mean concavity</th>\n",
" <th>mean concave points</th>\n",
" <th>mean symmetry</th>\n",
" <th>mean fractal dimension</th>\n",
" <th>...</th>\n",
" <th>worst texture</th>\n",
" <th>worst perimeter</th>\n",
" <th>worst area</th>\n",
" <th>worst smoothness</th>\n",
" <th>worst compactness</th>\n",
" <th>worst concavity</th>\n",
" <th>worst concave points</th>\n",
" <th>worst symmetry</th>\n",
" <th>worst fractal dimension</th>\n",
" <th>target</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.3001</td>\n",
" <td>0.14710</td>\n",
" <td>0.2419</td>\n",
" <td>0.07871</td>\n",
" <td>...</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.1622</td>\n",
" <td>0.6656</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.0869</td>\n",
" <td>0.07017</td>\n",
" <td>0.1812</td>\n",
" <td>0.05667</td>\n",
" <td>...</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.1238</td>\n",
" <td>0.1866</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.1974</td>\n",
" <td>0.12790</td>\n",
" <td>0.2069</td>\n",
" <td>0.05999</td>\n",
" <td>...</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.1444</td>\n",
" <td>0.4245</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.2414</td>\n",
" <td>0.10520</td>\n",
" <td>0.2597</td>\n",
" <td>0.09744</td>\n",
" <td>...</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.2098</td>\n",
" <td>0.8663</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.1980</td>\n",
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" <td>0.1809</td>\n",
" <td>0.05883</td>\n",
" <td>...</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.1374</td>\n",
" <td>0.2050</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 31 columns</p>\n",
"</div>"
],
"text/plain": [
" mean radius mean texture mean perimeter mean area mean smoothness \\\n",
"0 17.99 10.38 122.80 1001.0 0.11840 \n",
"1 20.57 17.77 132.90 1326.0 0.08474 \n",
"2 19.69 21.25 130.00 1203.0 0.10960 \n",
"3 11.42 20.38 77.58 386.1 0.14250 \n",
"4 20.29 14.34 135.10 1297.0 0.10030 \n",
"\n",
" mean compactness mean concavity mean concave points mean symmetry \\\n",
"0 0.27760 0.3001 0.14710 0.2419 \n",
"1 0.07864 0.0869 0.07017 0.1812 \n",
"2 0.15990 0.1974 0.12790 0.2069 \n",
"3 0.28390 0.2414 0.10520 0.2597 \n",
"4 0.13280 0.1980 0.10430 0.1809 \n",
"\n",
" mean fractal dimension ... worst texture worst perimeter worst area \\\n",
"0 0.07871 ... 17.33 184.60 2019.0 \n",
"1 0.05667 ... 23.41 158.80 1956.0 \n",
"2 0.05999 ... 25.53 152.50 1709.0 \n",
"3 0.09744 ... 26.50 98.87 567.7 \n",
"4 0.05883 ... 16.67 152.20 1575.0 \n",
"\n",
" worst smoothness worst compactness worst concavity worst concave points \\\n",
"0 0.1622 0.6656 0.7119 0.2654 \n",
"1 0.1238 0.1866 0.2416 0.1860 \n",
"2 0.1444 0.4245 0.4504 0.2430 \n",
"3 0.2098 0.8663 0.6869 0.2575 \n",
"4 0.1374 0.2050 0.4000 0.1625 \n",
"\n",
" worst symmetry worst fractal dimension target \n",
"0 0.4601 0.11890 0 \n",
"1 0.2750 0.08902 0 \n",
"2 0.3613 0.08758 0 \n",
"3 0.6638 0.17300 0 \n",
"4 0.2364 0.07678 0 \n",
"\n",
"[5 rows x 31 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"from sklearn.datasets import load_breast_cancer\n",
"\n",
"data = load_breast_cancer(as_frame=True)\n",
"df = pd.concat([data.data, data.target.rename(\"target\")], axis=1)\n",
"\n",
"print(f\"Dataset shape: {df.shape}\")\n",
"print(\"Columns:\", df.columns.tolist())\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9b5ee723",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-23T01:21:06.980852Z",
"iopub.status.busy": "2025-11-23T01:21:06.980692Z",
"iopub.status.idle": "2025-11-23T01:21:07.276109Z",
"shell.execute_reply": "2025-11-23T01:21:07.275637Z"
}
},
"outputs": [
{
"data": {
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me0dw5rykMMq5RGJWLGgh4rvC+csEE9k1A9O9w/ebwjcFTj5/CtscYx7DZxVtf2heH8u83Lfw84RsbTLruQ54AZdzh8Du7xZIJQrAKYx+I77Y1DY46el/pQRdrVo1N6aO/s9I/TsemriYRIImNmrENGVeeOGFrlTMhZOTkCBNIKdpjKE3ZDVTYqb2zVg/LjxeIgQXKRJJKE3T3ERNkGBMoko0/DNdceEj2YzX5mKe2/CeaPYRJIjRFEqNmYAWTwAmsDL8hyk+ucAQHP1BnqBJQGXiAe/CzTHlIhd+oYhmf+iHpJuAVg2yzEGBxhuDm1cYRsKEDFw4KUD4caGjP9//HnnvJCeRM+BNluDV5MgvIFOaY8UFl1ohxyyWWbayw3eD5yW7noINF3UKefzPdy2n73w82GdvaA3fcz+GCfG58Hnzm64dzkuygOMJCmRDU/uMlP3s4bjz/nkNJgzhs6Crgu86rVaMBCBYRdMfnNfHMi/3zY+CG/tEoYbn8Kae9CZKob88FRXISDQ7RkTSApmqBBQKPLQoJCuaOUl2Cg8O1LQoOFIwoiAp6X8sb7zxRtdn7s0ul2rUBywioWY+koaS/WJGtwbdLeFTN3qzVsWb7AdaI2hWphuBJnku8OGvA1YbC1+i0fshaRCMKshuG364PxqMQ6Yv2t/PTP86uRHcTisVQTLSbFA0z1Kg4v3QSkQTOq0TXr0ru2PpJW7SahNp3ymoeRgOyZh0Wm/odvAy4v28puNI02SOHDkyNLtcLGiVYey9f/KSVKMmaBEJoTmZLgS6M/KyeTsv0T9KdwVTKHr9/XPnznXdMQSAeFdlYswqE56QH8FxoMmUpmdeg+f2Zz+TeEaeA90P4bwsb7olItUe6fJh6F80x5fkNXIA6Gf2lhUlR4NuFTL/6Waiu4AhT7wezb+Mf/cCI11AdEuxPV1C9C+zShq1RpqFszuW9O/TFE1+iR/dUhwLfwCmG4uCC83EvC/2gy4xb0w574HuCI5ppH7tPn36uKZ3RjrEklBIEiKfdXi/fEqhCVpExPPKK69kdO3aNWPfvn1Je1B++OGHjD59+mSceuqpGQ0aNMjo0qVLxrPPPpvQPt94440ZDRs2zFi9enXotp9//jmjVq1aGffee2+mbdu2bZtx0003xfway5Ytc6/Ru3fvqLZ/+umnM1q2bJmxe/fu0G2jR492+zRr1qzQbdu3b89o3rx5Rrdu3UK3DR06NKNOnToZCxYsyPSc7Hft2rUzVq5cGdOxXL9+fcZpp52Wce6552bs2rXL3bZ3796M+vXrZ0yaNMn9v2XLFvf/O++8E3rchAkTMlq3bh16TCSjRo3KaN++fdSf359//pnRuHHjjIULF2akMtWARSTLEDd+khnNzHm9PCUJQ2Q8+6fjpLmVZED/IiAk+DFcj6S5WHmLTGQ3OsGPDHoSshhh4J9shS4Chn3557Gm1k1GvDeTHVnGZOgzxzQ/frxHmuup6TKNY7THksQqatXUZr0+Y/IGqGHzPCBJjePlDWcjuZPnZhx+TgldF154oUsqZP7paNbDZmhYqq6A5KcALCJiFnHOcgIJiUr+caZMtEGQ86ZrpEmYptXcxv3SPEtQZKa2aMatMqEFw/L8q2QxCQxBlqZyD8MFGXPPULjwJloCYHbTjsYyPSxT1dL0TGa3v4+dYMv79vq9abangOINNZs8ebILvLlNSFKlShX3vBQ4ognA6UJJWCIiYajp0V9KQhZ9r4y39/f/gj5Lhr+QxER/KbVbbwx9JNTwqCFGmzREUhUBjiQrfz816Pdl6BrJVYy9pe+UNXj96LNmSKIfk1kwbJGg6Z+POzfUYil0eOO9PdTMee8EThK+GAJIzZ39ImmMoUgUOHJaNtVDrZ5abSyLSaQ61YCjRGYfX8BovkgiktpIJPKmTiSBiexdplOFt740k90wHpUATXMutT0ms6B5Obw2TFIT1xBqkF4QzQ0JT9QM/TPdeX8TfKltkiRF8zPrLJNURWJWdutKg+BLczrN1xQyolnQhRYAnp+scP4On66UfWD8OGOXed8MYWMbxuVzvWRctHfsclKiRAkXvGlip1CTqmiSpwvAX3DKjgJwlAi+GjIdPD4DvuCc2Kk496ukBrKHaaIlCBK0mJzEmwqV4ECwIPgyCxiYkIQMYmYLY/Y1VgLzIyuY7ytZx9EguDJ3ePgMct6ynAQ4Jr3xmnp5vQEDBthLL71kzZs3d0E5/PwgsNGMTB+3v0afG4b6EBizW16RCW9Y8ITgT6Y1WeTezGlMT8tkH8yuxUIp3M4c4cyVXTisMuPNaR5pxrhUEkucUACOkvdlYaJ/CQ4nMFMaMmWeNyxDJK955zlDZFjYg1miaH6lNpfdNYD7CTr00YZvwxSfjJONdmgXNVMu5CQ3+Z/LS27iebzhRv5EJgIh02ASLL3zg+dhakiCM3O/01zM/OLRYjIOmrwZppRTodc/uxXT5BKMGT5F0zSz7pEkxmpmzAnO++rfv3+mx3v7S6Emla+z0dT2PeoDFhHJgVfzY+7tnHhzcvsnzAAFRmrQOU0vGe3ykF4tMdK6vN5t/sQratJ33nmn65ul8EBtPpbgS8IWs2IxlWq0LU5MEsJkH0xlSe2XjGsCLrVh+oZpsmYsdHbiXbglFSkAi0i+R9AgQEZaQMFLCvKamwkkkZpwveUhvWUpPd58xTRTR4umZZrAw/tbCaJkFbMMYjiagOFfnIN+YZqeyTAm+IbP8Z0bau4kbsWy72RfE+S9ggt96f4CA39Hambe+H/Z2Qwxyi8UgEUk36Pfkm4mVgfzr9vMLE4shEHzqLfaFZnJ9A37p1wkSNHsSu2Ncbt+1JwJmuFL9OWE2iZZzOHLQ9K3yzAdhjOR8OUhUL/55ptuZiivhssSll7wJSGK/Y6VV+uPZjUzb1wwx4txv14iGkGfZnlvOUGayCPVwtf+33v11pTOD9QHLCJi5uZWZmpHxtjyQwAhgDEGlpqxF8CYcvHzzz930zcynzM1umnTprmsaPqLWfnJj3mWCUKxjqCg1kmBgAQo/5hdVjrjtZh/mf1lykcysBl/y2QZIGubflcwbSRTi4ajT5oEKtB3zVji8DG47DvHwWv6zg3DjmgB8E8PScsCK0UxvzQFBPaVVoRItW0KGAxryi8UgEVEzNyFn75LEpn4AQsYEFT8cxSTRUxCE0OBSGiilkztluUnvWXywptWvXmRY8FQIdbqnT9/fqZhOQxNYnEDFoSgWZnXZz+Z47lOnTquz5nJQqiNgv2MhHHLXgBmqUlqnuEBmH1n7HI0/b+0HHBcKAT4t+fYsOAC+8HYZubr9i/f6WEMMNnc2a2DnI60HGGMmW2pnJ2XTlnQZFMqC1rSGYGVgEgCFH256Xx+LF682M3kxTSX/oUe0j1WqA9YRCQJ0W9MUy3N0ATjdPbGG2+4mnLbtm0tP1EAFhFJUvRF0wRMQlW62rBhg2tSv+WWW/Ld5DoKwCIiSYqkJBLAxo4dm2V8cboYN26c62NP9abneCgJS0QkiZENTdZ1uho4cKDlV6oBi4iIBEABWEREJAAKwCIiaYIkpkgrIUlySroAzMBzpnJj+jRmUHnhhRcyTUjOyhy1a9fO8kNHvn8CcqaFo1Of52GVkHTuQxFJJ/v+b8pCiR3Bt169eu63JP93L6mSsJjVhYw/lgBjRhSmJmN2GaZYY2UNsJh0ixYtrF+/fpkey7ypHh5D2j7rYzItHH/znMzSQkAWkeRV8JBDrN+nU2zxpnVB74rkI8eVrWhjWl+cPwMwE3WTan/WWWe5wOll/zEXKdO9+QNwz549M03NFj6h96RJk9x8qd58o6S4X3DBBW56OaaVE5HkRvCdv/63oHdDJH8EYPosWLEjfPo0JjD3ZoFZs2aNbd682c13mp0vv/zSTV7uX3uTycSZzo0JwXkuZpgREREJUlIFYG+5Lvp8WZ9z+vTpNnXqVLfih1f7BbcPGTLETf7N+pjUmJm4HKyTybqd/iZpVK1a1fbs2eNq1DwmHuxXug6GTxU7duzI9FvSM4lIJChcW/x5R7HisdEmwSVNAPZjqS2W+fLWofQWv2aScdAnPHz4cLfkFs3TrKxB83WrVq1sy5Ytbuq2cCy15T02XgRwbx8kWCtWrNBHkMZJRCJBWb58ecIF/GhbWZMyAFNbJbD+/vvvLpuZ/tvXXnvNLfVFEpVX2wUJWeecc45b6ooAnFvJJZH0fJrDY1lUW/IeJwbBl2XUVFNKPxo+I0GrVq1aQjVgloKMVlIG4EqVKrkfb9Fo+m9fffVV69u3r1vsOTwoNm/e3GU4g3U3t23bluU5vdviWZfTf3FIpSW+0hnBV5+FiOS1RAv2sRQik2YcME3Hb731lq1evTpLbZgmZbKbZ8yY4X7C0RR96KGHhkov1JLWrcs8hIG+X4J1eAAXEREJQtIEYEoNgwcPtvHjx2e6fe7cua7flgWm3333XbeNvx+XpKhZs2ZZs2bN3P/UhnmuadOmZRri9NFHH7ltlAEtIiLJIGmaoKnlkmzFON0yZcq4iTiWLVvm+oBJyjj//PPd2N+ZM2e6ccC9e/d2w42YAYsg3L9/f/c8VapUcX3GTMZBTZhZspiIY/HixW6iDxERkWSQNAEYN910k+v7nTx5shsTXLZsWevSpYu7vWjRoq4WTBAl4YolrAjATZo0cRnRxxxzTOh5GKLEY1988UXXtF2rVi0XqLObvENERORgK5CRSLpXPvLjjz+63w0aNAh6V/I1WjsYCkZhTElY6avj26M1E5YcVMdXqGIfnn3jQY0VSdMHLCIikp8oAIuIiARAAVhERCQACsAiIiIBUAAWEREJgAKwiIhIABSARUREAqAALCIiEgAFYBERkQAoAIuIiARAAVhERCQACsAiIiIBUAAWEREJgAKwiIhIABSARUREAqAALCIiEgAFYBERkQAoAIuIiARAAVhERCQACsAiIiIBUAAWEREJgAKwiIhIABSARUREAqAALCIiEgAFYBERkQAoAIuIiARAAVhERCQACsAiIiIBSLoA/Morr1jnzp2tYcOG1qFDB3vhhRcsIyMjdP+GDRts4MCBduqpp9pJJ51k1157ra1atSrL87z00kvu8TxP165d7Z133jnI70RERCR7hSyJTJw40e69917r06ePnXLKKfb999/biBEjbOvWrXb99dfbvn37rGfPnrZx40YbPHiwFSxY0MaMGWPdu3e3d99910qVKuWeh6D9wAMPuODcqFEj++CDD+zWW2+1YsWKWbt27YJ+myIiIskTgPfv329jx461s846ywYMGOBuo5a7cuVKmzBhggvAH374oS1YsMCmTp1qdevWdds0btzYzjzzTJs8ebL16tXLdu7caU888YRdfvnl1r9/f7dNy5YtXdB+9NFHFYBFRCQpJE0TdIECBey5554LBV9P4cKFbffu3e7v2bNn29FHHx0KvqhYsaILwrNmzXL///DDD7Zp0ybX/OzXqVMnW7p0qa1evfqgvB8REZGUCcA1a9a0KlWquD7fv//+21599VVX273kkkvcNgTQatWqZXls1apV3X3eNgjf7thjj810v4iISJCSpgna75tvvrErrrjC/V2/fn3r0aOH+3vLli121FFHZdm+ZMmSrp8Y3m+vP9i/jf/+eFAw2L59e9yPl8Tt2LEj029JLxTEixcvHvRuSD62Y8eOTIm/seKxfI9TNgBTo6Xf9/fff7fHH3/cLrjgAnvttddyPCjeG6YvOSfRHphI9uzZYwsXLoz78ZJ3VqxYocOZhgi+9erVC3o3JB9bvnx5wgX8IkWKpG4ArlSpkvvBCSecYO3bt3fN0aVLl7Zt27Zl2Z5aLffB+812RYsWzbRNpJpxLOiPpplcgsOJQfClS0E1pfSTSAFZJC/QfZlIDXjJkiVRb5s0AZjm5ZkzZ7phQyRa+WvDBM21a9e6AzNv3rwsj2UccI0aNdzf1atXd7/Jni5fvnxoG/6Ht128F4cSJUrE/XjJOwRffRYiktcSLdjHUohMqiQsxvaOHz8+0+1z5851tVcyn1u0aOFqP4sWLQrdv27dOvv222/dfWByDi7M06ZNy/Q8jAWm1hSpD1lERORgS5oaMLVckq2efvppK1OmjJuIY9myZa4PmD6h888/3wVpxgoz3vfmm292E2uMHj3a1XS9TGlu435uL1SokDVt2tSNH/7kk09s1KhRQb9NERGR5ArAuOmmm1zfL5NqMCa4bNmy1qVLF3e715/L7cOHD7dhw4a5gNykSRMbNGiQC9qevn37uuA7ZcoUNysWNd9HHnkky9hgERGRoBTISKS3OR/58ccf3e8GDRoEvSv5GsPAyESnS0J9wOmr49ujbf7634LeDclHjq9QxT48+8aDGiuSpg9YREQkP1EAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIpLfA/DevXvt+eefty5dutiJJ55oZ555pt1///22devW0DbXXXed1a5dO8vPe++9F9pmx44ddt9991nLli3d81xxxRW2YMGCgN6ViIhIVoUsiTzyyCP24osvWu/eva1Jkya2bNkyGz16tH3//fc2efJkO+SQQ+znn3+2888/3y666KJMj61atWro71tvvdW++eYbu+2226x8+fL2zDPP2JVXXmlvvfWWHXnkkQG8MxERkSQNwNRaCb49evSwG2+80d126qmn2qGHHmoDBgywOXPmWP369e3XX3+15s2bu5ptJATrGTNm2BNPPOFq0DjttNOsXbt29vTTT9vQoUMP6vsSERFJ6gC8efNm69atm3Xs2DHT7dWrV3e/161b52rAqFu3brbPM3v2bCtatKi1atUqdFvx4sWtTZs2NmvWrAO2/yIiIikZgCtVqmRDhgzJcju1WdSqVcvVggnC1JS5fdOmTdawYUO744477IQTTnDbLV261I466igrUqRIlibqV1991bZv324lSpSIax8zMjLc4yXYlhL/b0kvBQoUcAVmkaBwbeFaHy8ey/c4pQJwJN99952NGzfO2rZt62q9L7zwgu3fv9+9uUcffdQ2btxoY8eOte7du9vLL79sderUsS1btlipUqWyPFfJkiXdbxK64g3Ae/bssYULFyb8viRxK1as0GFMQwTfevXqBb0bko8tX7484QJ+eAUw5QIwtV0ynqnNkgmNnj172rnnnmunnHJKaDv6idu3b2///ve/XcJWbiWXaEsmkRQuXNhq1qwZ9+MlcZwYBN9jjz1WNaU0lMj5KZIXqlWrllANeMmSJVFvm5QB+I033rC7777bjjvuOJc4RSIWCH7hAbBMmTLWqFEjlx2N0qVL2x9//JHlOb2hTNyfyMUh3tqz5H1NSZ+FiOS1RLtAYilEJtU4YIwaNcoGDRpkzZo1s4kTJ9phhx0Wuu/tt9+2L7/8Mstjdu3aFQrSlF7IlGZMsd+qVavcEKRixYodhHchIiKSQgGY/l6akhnnS9+u12/rmTBhgt1zzz2Zgiu13blz57qAjRYtWrhmyv/85z+hbfifDGjuExERSQZJ0wRNvx61X4Yd/eMf/7D58+dnuv+YY46xG264wfr06eN+X3rppfb333+78b40Q19zzTVuu5NPPtn1C99+++12yy23WMWKFd1EHDt37rRevXoF9O5ERESSNABPnz7d1WyZ/eriiy/Ocv+9997rxgnTJ0zQvemmm6xQoUKuVsvMV2XLlg1tO2bMGBsxYoQ99thjtnv3bmvQoIHLoD766KMP8rsSERGJrEBGIule+ciPP/7ofhPMJTiMw2YoGMPSlISVvjq+Pdrmr/8t6N2QfOT4ClXsw7P/NwvjwYoVSdUHLCIikl8oAIuIiARAATgfmjdvnktII2GNZhImN5k6dWqus5Ix0xhTfYajn/3xxx93E6Icf/zxLgmO6UEjjcfODn3/rIDlf8yiRYvcylhkuHMfi3QwnMzv9NNPj7g8pfczcODAHF+XHhimKD3rrLPcdKZnnHGGey/MeuZHJj2LgrBNp06dbObMmVme67PPPnP3//nnn1numzRpksttUI+PiCRdEpYcHARQ1kcmaY2ZxRjq9f7777uAydSeV199dZbHrFmzxvr3759t8GDSlDfffNOt48zjV69e7QIOS0IyqUq5cuVy3S/mASf7nTnBvengLrnkErefZL7v27fPJdIx7SgJeZ4777zTtm3bluX5GLJGXwwBOicMd2NaU6Y7JbOe/mWS/BYvXuyy8v3bffrpp64QwKQv/P7ggw8yJfYxExvPcfjhh2d5Hd4ba10zZWqkJEMRyX8UgPMZssNZ0IJanxfsLrvsMhc4CCAECv/466+//trV/P76669sa9MEXwKvv7bJdKHUslk4w1teMjsEMp7HH/DIYCfoEkiZjhSscHX22Wfbe++9FxrT7S056UfgX7BggXtP1MpzWoGL2m7Lli3tqaeeCt3O+x8/fnwo2Qu8JgUChruxX0wIQ8GFwgE++eQTF7T9zxM+jem1115rDzzwgHXt2jXifOUikr+oCTofIXAQnAg4XvAFAZlmVS/D2PPggw+62jLZxp07d474nF999ZX7fcEFF2S6nWDJ+Oxvv/021/167rnn3Pbly5cP3cYQM2rUXvAFTcrUpsObof0YyvbPf/7TKlSo4MaB54SaPU3mBGq/pk2but/e9Kb4/fff3Vh0FCxY0O3X2rVr3f+0DFB4ufzyyzO9h3C8Hz6D119/Pcf9EpH8QTXgfIRAy3SekeYq3bBhQyi4eH755Rfr0aOHm/iEGmEkBC8COosj+DHxCQGdQJoTar4//PCDC/Z+Dz/8cJZtCXhMvpJTej81e5qvaabOrZbJqjtTpkzJcrtXCKlcuXLoNgI6NWYP++FNf8oY9pUrV7qCRE6YBrV169ZuitUrr7wyx21FJP0pAOcjBN5Ik5EQKKmVUdP1LwVHX2huy2oR5LxmWr+XXnrJ1UYbN26c4+OZIpT9atOmTbbbrF+/3s2M9tBDD7mJ0qlJRkLtkr5a3mN4jTw37CtziH/88cduOlRqwd70puDv1157zQVQAjRBvnnz5q72y8Qv9E1H09fN89J0TV98jRo1YtpHEUkvCsD5HAHkrrvucpm7119/vRUtWjTmNS3DESxpkiUg5ZZwRJN4lSpVXHN1dgimXnMvyWDZzWhGZjLb8X6o7ceC/bjqqqtCtd3Bgwdnailg5jVaA8iWBglsZJHTN8xrcl80aEb3Xk8BWCR/UwDO58F36NChLohQM+vbt2/Cz0m/KclXDOMhqSqnPlGQMe31rWaHJDAKAyRr8ZwMFaI2HI4MYxKoYq39es3N1GRpimfu8IsuusgtDuLVgrmf5nua5QnQRxxxhKtx8xgCNwUI+sNJclu3bp1rlieIhy9/WbVq1dD7FpH8TUlY+RQBkjm06QNt2LChPfnkky5TNxH//e9/XVPspk2b7P7773fNtblh6FNuazSfc845LkmMWjVZzTQTh49HZigSAZCm7HimqKQPm+emxj558mR3LML7pbmtfv36LviCgMz+E4D5TQHmtNNOc5nVNFMPGzYsy+t4/dJen7uI5F8KwPkQk0oQLN59911X8yV5KNFhMfTlMkSH/mTG1TJcKBo0FccyOUWHDh2yZCiDYUEUKrz7E8E4Xib+4DX279+fbZ8xfeQMv+LYMQyJbWmqPumkk9yxoK83/PHee/Unu4lI/qQAnM8QpMhqnj17tpt8gubWRIPv559/7p6TPlPGwcYSBA877DCXUexHDZrn8E+44fEm3fD3VcMb7sT442gxfplEKjKxI70ONd7s+pKZYGTr1q1umBYYJ00ztNeKQNM7xzq8puu9V963iORvCsD5DM24TJnIDFH0X4YHsljR33nzzTe74MtSkd4EGdEiActLsPIw+xWB7J133sk0rSNTXtI8zD5TQ/X76aefXHKWf1nK3NSsWdMFTmbY8mNYFM3p2c2ixX7QZO/NJAbWnaYZ2isgMFaZ9xDeB/7bb/9b4efII4+Mej9FJD0pCSsfIVjS3Oyto0wTaTjmcSaYRItEJWp1PB/B5a233sp0PwGIhKTs8Hr03bJv/tf917/+5fqTmX2KH2qi1DqZbYokr/BAyzjc3JK5ZsyY4QIkfcpgPDHPTVBn3DL7SeBkCBU11Ntuuy3bscYEYWYQ8zCRCIliFEY4FgyHYrhUeA36+++/d7+peYtI/qYAnI/MnTs3tMjAPffcE3EbarGxBGBvJixq1fyEY3GCnAIwSVP0GTMsxz++l/HDzJ1MLZ0fMGsVCU7eBBh+1D5JkMrJ8OHD3VhfLwCDWbOohTPGl7meCezM+sVwJ/9sYZ5du3a5ZnYKAYxJ9hc06BO+7777XKY2CWhkQYejZl2rVi33miKSvxXI0PIseb7IssTmwgsvdDXO7OZR9vOmy2Tyj3iynYPktRSw8IXXdyyRdXx7tM1f/7/mepGD4fgKVezDs3Oetz6vY4X6gCVw1CZJCou0jF86Ybw1fcYUOEREFIAlcO3atXOlRTKy0xV9xs8++6zLFvc3XYtI/qUALIEjUYm+U+ajZtWhdMQsXYwv9iduiUj+piQsSQrMi0yCUrqiz1f9viLipxqwiIhIKgXgQYMGuQkLchqeQnKNiIiIJBCAGa1EIon3wzR+rInqv837Yawk0xPOmTMn2qcXiQozbpHE5F8qUEQkrfuAmeWIiRIIrv5aMD/Z0ZjZyDL277MCh2gy/ngQfOvVqxfXY0XfP5GUDMDMXcusQSTKUBueOnWqm60o0uLoZLUyMxDT/ElWBN+1Y6+w3b8t1OGRg6pIlbpWuc8EHXWRVMuCZqFzb7FzpvS77rrr3Fy+EjuC766V3+nQiYjkU3EPQ5owQaVoERGRQMYBL1myxC3qzpJu+/bty3I/iTJMgB8tFjmfOHGiW22GGjbzA59xxhnWr1+/0Jq1q1evtgceeMC+/vrr0GT+AwcOtAoVKoSeh31huThWz2HfmPx+wIABWoFGRERSPwBPmzbNBbX9+/dnu02sAfiRRx6xF1980Xr37u3We122bJlbv5Yl3FgyjqXkrrzySitdurR7Xv5/6KGH3HAngnbBgv9LbBoxYoRNmTLF7V/16tXd33369HHLzDVs2DDetywiIhJ8AP73v//tlq0bOXKky0plLdRE7NixwwXfHj162I03/m9FCvqXWXqOQMqQJlaZYMJ+b1o/ULs977zzXIGAZeRY3H3SpEluLderrrrKbcNyePRds6wdy+2JiIik7EQcjAG++uqrrWnTpq55mAAc6Sdamzdvtm7dulnHjh0z3U4NFizYzoo5jRo1CgVfEPyrVq1qs2bNcv9/+eWXrim7Q4cO//9NHnKItW/f3t3HOGUREZGUrQHTP5tT83OsWPx8yJAhWW6fMWNGqKa7dOlSF0jDEYC5D/wuVqyYVa5cOcs2LEa/cuVKO+644+LaR4ZfsR5tXkwkIRIkWpyScSlwnR+S6ucGj412oqC4AzBNuvSt/uMf/3BrnB4I3333nY0bN87atm3rFmDfsmVLKBnLj9dftWqV+zunbbB169a494cAzmLwidBEEpIMaMHiQpNsdH5IOpwb0bb+FkqkxkpAoqmXPlaykGnq9aMUQP9tPOjzZZzxUUcdZffff7+7LadSiVfiyK3kksgUhoULF7aaNWvG/fhEX18kr1SrVi1pa8AiqXxuMDooWnEH4Lvuuiv0N/NCRxJvAGb40N133+2aikmaIhELZD+T+RyOWi335bSNd5u3XTx4PyVKlIj78SLJQt0gIgfm3IilEBl3AP7444/tQBg1apTLsG7RooUbguRv3qZk4jU1+3EbyVneNjQfkLRFlraHvl9qsJGmzhQRETnY4g7AzA2d1+jvJfief/75NmzYMCtUKPPuEZTZhsk1SALDTz/95IKrN3SpefPmrgTCsCRvAXSSxT766CNr1qxZwsOlREREAg3A33zzTVTbMaFGNFasWOFqvww7IrFr/vz5me4/5phj3OIOzJTF+N4bbrjBdu7caQ8//LAbiuQNX6pSpYpLEGMyDmrCtWvXdsliixcvdo8VERFJ6QBM7TKatu5os4anT5/uxu8y+9XFF1+c5f57773XjRNmDmpmwWL6yaJFi1qrVq3c3/7aMsOZypYt6yb2ICuaIUzUnE888cQY36WIiEiSBeChQ4dmuY05mGkeJpjS7EsiVbSYTpKf3NSoUcOeffbZHLehmfn22293PyIiImkVgCPVUj19+/Z193/xxRd2yimnxPsSIiIiaSvuqShzq4HSD5vd8CQREZH87oAEYG9sLvM7i4iISB42QTNdVyQsdkDi1fjx4112soiIiORhAO7UqVO2WdBM48WCCLfccku8Ty8iIpLW4g7A119/fcQAzHzQLBfYrl07K1euXKL7JyIikpbiDsD9+vXL2z0RERHJR+IOwJ5Fixa5cb+//vqrm2uZmajatGljderUyZs9FBERSUMJBeAHH3zQJVuFL93ElJLdu3e3QYMGJbp/IiIiaSnuAPzaa6+5Gamo7TLxBjNUMfvV0qVLbezYsW4ayLp169q5556bt3ssIiKSn8cBs7ABCy089dRTdsIJJ1ipUqWsTJkydtJJJ9mTTz5pJ598sk2aNClv91ZERCS/B2AWTejQoUPE+8iO5r4lS5Yksm8iIiJpK+4AXLx4cfv777+zvX/Dhg1ae1dERCSvAzCL29MMvWbNmiz3rV692l566aWo1wIWERHJb+JOwurfv79deOGF1rVrV+vSpYtVq1bNZUPTNP3BBx+4Zmi2ERERkTwMwGQ9UwMeNmyYvf7665nuIynrrrvusuOOOy7epxcREUlrcQXgLVu2WOnSpa1+/fo2ZcoUW79+vZuIY9++fVawYEFr2LBh3u+piIhIfu0D3rlzp6vZtm7d2nbs2BG6vUKFCi7oMv734osvtttvv90tRygiIiIJ1oBZZrBHjx42d+5cN80kGdBkQvuxAAPZz2+//batWLHCjQNmekoRERGJswb8/PPPu+B755132tSpU61y5cpZtrngggvslVdesRtuuMHmzZvn+ohFREQkgQD8zjvvWNu2bd0cz7khADMEiZqwiIiIJBCAV61aZaeddlq0m7t+4uXLl0e9vYiISH4SdQAuVqyYG9sbrZIlS6r/V0REJNEAfOyxx9qPP/4Y7eb2/fffu7WBRUREJIEAzIxX7733ni1cuDDXbX/66Sd7//337cwzz4z26UVERPKVqAMw005SC77qqqtcFjSTboTbu3evvfnmm9azZ08rX768XXbZZXm9vyIiIvlrHDBjflnn97rrrrNBgwa5KSiZCevwww93wZjZsObPn+8m6zjmmGPsiSeecEFYREREEpyK8uijj3bzPjP95LvvvuvGBVPrRZEiRaxRo0bWvn1769atmxKwRERE8nIuaAItY4G98cDMfMX8z2XLlrW89Mcff9hZZ51ljz32WKbhT/fdd5+9+OKLWba/5ZZbrHfv3u5vauTU1t944w3766+/rFatWjZgwABr3rx5nu6jiIjIQV8NyXMgmpnXrl1r11xzjW3atCnLfT///LO1aNHC+vXrl+l2/8xcI0aMcLV0gm716tXd33369HFrFGuhCBERSYsAnJf279/vErwIoNkhAJPkdeKJJ2YbvJmD+rbbbnMJY2jZsqWbJnPMmDH29NNPH7D9FxEROSCrIR1oixYtsiFDhti5555rI0eOzHL/mjVrbPPmzW4xiOx8+eWXrl+6Q4cOodsOOeQQ1zfNfSwqISIiErSkCsA0I0+fPt1lWTPzVqTaL9imTZs2LgubYP3pp5+Gtlm6dKl7bPhiEVWrVrU9e/bYypUrD8I7ERERSaEm6HLlyuV4vzcJCGsNDx8+3Hbt2mUTJkywa6+91q1F3KpVK9uyZYuVKlUq4tSY3mPjlZGRYdu3b7dEMJ1n+DKOIgcb63nzfU42Oj8k1c8NHhvttM1JFYBzQ22XJCoWevCQkHXOOee4bGkCcG4HLpb5rMNRg45mJrCcEHzr1auX0HOIJIqFUrjQJBudH5IO5wajhdIuADMOmR+/woULu+FFZDijdOnStm3btiyP9W7j/njxWjVr1rREJFIAEMkr1apVS9oasEgqnxtLliyJetuUCsAzZsxwv8PnmKYp+tBDDw0dPEov69ats4oVK4a2oe+XABoewGO9OJQoUSLux4skC3WDiByYcyOWQmRSJWHlhtm3Bg8enKkflz7ZWbNmWbNmzdz/1IY5ANOmTcs0vOmjjz5y20TbNCAiInIgpVQNmMk0Zs6c6cYBM+sVw43GjRvngnD//v3dNiyByJhfxhJTE65du7abiGPx4sU2ceLEoN+CiIhI6gXgunXruiBKwtXAgQNdAG7SpInLiGYBCA9jiZkakykryYpmKkoCdXaTd4iIiBxsSRuAaS5mYo5wZEGPHz8+x8fSzHz77be7HxERkWSUUn3AIiIi6UIBWEREJAAKwCIiIgFQABYREQmAArCIiEgAFIBFREQCoAAsIiISAAVgERGRACgAi4iIBEABWEREJAAKwCIiIgFQABYREQmAArCIiEgAFIBFREQCoAAsIiISAAVgERGRACgAi4iIBEABWEREJAAKwCIiIgFQABYREQmAArCIiEgAFIBFREQCoAAsIiISAAVgERGRACgAi4iIBEABWEREJAAKwCIiIgFQABYREQlA0gbgP/74w5o2bWpffPFFpts3bNhgAwcOtFNPPdVOOukku/baa23VqlVZHv/SSy9Zhw4drGHDhta1a1d75513DuLei4iIpGAAXrt2rV199dW2adOmTLfv27fPevbsaXPmzLHBgwfb8OHDXfDt3r27bd26NbTdCy+8YMOGDbPOnTvbE0884YLwrbfeatOnTw/g3YiIiGRVyJLI/v37berUqTZixIiI93/44Ye2YMECt03dunXdbY0bN7YzzzzTJk+ebL169bKdO3e6oHv55Zdb//793TYtW7a0jRs32qOPPmrt2rU7qO9JREQk6WvAixYtsiFDhti5555rI0eOzHL/7Nmz7eijjw4FX1SsWNEF4VmzZrn/f/jhB1dzpvnZr1OnTrZ06VJbvXr1QXgnIiIiKRSAK1eu7JqJBw0aZMWKFctyPwG0WrVqWW6vWrWqu8/bBuHbHXvssZnuFxERCVJSNUGXK1cux/u3bNliRx11VJbbS5YsGeoD9n6XKlUqyzb+++ORkZFh27dvt0QUKFDAihcvntBziCRqx44d7vucbHR+SKqfGzyW73HKBeDc5HRQvDdMP3JOoj0wkezZs8cWLlxoiSD41qtXL6HnEEnU8uXL3YUm2ej8kHQ4N4oUKZJ+Abh06dK2bdu2LLdTq+U+bxuwXdGiRTNtE6lmHIvChQtbzZo1LRGJFABE8gpdNMlaAxZJ5XNjyZIlUW9bKNUOzLx587LczlCkGjVquL+rV6/ufq9cudLKly8f2ob/4W0X78WhRIkScT9eJFmoG0TkwJwbsRQikyoJKzctWrSwFStWuGxpz7p16+zbb79194HJOQiS06ZNy/TYDz74wCViRepDFhEROdhSqgbMUKKxY8e68b4333yzy5QePXq0q+lecsklbhtu435uL1SokJtNi/HDn3zyiY0aNSrotyAiIpJ6AZiO7eeee87NgMVMV1T1mzRp4oYtlSlTJrRd3759XfCdMmWKmxWLmu8jjzySZWywiIhIUJI2ADdr1ixTU7OnUqVKudZkCcy9e/d2PyIiIskopfqARURE0oUCsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiCsAiIiL5g2rAIiIiAVAAFhERCYACsIiISAAUgEVERAJQyFJUkyZNbPPmzVlu/+yzz+zwww+31atX2wMPPGBff/21u71NmzY2cOBAq1ChQgB7KyIikgYBeM2aNS743nXXXdagQYNM95UrV862bNliV155pZUuXdqGDx9u27Zts4ceesh69eplr776qhUsWDCwfRcREUnZAPzzzz+73x06dLCKFStmuf+5556zP//8015++WVXG0atWrXsvPPOs2nTplnnzp0P+j6LiIikfB/wwoULXVNypOCL2bNnW6NGjULBF/Xq1bOqVavarFmzDuKeioiIpFENmABM83Lfvn1tzpw5lpGR4fp4Bw0a5ILy0qVLrX379lkeRwDmvnjxOtu3b09o3wsUKGDFixdP6DlEErVjxw73fU42Oj8k1c8NHsv3OK2boDdu3GjdunWza665xpYsWWJjxoyxK664wt544w3XB1yqVKksjytZsqStWrUq7tfds2ePC/6JIPhSGxcJ0vLly92FJtno/JB0ODeKFCmSvgF45MiRLsDWqVPH/X/yySfbcccdZ5deeqm9+eabOZZeoi2ZRFK4cGGrWbNm3I9P9PVF8kq1atWStgYsksrnBhXCaKVkACbghmvcuLFrlqZ2zG8yn8Nt3brV3ZfIxaFEiRJxP14kWagbROTAnBuxFCJTLgmLpmeGEi1btizT7fv373dNxIceeqgrwURqaua2GjVqHMS9FRERSZMATDPw0KFD7dlnn810+8yZM23nzp3WrFkza9GihX377bf2119/he7/6aefbOXKle4+ERGRoKVcEzR9v1dffbU988wzbtINAuqiRYtcEhaZ0Pxfv359mzhxol111VV2ww03uMD88MMPu+Snjh07Bv0WREREUi8AY8CAAW64ERNtTJgwwTU7X3LJJS7Ygv+5nVmwmH6yaNGi1qpVK/d3oUIp+ZZFRCTNpGQ0YirJ7t27u5/s0Ncb3kwtIiKSLFKuD1hERCQdKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAVAAFhERCYACsIiISAAUgEVERAKgACwiIhIABWAREZEAKACLiIgEQAFYREQkAArAIiIiAUjrAPzVV1/ZRRddZCeeeKK1bt3aRo0aZXv37g16t0RERNI3AP/www/Wq1cvO+KII2z06NF22WWX2dNPP20jRowIetdERESsULoeA4JujRo17LHHHrMCBQpYq1atrEiRIjZy5Ejr2bOnVapUKehdFBGRfCwta8C7d++2OXPmWLt27Vzw9XTq1Mn27dtns2fPDnT/RERE0jIAr1692vbs2WPVqlXLdDu13mLFitnSpUsD2zcREZG0bYLesmWL+12qVKks95UsWdK2bdsW83MS0DMyMmzevHkJ7x+18n0dRlrG3t0JP5dILLYXKmKbf/zRfZeTFefHwMpNbU+lfUHviuQjhQ8paD/mwblBrPC3vOa7ALx///48f07vgEZ7YHNTsPThefI8IvHIq+/xgVKhWMmgd0HyqQIJnhs8Pl8H4DJlyrjfkWq63Fa6dOmYn/Okk07Kk30TERFJ2z7gY445xgoWLGirVq3KdPsff/xhO3fudNnRIiIiQUrLAMxwo6ZNm9pHH32UqTn6gw8+sEKFCtkpp5wS6P6JiIikZQDGddddZz/99JP169fPPv30Uxs3bpw99NBDdskll1iVKlWC3j0REcnnCmQkczpkgmbOnOkm5FiyZIkddthhdv7559v111/vmqdFRESClNYBWEREJFmlbRO0iIhIMlMAFhERCYACsIiISAAUgEVERAKgACwiIhIABWCROGjwgIgkSgFYAjNmzBirXbu27d271/0/cOBAa9WqVVJ/Ir/99pv17t3bfv3116B3RVLQ6aefbrfeeutBea0rrrjCTTwkySstF2OQ1J29rHv37pbMPv/8czezmkiyGzJkSNC7ILlQAJakWkRDRPJGzZo1dSiTnJqgJapms1GjRtmIESPcQhYszXjLLbfY1q1b7ZlnnnHNxo0aNXLTfG7YsME9hlWnHn74YWvfvr0df/zx7v6rr77azc+dnfAmaBa2Zv5ubmvYsKFdc801NnXqVNdsvWbNmtBjrrrqKnd7p06d3Gt17NjR3nrrrUzP/fPPP9sNN9zg9r9+/frWsmVLGzZsmO3YsSPT+6RZ/JFHHrEWLVpYgwYN7NJLL7V58+a5+9944w2766673N9nnHGGe22RWO3bt8/uu+8+a9KkiZ188sl222232V9//RW6n6lzr732WnfOcK716dPHli1bFrqf7z7nwLRp02zAgAHWuHFjty1/+58nvAma8/Xuu++2U0891T0v2z///PPuufyPGTx4sI0fP96dD5xP5513ns2ePVsf9AGgACxReeGFF2zlypUuOPXt29feffddu/DCC11zLIGMfq1PPvnEHnvsMbf97bffbq+99prrL+VkHjRokC1evNid9NEmMHGx4HUvv/xye+KJJ9x83v/85z+zbDd//nx78skn3UVr7NixVrlyZff6XMiwbt06u+yyy1ywfeCBB1yhoUuXLjZx4kR77rnnsrzPBQsW2L333uuC/++//+4CN/3Ubdq0cRdDPP74467JXCRWBE4KdXwX77jjDvvPf/5jvXr1ct8xzrGLL77YLZ16//33ux+CKoF07dq1mZ6HwmCFChVcoZEC8ccff+y+t9nh+8qKcHyfOU9ZG51CcqT9e++999y+8T0Hj/n777/1YecxNUFLVEqUKOFqwYULF7bTTjvN3nzzTRecXn75ZStbtqzbhgvJ3Llzbffu3bZ9+3ZXku7atau7j+UhKYFz0eHicsQRR+T4eqzlzGsQSHv06OFuo9bKxeizzz7LtO2WLVvcfnjrPFerVs3atm3rFuOgGe6XX36xOnXquItO6dKl3TbUAujP/frrrzMFUt7nU0895d4nCNpciAjKJ5xwgh199NHu9rp169pRRx2lb4/ErEyZMvbss89aqVKl3P+HHnqoaz2aNWuWffjhh27JVGqm3nnF9/7MM890hcx77rkn9DzNmzcPtchwTlIQJXBG8uWXX9qcOXPc4jQdOnQIPS/n59KlSzNty/lLodl7/ZIlS7pC8BdffGGdO3fWJ56HFIAlKjRFeUEJ1EaLFi0aOklRrlw518TMeszUMkGwXb58ua1YscLVkL0TPDdcLKgp04TtxwUjPACzD17whRfcveZlmpP5oUmbWjG1DIIyzeVeQPbQ1O1/n5UqVXK/KVCI5IXWrVuHgi9o6iXofvPNN/bVV1+5wipBzxsdwHlGgTH8e0+zsx/f+127drk10A85JHPjJs/LKnB0nXjYhoBKDdqPc8l/Xnvnk86BvKcALFHxXzA8xYsXz3Z7+oyGDx/u+q64mNDPxG9E0wTt9SWXL18+0+00uYUrVqxYpv+9iw8XIu83TeeTJk1yFxEuKARaLmzh+5Ldc2ncr+QVCq/h3zFqwZs3b7aNGze6JmDyFML5C4aRzj//9z48APO81LwJ9LGeTwUKFHC/dQ7kPQVgyXM0H9OkRjMwfbI023ISEwCjTebwap7r1693zcLhgTkW48aNc329Q4cOdc1vXIhAH7bIwbZp06YsSVkESAqbtMg0a9bMevbsmaevyfnE61Kr9gdhzi8JjpKwJM/RF0VTGIklDC3yStBe8PVqpjkhs5Mms+nTp2e6/aOPPop5f7799lurXr26devWLRR8aRqnGTrWUn14zUIkVvSl0h3iocZLYCTw0vxMnyw5C2Thez8vvfSSvf/++3EfbJ6X845ELQ/f/RkzZugDDJBqwJLnaD6jlP3oo4+6BCr6fBnCQ5IJ/EN/skOt+YILLnCJU9QQSHoiGHv9yLEEQpqbCf7UhE888UTXB0zN3EsWi4XXN8a+MDzK3/csEg1qnf369XNDfryRBQyPIymqYsWKLgua0QNk7tPM/Prrr7vkKoYBxoshTyRtMYqAVqQjjzzSjVJYtGhRqIAsB58CsOS5qlWruuENDGFgyBJBi8A3YcIEd9H573//a/Xq1cv1ebhY0PxM8zEZ1CSi8HwMSfI3S+eGoUM08b344ovusQxTOuecc9yFh4xn7qMPLhrsAz+8PzJLCeoisbjooovcOHmCMP26DIkj25/vIzVfarsUPLmNWiqFPP5nnHsiKBAzCoGAT42bhCyGNzGGXoJRIEM965KEGHPIsCZqBf7gOHLkSFcjIEtaRKLD3OXff/+9C7r+JKv+/fuHhvzJwacasCQlmt6YLYim5yuvvNLVeLmAUIv2JsMQkejQZcPMbQRgkg/Jr6BbhpwKRitIMFQDlqS1cOFC1/RG4KXfmIQu+sfoG1O/lUhsGAtMFwznFU3QNG0zPaw3WY4cfArAIiIiAdCYChERkQAoAIuIiARAAVhERCQACsAiIiIBUAAWEREJgAKwiIhIABSARUREAqAALCIiEgAFYBERETv4/h/JkX4aPTbrFgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(target\n",
" 0 212\n",
" 1 357\n",
" Name: count, dtype: int64,\n",
" target\n",
" 0 0.372583\n",
" 1 0.627417\n",
" Name: count, dtype: float64)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"sns.set_theme(style=\"whitegrid\", context=\"notebook\", font_scale=1.1)\n",
"class_counts = df[\"target\"].value_counts().sort_index()\n",
"class_labels = [data.target_names[i] for i in class_counts.index]\n",
"fig, ax = plt.subplots(figsize=(5, 4))\n",
"ax.bar(class_labels, class_counts.values, color=[\"#d95f02\", \"#1b9e77\"])\n",
"for i, v in enumerate(class_counts.values):\n",
" ax.text(i, v + 5, f\"{v} ({v/len(df):.1%})\", ha=\"center\", va=\"bottom\")\n",
"ax.set_ylabel(\"Count\")\n",
"ax.set_title(\"Class Distribution (Benign vs Malignant)\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"class_counts, class_counts / len(df)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "df93d504",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-23T01:21:07.277533Z",
"iopub.status.busy": "2025-11-23T01:21:07.277398Z",
"iopub.status.idle": "2025-11-23T01:21:07.481313Z",
"shell.execute_reply": "2025-11-23T01:21:07.480748Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Top 4 features by |corr with target|:\n",
"worst concave points 0.793566\n",
"worst perimeter 0.782914\n",
"mean concave points 0.776614\n",
"worst radius 0.776454\n",
"mean perimeter 0.742636\n",
"worst area 0.733825\n",
"mean radius 0.730029\n",
"mean area 0.708984\n",
"dtype: float64\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/pk/4xngd7j10b97ydvy7037lfb40000gn/T/ipykernel_15690/3540662234.py:12: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(x=df['target'].map(target_name_map), y=df[feature], ax=ax, palette=[\"#d95f02\", \"#1b9e77\"], showfliers=False)\n",
"/var/folders/pk/4xngd7j10b97ydvy7037lfb40000gn/T/ipykernel_15690/3540662234.py:12: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(x=df['target'].map(target_name_map), y=df[feature], ax=ax, palette=[\"#d95f02\", \"#1b9e77\"], showfliers=False)\n",
"/var/folders/pk/4xngd7j10b97ydvy7037lfb40000gn/T/ipykernel_15690/3540662234.py:12: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(x=df['target'].map(target_name_map), y=df[feature], ax=ax, palette=[\"#d95f02\", \"#1b9e77\"], showfliers=False)\n",
"/var/folders/pk/4xngd7j10b97ydvy7037lfb40000gn/T/ipykernel_15690/3540662234.py:12: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(x=df['target'].map(target_name_map), y=df[feature], ax=ax, palette=[\"#d95f02\", \"#1b9e77\"], showfliers=False)\n"
]
},
{
"data": {
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AgQKuYGb8BqtoOgAAAP43bS7QAE9yDB8+3NUFrVevno0YMSLOAKKyWLzpVv60T4XSvWO08p8KqKu2qEe1ppT9VLJkST5GAAAQOsGpZ599Nvbnjz76KMFjCE4BAAD8vzvuuMNlnXft2jXVL4vqSykwdffdd9sLL7xgGTPG7eIpYKVj9uzZ48ozyB9//OECT7169XLbdevWdf03rcrcunVrt09lHObNm2e1atViARwAABBawakvv/wy9VuCOHbs2GH79+/nqoSQjRs3xrlH6MibN68VLVo02M0AgCQpMKRs89Sm7yVlTZUrV84Fv3777bc4j5cqVcpatWpl06ZNs3bt2lmPHj3cSmqvvfaaW3W5adOm7rhLLrnElW4YPHiwy6C69NJLXRmHtWvXuucCAACEVHCqePHiqd8SxAlMtWzRwk6cPMlVCUEDBgwIdhMQT5bMme39GTMIUAEIaVo575NPPrFbb701VWvxzJ8/306fPm0bNmyw++6775zHX3zxRWvevLlNnTrVBg4caH369LEsWbJY/fr13c/+WVb9+/e3PHny2JQpU9w0RBW0VsZVtWrVUq29AAAAAQWn3n//fatTp44befO2k6Nly5bJOg5xKWNKgakWJfZZ4SynuTxAEnadyGgztuZzvzdkTwEIZepHffPNN2763BVXXOGyqLyVzfwpo+lCdOrUyd3Op3z58jZ+/PjzLg391FNPuRsAAEBIBac0ivbKK6/EBqe0rZoE51uWmOBUyigwVTzbqRSeBQAAhAKtnudZtmxZov2nCw1OAQAApIvglFK7Ndrmvw0AAIDkW716NZcLAAAg0OBUzZo1k9xOTUuWLLGhQ4famjVrXM0DrTrTvXv3c1ad8ajGgop0zpw507Zt2+ZWoGnUqJH17NnTcubMGXvcli1b7OWXX7YffvjBbd9www2uzkJaFCYFAAAAAABAGhZE9yxcuNAV4VRQKFOmTFasWDFr2LChuwVixYoVrmaCnq+AlEYYR4wYYYcPH7a+ffsm+JzXX3/dZXJ17tzZatSo4YqB6jnLly+36dOnW3R0tCvo2bZtW8uVK5crBHrkyBF79dVX3WspqJVQvQcAAIDUduDAAXv77bftq6++su3bt7ufs2bN6voyjz76qJUuXZqLDgAA0p2AglMxMTHWu3dv+/zzz13dqdy5c7t93333nX344Yd20003uQCR6iZcCD1H0weHDRvmnqtVZFSYc8iQIdaxY0crUqRInOO1zLE6c+3bt7devXq5fSrcni9fPnvsscds6dKlbltBqt27d7tC7oUKFXLHafWZu+66y7744gu75ZZbArkMAAAAyfbf//7Xrab3999/W8WKFe3k2VV5taCD+lTff/+9vfvuu1auXDmuKgAASFeiA3nShAkTbO7cudaqVSv79ttv3VS5H3/80RYvXuz2LViw4ILrUqmDpmDSzTffHCeo1axZMztz5ow7d3wHDx50SyM3bdo0zn6vU7dr1y53r+dWr149NjAll112mRudXLRo0QW/fwAAgAulsgUKUH3wwQeuL+UtLHPjjTe6gTRtjxw5kgsLAADSnYCCU7NmzXJ1nfr16+dqPHkU/NE+dbLU8boQqgl16tQpK1u2bJz9ypZSuvv69evPeY4e08qBCjT5U3DMy44SPTf+eUXBqYTOCwAAkNo0IPbggw9alSpVzskur1atmj3wwANusA8AACC9CWhanwJJrVu3TvTxevXq2eDBgy/onKoLJf5FzD05cuRwdaKS45dffrExY8a4AJk6f965Ezvv5s2bLSU0ynn06FFLTcePH0/V8wHpgX5vUvt3EUD6o+/1Cy1LkFzK+C5evHiij2vATzWpAAAA0puAglOqMaUi6InZunWrC/xcCNWsSilNC+zWrZuVKFHCBg0aFLvfS5tPSEo7oMr2WrVqlaWmlAbMgPTor7/+clOAASClVO8yLZQqVcoNorVs2TLBx7/55ht3DAAAQHoTUHBKhcrfeecdN7Xv6quvjvPYzz//7Ip5NmnS5IIDXpJQhpT2aaW980011JRCFRgdO3asK4ru0XMTOq9WATzfec9HqxRWqFDBUhOrBwIXTlN3vam8ABCodevWpdnFU51MZZarHIEyvL1Bsj179tibb75pX3/9tVtwBgAAIL0JKDilpY5VZPz++++3mjVrugLkyk7asGGDLVu2zPLnz++OuRAaKVRQJn7W0M6dO910Ha3il5jhw4e7Tp2mE2rFv/hZW/qjNaFsJO1TofSUUKcye/bslppUYwvAhf/epPbvIoD0J62m9Enbtm1t7dq1NnDgwNgM765du9qJEydcP6px48ZuBWIAAID0JqDglAqRz5w501599VX76quv3HQ60R+GWl1Po37FihW74BR6BbrmzZtnnTp1sujo/9Vq16qAGTNmtNq1ayf4PNWXUmDq7rvvthdeeMEdG5+CVjpOI5NeAfc//vjDNm3aZL169QrgCgAAAFy4F1980e644w774osv3CCZpiOrDpWy0Rs0aMAlBQAA6VJAwSlR8Om1115ztaL27dvnRvyUMeUFlQKhelEaVezZs6e1aNHC1qxZ4zKhWrVqZZdccomdPHnSBZWKFi3qbhs3bnRZU8rc0vG//fbbOdlYapOeP23aNGvXrp316NHDZWKp7Uqrb9q0acDtBQAASC5llysTvEaNGu4W3/bt290x//jHP7ioAAAgXQk8kmRme/futc8++8xmzJjhaj59+eWXKVotS5lTo0aNcsXWu3fv7mpXde7c2Z555hn3+K5du1wRUWVtyfz58+306dNuOuF9993nHvO/qT2i+lNTp051GV99+vRxqfTKxBo3blyCmVYAAACprU2bNvaf//wn0cdVMuFf//oXFx4AAKQ7AUdmNJVu9OjRrk6CPxUYf/rpp+3ee+8N6LwNGzZ0t4RoFT5lU3k0/U+35NBI5fjx4wNqEwAAwIXasmWLDRs2LHZbWebK5FZJhPiUif7TTz/FLhADAACQngQUnHrvvffcdDsVE9c0vDJlyrhOlZZynzx5shv1U7aS6icAAACkRyVLlrT9+/fbd999F1tsffny5e4Wn8oiqBTBE088EYSWAgAAhGFwasqUKa5WggJR/jWmqlSpYk2aNLEHHnjA3n77bYJTAAAgXfPP2q5cubK98sordvvttwe1TQAAABFRc0o1oVRIPKHi5xkyZHCdLi2VDAAAgP9RLcybbrqJywEAAJAamVOaxrdq1apEH9+0aZNbzQ8AAAD/U7x4cXe/aNEiW7hwof3999/2+OOPW7Zs2WzJkiV29913W5YsWbhcAAAg3Qkoc+qpp56yTz/99JyC6Cr0+cEHH7jV+/r27Zua7QQAAAhrWmG4R48e9vDDD7uVh1WL6sCBA27A77nnnrPWrVvbwYMHg91MAACA8MicGjVqlFuVTyvQqLaUVtHLmDGjm+536NAhN7WvT58+cZ6jIqBaIhkAACA9GjNmjJvapwG8Bg0a2M033+z2a6pf7969bejQofbWW2+5VY8BAADSk4CCUwo+lS1b1t38XXrppanVLgAAgIgye/Zsu/POO+3BBx+0ffv2xe7PnDmzderUybZs2WILFiwgOAUAANKdgIJTU6dOTf2WAAAARLDt27dbtWrVEn38iiuucAEsAACA9Cag4BQujl0n+HgAfk8ARIoCBQq47KjE/PHHH5Y/f/6L2iYAAIBQQPQjhM3Ymi/YTQAAAKlENaamT59uTZs2jV25TzU5Ze7cuW5RmRYtWnC9AQBAukNwKoS1KLHPCmc5HexmACGfYUggF0A4eOSRR+yHH36w++67z9XtVGBKi8toxb6NGzdayZIlrWfPnsFuJgAAwEVHcCqEKTBVPNupYDcDAACkgpw5c9p7771n48ePt3nz5lmWLFns999/d1lU7du3ty5dulju3Lm51gAAIN0hOAUAQALWrl1rEyZMcBktZcqUccGDihUrcq2QItmyZbMePXq4GwAAAFIpOBUTE2N79+51I31aChkAgHA3ceJE69Sxo+WJirKqPp/Ni4qyV4YMsXHjx1u7du2C3TyEuaNHj9ru3btdHyohmvIHAACQngQcnNJqM6+88ootXrzYTpw44VLUVTvh9ddftz59+lj16tVTt6UAAFykjCkFptrHxNhwZbqY2TEz62VmHTt0sHr16lmFChX4LBBQ3+npp5+2X375JcnjVq1axdUFAADpSsZAO1f33nuvnT592mrVqmVff/212+/z+ezPP/+0hx56yKZOnWpXXXVVarcXAIA0pal8ypgaYWZZz+5TgErbH0ZFucGYQYMG8Snggj333HP266+/2q233uqKn2fIkIGrCAAAEGhw6rXXXrNMmTLZJ5984u6vu+46t79OnTr26aef2oMPPmijRo2y0aNHc5EBAGFFNaY0lW+LAlXaNrMyZtbezKr5fO5xIBDKmOrQoYM99thjXEAAAAA/0YFcje+//94tg1ykSBE3lc+fRgIfeOABW7lyJRcaABB2VPz8B5/PqpjZGDPbefZe20t9Pvc4EIgcOXJY4cKFuXgAAACpEZw6fvy4FShQIMmVaFTsEwCAcNOwYUM76vO5TKmtZrbw7L3KoB/z+eymm24KdhMRplq0aGEffPCBq9UJAACAFE7rK1++vH377bfWqlWrcx5T3am5c+dauXLlAjk1AABBtXDhQssbHW0jYmLi1JwaqZpT0dG2YMECa9SoEZ8SLli3bt1s+fLlLsCpwvoFCxY8JwNd20z7AwAA6U1AwSkto/3UU0+5grBeB/3IkSO2YsUKe/vtt11Nheeffz612woAQJpTTalqfsXQzS9AdfXZx4FAfPTRR/bdd9+5gTz9nBCCUwAAID0KKDj1j3/8w7Zu3eqKnk+ZMsXt69mzp7tXh0ur9TVv3jx1WwoAwEWgmlLzoqLs2NmAlEfby6OirAs1pxCgt956y9Xm7Nu3r5UtW5bV+gAAAFISnPJS02+//XY3vWHz5s125swZK1GihKvVUaFChUBPCwBAULVv395eGTLEepnZiLMBKgWmtH3Q53OrrQGB2L17tz399NPWoEEDLiAAAEBKg1OLFy+2unXrutE/ZUkBABApKlasaOPGj7eOHTrYrKgoq+rzuYwpBaa0nwEYBEr/dhSgAgAAQCoEpzp16uSKeN52221uit9ll10WyGkAAAhJqq2ogtXjx493NaY0lU8ZUwSmkBKPPvqoPf7441a5cmWXaZ4pUyYuKAAAQKDBqcGDB9ucOXNs2rRpNnnyZLcy3x133OGCVZdccgkXFgAQ9hSI0sIfQGqZMGGCZcmSxQWpMmTIYLly5Tqn7pQKoitDHQAAID0JKDilQJRu+/fvty+++MIFqoYNG+Zu11xzjcumatq0qet0AQAAwOz06dOuELpuAAAASIWC6JI3b15r2bKlu+3atcsFqubOnWv9+vWzl156yZYvX56S0wMAAESMqVOnBrsJAAAAISk6NU5y6tQp+/XXX+23336z9evXm8/ns1KlSqXGqQEAAAAAABDBAs6cOnPmjH333Xf273//27788ks7dOiQFSpUyO6++2435U/FPgEA6dO2bdvc9wJCi6bbFy9ePNjNSDfuu+8+69mzp1vh2NtOjvfeey+NWwYAABABwSlN25s3b54dOHDAsmbNao0bN3Z1purUqWPR0amSjAUACFOqR9i8eXOLiYkJdlMQj4pvq06kpuUj7ankwfHjx+NsI3Xt2LHD/Z+D0KEVTv3vERr0/37RokWD3QwASN3g1Icffmi1a9d2GVI333yzZcuWLZDTAAAitAM8c+bMiMic0h9XAwYMcLcyZcpYJGROEZi6eBYuXBhne8GCBQzipXJgqmWLFnbi5MnUPC1Sif7fROjIkjmzvT9jBgEqAJEVnFq0aJGbwgcAQEIibeqYAlNMV0dK3XXXXS6r8MEHH+RipgJlTCkw1aLEPiuc5TTXFEjErhMZbcbWfO53huwpABEVnPICU7t377ajR4/GmbqhWlRHjhyx//znP/bwww+nXksBAADC2IYNGyxz5szBbkbEUWCqeLZTwW4GAAC42MGp7du3W9euXe3PP/9M8rhAglNLliyxoUOH2po1ayxPnjyuwHr37t0tY8bzN3Xnzp12++2327Bhw+y6666L89hLL71kU6ZMOec5vXv3ts6dO19wOwEAAC5E9erVbfHixS57KioqiosHAACQkuDUq6++6gJTt9xyixsB/Oijj6xLly62d+9eVyj9xIkTCQaCzmfFihXWqVMna9iwoQtIrV692kaMGGGHDx+2vn37njdg1qFDB1ekPSE6V7169dyqOf6KFStmoZyCC4DfEwCRoUGDBvbGG2/YTTfdZDVq1LACBQq4IvX+FLR67LHHgtZGAACAYAgo+qHsJhVDf/nll13gaPbs2Xb99dfbtdde67KllO2kop9XXXXVBZ1Xgajy5cu7zCd1zurXr++CX0OGDLGOHTtakSJFznmOphTq9QcPHpzkuRWc0jmqVatmoU7FalW0UHPDAZyffl8o8gwg1Kk/IyqJsG3btgSPITgFAADSo4CCU8pOUmq65MyZ02Uf/fbbby44dckll7h09S+//NIef/zxZJ/z5MmTtnTpUhfc8k91b9asmQ0aNMilwd97773nPE/T//r372/333+/m8qX0BS9rVu32sGDB8OmmK0KFWo1DZZGDi2RtmpXJGF5ZADhQH0jAAAApFJwSktRK5jkKVmypK1bty52u3Tp0m6a3YXYsmWLnTp1ysqWLRtnv7KlsmbNauvXr0/weQqMzZ8/3wV0FNxKLGtKdJwCWSrkXrFiRZc2rxT7lPD5fG4ENLXlzp3b3RA6jh8/7u71b61UqVLBbg7iSYvfQ8D7vdc9/8bSB32vp1U9qEhbxRIAACCowamqVavap59+ai1atHDT7hToUWaTVupT7QTVo8qWLdsFnfPQoUOxmVjx5ciRw60AmJDkTOVZtWqVu9cUxIEDB7qaWFOnTnVF3UePHu2mDwZKATXv/Ihsmzdvdvd//fWX+7cOIPLxe58+peWKeuo3zJgxwxYuXGh///2365doEG7OnDnWvn17y58/f4pfI7EFYpKzOIy+39566y2bNWuW7dmzxypVquQG8+rWrZvidgEAAKRqcEqdp4ceesgaNWpkn332masxNW3aNGvTpo3LKFHgqkmTJhd0TtWOSit33nmnq3/lnyWl4uiqm6WOW0qCU5kyZbIKFSqkUksRyryitcruU2cdQOTj9z798c8ET20aaFP/6ddff3UrEqvkgLLyduzYYePGjbMvvvjC9acSqrGZXEktEJOcxWFUw/O9995zAaly5cq5n7XozbvvvnvBtUQBAADSNDhVs2ZN14maNGmSm3qmDlafPn1s+PDh9tNPP7mi408//fQFndObwpZQhpT2aSphoDTtULf4QSWNAqqzlRJK/c+ePXuKzoHwoJFt757PHEgf+L1Pf9JqSp9opb4//vjDZSYpC93LalJ9TU0nfOaZZ9wxL7zwwgWfOzkLxJxvcRgFtt555x178sknrV27dm6fFry55557bOTIkTZ27NgLbhcAAECaBaekTp067uZRJ0ZFyTUCGEitJGVcaYTam0Lhn5quc2oVv0Bp5UDR0s3+NL0vXz5WxAMAAGnv888/t/vuu89uvPFG27dvX5zHbrnlFlu5cqXLngrE+RaISc7iMN9//72dPn06TvZ7dHS0NW7c2EaNGuXqjabllEcAAJB+BRyc+vnnn23MmDFudK9QoUKxSyRv2rTJ1S640JXx1NlRRta8efOsU6dOrjMkc+fOtYwZM1rt2rUDbaqbeqgOl87h1bRSYdtFixZZrVq1Aj4vAABAcqmGk+p0JkYrweqYQJxvgZjkLA6jxWeULeg/zc9b6Ea1stTHS6r9F3vxGG/BAgDJ/51hcQ8Aobp4TEDBqWXLlrm6U5rapFE4LzilVWi8UUHVKLjQAFW3bt2sbdu2rhaCiq1rFHDEiBHWqlUru+SSS9yIndLh1fHSLblUK0GFR5XKrpFEjQoqsKb/nB955JELfv8AAAAXSkEfLRqTmB9//PGC+jcXskBMchaH0eI0iS1M4z03lBaPiZ9tDyBpLOoDILWkRSZ1QMEpBYxUFFqdGtWb8qjIp+oSPPDAA/b666+7ANCFUOaU0sZ1/u7du1vBggVdMEk/y65du6xly5bWo0ePc4p5JqVKlSquwKiKn6s2loJTNWrUcJ0zTScEAABIa1pBT30jTburXr2626eRR62QN3HiRJfpHX863sVcHEYjoUkJdJQ0rRaP8RYsAJA8LOoDIJQXjwkoOKXUcKWB+wemPKo3pawnFfQMRMOGDd0tISVKlHDZVInRFL3EHleHbMKECQG1CQAAIKWUyb18+XI3yKYMJQV7+vbta/v373eLv6hQ+cMPP5wmFzo5i8No8ZnEFqbxHg+lxWO8BQsAJP93hkV9AITq4jEBBadUD0rT+RJz7Ngxl50EAACA/0+B12rHH3/8sSuDsGXLFpc1paBUo0aNrHnz5i5glBaSsziMsirUh1OmeuHChWOPUa0ptSt+cAsAACCowSmlomuUTZ2oAgUKxHnswIEDrt6Ul64OAACA/x9t1BQ73S6m5CwOoywqtU8rBrZu3drti4mJcYvV6BhW6gMAACEVnFI6upYqvu222+zWW291q7ioM6ORNa2up4Kaw4cPT/3WAgAAhDkt0qLbtm3bXN0krdLXtGlTu/baa9PsNZOzOIwWn1Ht0MGDB7sMqksvvdQNOK5du9bV7gQAAAip4NTll1/uCne+/PLL53RWLrvsMheYuvLKK1OrjQAAABGxjLtqSi1ZssQVH1ftTk3r+/bbb+2dd96xf/zjH65vlRa1HJK7OEz//v1du6ZMmeIGGytVquSCWJp6CAAAEFLBKdG0vRkzZtjevXvdyJ/SvjXiVqhQodRtIQAAQATQ4J2m1nXq1Mnat28fW+tJfamxY8e6gb+KFSu67KaUSGyBmOQsDqOpe0899ZS7AQAAhHxwypM/f353AwAAQOLmzJljd911l/Xu3fucvtTTTz/tCpFr4C+lwSkAAIB0E5z65ptv7NNPP7U9e/a4lPT4lJI+efLklLYPAAAgImil4yuuuCLRx6+55prYVfUAAADSk4CCU1qp74UXXnD1EnLnzs3qLQAAAMkoiTB//nx74IEHEnxcU/409Q4AACC9CSg4pSKZFSpUsLffftuKFy+e+q0CAACIMP/617+sQ4cOruaUVs8rX768ZcqUyTZv3uz6VosXL3Z1qf766684zytbtmzQ2gwAABCywSkVQH/mmWcITAEAACRTs2bN3P3ff//tVujzp2x06dq16znPW7VqFdcYAABEtICCU8qW0vLCAAAASJ7u3bu7mpwAAABIheBUmzZt7M0337Q777zTihQpEsgpAAAA0pWePXsGuwkAAACRE5zau3evK4LeuHFjq1q1qhUoUMCio6PPOe61115LjTYCAAAACdp1IuDFp4F0gd8RAOEgoG/zN954I/bnH374IcFjlLZOcAoAAABpacbWfFxgAADSY3Bq9erVqd8SAAAA4AK1KLHPCmc5zXUDksicIogLINSRBw0AAICwpcBU8Wyngt0MAAAQjOCUVusbNWqUzZ8/37Zv324ZM2a0okWLWsOGDa1bt26WO3fulLQLAAAAAAAA6cC5VcyTYf/+/da8eXObNGmSK4yugFS9evVcUXTtu/fee+3gwYOp31oAAIAwpdWOv//++0QfX7hwod16660XtU0AAABhmzk1YsQI27p1qw0dOtSaNWsW57HPP//cnnjiCZdV9cwzz6RWOwEAAMLK4cOHbffu3XEWkbnxxhtdpnl8MTExLjil/hUAAEB6E1BwasGCBXbfffedE5iSpk2b2rJly9x0P4JTAAAgvTp58qTrL3nZ5FrJeMiQIe6WEJ/PZ3Xr1r3IrQQAAAjT4NTevXutQoUKiT6ux2bOnJmSdgEAAIS1/Pnzu0DUypUrXeBJWeU333yzXXrppeccq9IIOp5pfQAAID0KKDh1ySWX2M8//+xGAxOix4oUKZLStgEAAIS1Bg0auJv8/fffru9UtWrVYDcLAAAg/Aui33bbbfbpp5/amDFjXMq6Rz+PHj3aPvvsM7vllltSs50AAABhbdCgQQkGpn777TdbtWpVUNoEAAAQtplTXbt2dXWlXn/9dXvrrbdcJpXS1TUiePz4catevbp169Yt9VsLAAAQxkaOHGmbN2+2V155xc6cOWMdOnSwpUuXuseuvfZa16/KmTNnsJsJAAAQ+plTmTNntokTJ9pzzz1nNWrUcIEp3fTzgAEDbPLkyZYlS5bUby0AAECYGjdunKs7tX//frc9Z84cW7JkiTVu3Ni6d+9uv/76q7355pvBbiYAAMm2du1atxBaq1at3L22gYuWOeWemDGj3XPPPdaiRQu3+ozs2LHDChYs6B4DAADA//v4449dQXRlT8nnn39uWbNmtZdfftmyZctmR44ccfueeuopLhsAIOQpYaVTx46WJyrKqvp8Ni8qyl4ZMsTGjR9v7dq1C3bzkB4yp7zRPy13vGXLlth9w4YNs9q1a9uMGTNSq30AAAARQdP56tev734+deqUy5pS1rkCU1K+fHnbs2dPkFsJAMD5KUNKgan2MTG29cwZW3j2/qGYGOvYoYOtW7eOy4i0D07NnDnTXn31VbcUsqb4eW6//XarVq2a9e/f37744otATg0AABCRcuTIYYcPH3Y/q87U0aNHrV69erGPa8BPGegAAIS6CRMmuIypEWb2vyGW/91rO3dUlI0fPz7ILUS6CE5NnTrVGjZsaFOmTLGiRYvG7lcmlTKqtGTy2LFjU7OdAAAAYe3yyy+3adOm2bx589yiMtHR0a7elAqjf/nllzZ9+nSrVatWsJsJAMB5bdy40U3lyxpvvwJU1Xw+9ziQ5sEppaXfcMMNiT6ux9avXx/IqQEAACJSnz593HS+Xr162R9//OHqcRQrVsx++OEHVxA9b9687jEAAEJdmTJlbEVUlB2Lt1/by6Oi3OPAhQiocnmePHlsw4YNiT6utPTs2bMHcmoAAICIpJpSn376qX3//fcu81ylEKRy5cr2wgsvWLNmzSxnzpzBbiYAAOfVvn17V/xcQyre1D4FprR90OezDh06cBWR9plTmrb37rvvus5VfD///LO988477hgAAAD8T5cuXWzRokXWtGnT2MCU5MuXz5o3b05gCgAQNipWrOhW5ZsYHW0lMmSwhtHRVjxDBret/RUqVAh2E5EeMqceffRRW7x4sYuW6h+dUvaioqJs06ZN9ueff7oU9ccffzz1WwsAABCmNKiXVFkEAADCiaana2EPFT9XjakuZcq4jCkCU7homVP58+e3jz/+2P3D8/l89u2337qRwBMnTrh/oB9++GHAq81oWeWWLVu6EUVlXw0fPtxOnz6drOfu3LnTatasaf/5z3/OeWzv3r2u1kOdOnXs6quvtq5du7raWQAAABeDOuu///47FxsAEFHfbYMGDXKLeuiewBQuauaU5M6d25544gl3Sy0rVqywTp06uZUAVRh09erVNmLECLfsct++fZN87vbt212w7MCBA+c8plVwOnbsaPv27XPnyZAhg40cOdLatGljn332GWn0AAAgzd1///02cOBAN7qsVfkKFCjg+iTxaZAOAAAgPQk4OJUWFIhSsdBhw4a5aYL169e3zJkz25AhQ1xwqUiRIuc8JyYmxmbPnm2DBw9O9Lyff/65G6nUcVWqVHH7rrnmGrvppptchFcBMQAAgLT07LPPuvsff/zR3RKi/g/BKQAAkN6ETHDq5MmTtnTpUnv44Yddx8yjlWuUHqgaV/fee+85z1uzZo3179/fjUZed9111rlz53OO0XNLliwZG5iSwoULuwCVpiMSnAIAAGltypQpXGQAQKxt27bZoUOHuCIhJleuXFa8ePFgNyPdCZng1JYtW+zUqVNWtmzZOPuVLZU1a1Zbv359gs9T8fX58+e7JZkV3EqInhv/vFK6dGmXVZUSqrl19OjRFJ0D4eH48eOx93zmQPrA7336o+91/0Gy1KS6mEh9u06ETHcWCEn8joSm/fv3u5VaNRMIoUVT7ufMmWN58+YNdlPSlZD5Nvcixjlz5jznsRw5ctiRI0cSfF5y/sHo3CVKlEjwvKpnlRIKqK1atSpF50B48Aro//XXX66OGYDIx+99+qSSAmlp4cKFbmBNI+aZMmVyA22qt6kbkk99wCyZM9uMrfm4bMB56HeFP7RDiz6PmTNnRkTmlGopDhgwwN3KlCljkZA5xe9LOg5OpWXEWKOgiUnp6Kg6laxIkD54RWuVhVepUqVgNwcRSCuOJrSoA4L/e6/7hApXI3jy5MmTYC3KlFq3bp2lZV+nd+/eLmtbfRMtLqN93333nVvpWLUwVX8zrTK3Io2y5t+fMcNlHyB0RNofqZFCf2jrdwahJdKmjul3vnLlysFuBtJTcEqr3Kk2VJ06dRIdEXzttddcKlxyqYMmCWVIaZ+il4HScxM6r7KmUnJeUQcye/bsKToHwoOml3r3fOZIbTt27LC27drZyRMnuLghSCusIbRkzpLFZrz/fqr/sZWWgaEJEybY3LlzXZ3Mbt26WcGCBd3+3bt321tvveUWaVFdqrZt26ZZGyKNPn/+4A5N/JEKAEj14JSCOOo4eX744Qe78cYbE+wMaARQwamtW7deUENKlSrlRqW9KRT+mQSq+aFV/AKlTJdff/31nP16rZScFwBSi0b+FZg6XquCxeTOxoUFkhB98JjZ0nXu9yacAhOzZs2yRo0aWb9+/eLsL1SokNunIPUHH3xAcAoAAKQ7GZO7kt59991nBw8ejB1VHDJkiLslRKnqdevWveD6DioUOm/ePLd6XnR0tNuvEcaMGTNa7dq1LVD16tWzTz75xK3sd+mll7p9u3btsp9++sm6d+8e8HkBILUpMBWT/9zaewDCnxZ/ad26dZL9lcGDB1/UNgEAAIRNcCp//vwuELVy5UoXeBo1apTdfPPNsYEefwoq6fhbb731ghujFHelsvfs2dNatGjhgkmqvdCqVSu75JJLXJDsjz/+uOAU7mbNmtno0aNd0Ovxxx9307J0XrVT5wYAAEhrKmGgIuiJUda5FmsBAABIb5Jdc6pBgwbuJn///bfLpKpatWqqNkaZUwp8KXCkjCbVYujcuXNsdpOynVq2bGk9evRwAawLycqaOHGiqxnywgsvuMyvGjVq2DPPPBNb6woAACAt1a9f39555x03te/qq6+O89jPP/9s7777rjVp0oQPAQAApDsBFUQfNGhQgvt/++03VzeqSpUqATcoqaWUS5Qo4bKpElOrVq1EH9eKPsOHDw+4XQAAACnx6KOP2uLFi11BdA3IlStXzmWkb9iwwZYtW+YyunUMAABAehNQcEpGjhzpCoq/8sordubMGevQoYMtXbrUPXbttde6VWdy5qRuCgAAgDdQNnPmTHv11Vftq6++iu03aQVYlSDo3bu3FStWjIsFAADSnYCCU+PGjXPT766//nq3PWfOHFuyZIlLRa9YsaKNHTvW3nzzTXvqqadSu70AAABh6fTp0y749Nprr7nVjfft2+cyp5Qx5S0EAwAAkB4FFJz6+OOPXUF0ZU/J559/7oqMv/zyy5YtWzY7cuSI20dwCgAA4H80lU8r8t14442ujmeBAgW4NAAAAIEGpzSdr02bNu7nU6dOuawpFRhXYErKly9ve/bs4QIDAACcdeedd7qaU/PmzXOZUldccYULVN1www0pqtcJAACQLoNTWub48OHD7mfVSzh69KgbCfRs2bLFrbQHAACA/+nXr5+737hxo33zzTcuUDV69Gi3SnHhwoVdNpWCVboBAACkJwEFpy6//HKbNm2aFS9e3N5++203+te4cWNXGH3RokU2ffp0t0wyAAAA4ipTpoy7KQv95MmTNnfuXHvjjTdcsXTdVq1axSUDAADpSkDBqT59+thDDz1kvXr1ctvt27d3BT6///576969u5UqVSr2MQAAAPy/vXv32rJly+yHH35wt/Xr17sC6co6V10qAACA9Cag4JRqSn366acuGFW0aFGrVq2a21+5cmV74YUX3HLIOXPmTO22AgAAhK3nnnvOBaUUjPJW6VPNzlatWlmtWrVc/woAACA9Cig41aVLF7vlllvsjjvuiLM/X7581rx589RqGwAAQMRQ2QNRtnnbtm3t3nvvZTAPAADAzKIDuQrKmFIRdAAAACTPyJEj7YEHHrDs2bPbyy+/bLVr17YWLVrYa6+95oqjHzt2jEsJAADSpYAypypUqGC///576rcGAAAgQt18883uJrt377YlS5a4VY/nzZtn48aNswwZMtgVV1xh7733XrCbCgAAEPrBqfvvv98GDhzolkJWjYQCBQq4DlV8LVu2TI02AgAARJRChQrZ7bff7lZAvvTSS+2TTz6xlStX2ooVK4LdNAAAgPAITj377LPu/scff3S3hERFRRGcAgAA8LNz505XHkE3ZU7t2rXLDfBpcZnHH3/cbrjhBq4XAABIdwIKTk2ZMiX1WwIAABDBmjZtaps2bYpdqa9+/frudv3111uuXLlSNQCmrKxhw4bZddddF7t/7969NmTIEPv666/t+PHjLvv9n//8p5UqVSrO8999912bPHmybd++3T2mhXB0PgAAgJAKTtWsWTP1WwIAABDBcuTIYd26dbMGDRrYVVddlSavoYBShw4d7MCBA3H2nzlzxjp27Gj79u2zvn37umwtFWhv06aNffbZZ7GrBioopWLtXbt2terVq9vcuXPtiSeesKxZs8bWywIAAAiJ4JRn4cKFNn/+fNu2bZtlypTJLY3csGFDdwMAXLiog8cCW0YVSGe/J+Howw8/TLNzx8TE2OzZs23w4MEJPv7555+7xWx0TJUqVdy+a665xm666SabPn26derUyWVTjRo1yh588EF75JFH3DHK6lJAa+jQoQSnAABAaAWn1AHq3bu36+goNT1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"text/plain": [
"<Figure size 1200x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"\n",
"target_name_map = {0: \"malignant\", 1: \"benign\"}\n",
"\n",
"target_corr = df.drop(columns=[\"target\"]).corrwith(df[\"target\"]).abs().sort_values(ascending=False)\n",
"top_features = target_corr.head(4).index.tolist()\n",
"print(\"Top 4 features by |corr with target|:\")\n",
"print(target_corr.head(8))\n",
"\n",
"fig, axes = plt.subplots(2, 2, figsize=(12, 8))\n",
"for ax, feature in zip(axes.flat, top_features):\n",
" sns.boxplot(\n",
" x=df[\"target\"].map(target_name_map),\n",
" y=df[feature],\n",
" ax=ax,\n",
" palette=[\"#d95f02\", \"#1b9e77\"],\n",
" showfliers=False,\n",
" )\n",
" # highlight outliers beyond 1.5*IQR per class\n",
" for cls in df[\"target\"].unique():\n",
" cls_mask = df[\"target\"] == cls\n",
" values = df.loc[cls_mask, feature]\n",
" q1, q3 = values.quantile([0.25, 0.75])\n",
" iqr = q3 - q1\n",
" lower = q1 - 1.5 * iqr\n",
" upper = q3 + 1.5 * iqr\n",
" outliers = df.loc[cls_mask & ((df[feature] < lower) | (df[feature] > upper))]\n",
" ax.scatter(\n",
" np.full(len(outliers), cls),\n",
" outliers[feature],\n",
" color=\"red\",\n",
" edgecolor=\"black\",\n",
" s=25,\n",
" label=\"Outlier\" if cls == 0 else None,\n",
" )\n",
" ax.set_title(feature)\n",
"\n",
"handles, labels = axes.flat[0].get_legend_handles_labels()\n",
"if handles:\n",
" fig.legend(handles[:1], labels[:1], loc=\"upper right\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ba9e29b1",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-23T01:21:07.482531Z",
"iopub.status.busy": "2025-11-23T01:21:07.482433Z",
"iopub.status.idle": "2025-11-23T01:21:07.701280Z",
"shell.execute_reply": "2025-11-23T01:21:07.700833Z"
}
},
"outputs": [
{
"data": {
"image/png": 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vaVMBnVvVqlXtnXfesWbNmrnrv2TJkpS+xQAAAAAApDkqXlJBYUD58uVdWKCwQ8HE77//bm+//bZFR0fbokWL7IYbbrD69evbkCFDbNeuXS6suP76623atGmWL1++0L6GDx/uApBDhw65EOHzzz8/YrxXX33VhS7alwIEjffrr79a8eLF7cknn3Q9Wvr3729Dhw61J554wr1Gocxzzz1nnTp1svvuu89WrFjhApw1a9a4+/POO8+6d+9u48aNs5EjR7qQIyWvCyjomDlzpjsWXQMdS2IKa2688UbbsGGD9e7d20455RSbPn263XrrrTZq1CgXqARef/11N8Wqa9euljNnTjt8+HCS1+e9995zx3XxxRe7/jQKvLTNNddc465tcBx6/QsvvOCuj7ZREAMAAAAAQHoheEkFrQD08ssvW/78+d3vRYoUcRUnquQ4//zzXUVMuXLl3Bf/7Nmzu20UGqhKZNKkSS7wCHTo0MGFCEeTJ08eF3poX02aNHEBg8IMBUAFCxZ023z11VeuykZUDaMwpX379q7aRFT5UbJkSbvrrrts8eLFroJExyhVqlSxsmXLpvh1Ehsb6wIQVbwk5/3337elS5e6c1YIJeeee67t3LnTVfCEBy8aQ/sLqOIl8fWJi4tz11YVNgqZAqr4ueSSS1xo9MADD4Qe13XW+wEAAAAAQHpjqlEqqFokCF1EAUK2bNlswYIFtm/fPvvxxx9dwKCARgGFbqrEqFatmn3zzTcJ9qXQ41g05ScIcKRYsWKu4iYIXaRQoUIu0BAFJDoOTSEKxtdN04ZUkaOmuklJ7euOdezz5s2zwoULu+lW4fvT9frjjz8SrKZ01llnJbmP8DFWr17tpjS1adPmiL44CoR0/VNzfAAAAAAA+ELFSyqoOiOcQgkFDOpnovBDlRmqiNEtsQoVKhxRzXIs4VOTArlz5052+6DfjFZISkp4r5kTed2xjl37002BU3L7K1OmzFH3Ff749u3b3X1S05oURoX3eUnJ8QEAAAAA4AvBSyoEAUBA/UQUMBQtWtTy5s3rKl3UWLdt27ZHvDZHjhwWaQUKFHD3ms5TqVKlI55XSJSWr0uOqoI0nen5559P8vmKFSuman+q6pGkGvnqsdQeHwAAAACclKKY9JIeuOqp8PXXXydY5Uer7WgKjVbuUXWKGrmq2a5W8QlumkozduxY99pIq1WrlpuapIqS8GNQEKIeKatWrQpV6hzP61JKfW3Ui0aBSPj+1ItG1yLx+MeioEbVLjNmzEjw+Nq1a930Lq1yBAAAAABARkTFSyooTLjtttvcKjx///23W23onHPOcSsPiZY31oo7akh7+eWXu8dee+011zBWKxtFmoIOrQ6klZT27t3rjmvLli2h34OpP0GPGK2kpD4uqnJJyetSSktHa7Wi//znP24lI00rUh+WMWPGWLt27VI9FUhBja6tGujq2mofqj7S8Skc0jgAAAAAAGREBC+p0Lp1a9dTRF/+1WvliiuucD8HtBLQiy++6JZMvvPOO13jXTV61ao7WpHHB41bokQJmzx5sjsWTSPSCkR6XMcuOhbdtCS0GuGOHz8+Ra9LKQUr2o/2r5v635QuXdp69eplt9xyy3Gdl8IcTefSMti33367+1mVRn369Dmi9w4AAAAAIAnRUVyWdBAVHx8fnx4DZzZakUfLF2vqDbK2v/t08jJOwSR6AUXC1nfe9TLO4QP/m4YXSSU6Xu1lnEM/LfIyzr6/j+xdFAkHd+31Mk7xKy7zMs6mCskvaZ+WljW6yss4TT8a4GWcOc36ehknT4VcXsap/c7wiI+Re/n35kWevF6GOfjf5V7GyXZ2Uy/jxMfEeBln2xtvehmn4A1+qni3TRjvZZz4uDgv4+S7414v4+Rdt9TLOLYzYV/JSDm4bp2XcQ5c1NHLOIdjIt9TU0qdVccys32Tn7GMKHenBywro8cLAAAAAABAhBC8AAAAAAAARAg9XlLoiy++iNR7AAAAAAAAsigqXgAAAAAAACKEihcAAAAAAE4CUVHUXqQHrjoAAAAAAECEUPECJHJgxx4/1yTazxKYh/bs9zLO/h37vIwTlzO3l3GyFy3iZZxD23d6GSd2v5/lvmMLFPUyznbzM05Mbj//PrEvX4kstczz3j88/bmTs2DEx8hVooz5EO/p/wk5ypXzMs6ewn6uW5b7u4Enh/YeyFJ/N8jnZRSz+Fx+ln2POuDnz9Co7Nm9jBMbk9PLOAey5fEyDnA8CF4AAAAAADgZREel9xGclJhqBAAAAAAAECEELwAAAAAAABFC8AIAAAAAABAhBC8AAAAAAAARQnNdAAAAAABOBlHUXqQHrjoAAAAAAECEELwAAAAAAABECMFLJrZ//34bPHiwXXjhhVa9enWrW7eu3XTTTbZ06dLQNiNGjLBWrVrZ6NGjrWHDhta4cWPbvHmze27q1Kl22WWXudc2b97c7evgwYMJxpg5c6Z16tTJ6tSp47Zr3bq1TZw48ZjHtnLlSrv11lvdMem13bt3t99//z30/Lp166xy5cr2yiuv2CWXXGI1a9a0SZMmJXu8hw8ftsmTJ7vjrVWrlp133nn27LPPumsQuP/+++2GG26wxx9/3I17wQUXHHE+AAAAAHDSiorKmLcsjh4vmdi9995r33//vfXp08dOPfVU+/PPP23YsGF211132SeffGJR//8BXr9+vQtQFKxs3brVihcvbhMmTLDnnnvOhSr33XefrVixwr12zZo17l5mz55tPXv2tC5dulivXr3swIEDLhzp37+/ValSxerXr5/kcek4OnToYOXKlbNnnnnG4uPj7YUXXrCOHTvae++9Z6ecckpoW4314IMPWqFChdw+p02bluTxPvTQQ+61Xbt2tQYNGrhwadSoUe7+5ZdfDp3rwoULLVu2bO65Xbt2WY4cOby8FwAAAAAAJIXgJZNSJcfevXtdIHHppZe6xxRI7N692wYMGGAbN260UqVKucdjY2NduKIKEtE2I0eOtPbt21u/fv3cY82aNbOSJUu60Gbx4sWuSmXVqlXWtm1bN0agdu3abj8LFixINnhR1YrCD1WzFCxY0D12zjnnuAqUMWPG2BNPPBHa9qKLLrKrr746wesTH6+qZ9555x3r3bu39ejRwz3WtGlTK1GihAufvvjiC2vZsmXotap4KVu2bBpebQAAAAAAjg/BSyalSg5VrYhCltWrV9sff/xhX375pXss8RQbVZMEFKzs27fPhRUKKgKabhQdHW1z5851wcvNN9/sHt+zZ4/bv6phfvnllyT3H27+/PkuBMqbN29o/zlz5nTThr755psE25511llJ7iP8eBXySBAwBdq0aWMPPPCAez4IXvLnz0/oAgAAAADIMAheMrGvv/7ann76adc7RSGHeqboXjS9J1yePHlCP2/bts3dB9UjiSnIEU3zUUWMpv1oKk/58uVDVS6J9x9O+//000+tWrVqRzyXPXv2BL8Hx5tY+PHu2LHD3RcrVizBNqqqKVy4sO3cuTPJ1wEAAAAAsr758+fb888/b8uXL3ezLq688krXNkPfGVNC7TTUy/TXX39N8WtSg+Alk1L1iT5I559/vo0bN871U1E4oh4sCmSOpkCBAu5+4MCBVqlSpSOeV5ghffv2ddN8XnrpJdesVlUrqpR56623jrp/VZ1ompD6saSFYLrSli1bXC+bwKFDh1zIExwvAAAAAODk8tNPP9ktt9xiLVq0cN+Rf/vtNxs+fLhrsRHeNiM58+bNs9dffz2ix0jwkkktWbLENbvVByw8jAhCl7i4uGRfq1WBVHmiypZ27dqFHtdUJVW4/Oc//3HTdRYtWmRXXXWVmyIU+Oqrr45Z8aJpRuoPo2lE4RUumhakJro1atRI1blqf/Lhhx8mqNKZMWOGW+2oXr16qdofAAAAAJyUorPewsbDhw93BQVDhw51xQhqoaHWHFoFV8UA6mWaHM2e0Oq46o/6999/R+wYCV4yKU3jUQmUyqkUlKjnyrvvvutWIhJVpiRHFSL6AKoJrhr0NmrUyFWTBL8HU4S0xLPCDd3rg6jeMKqu0YdZ2yVH4YhWNerWrZtdd911ljt3brd0tfalKpvUOv300+2KK65wKxUpbFI1zbJly1yD4LPPPtstLQ0AAAAAOLkcPHjQvvvuO7vttttCK93KxRdf7FbYVWGCigmSo4VZNHtE3ytHjx4dseMkeMmk1G9Fyy0rfNCHTNNxtOKQ5qV17tzZLatctWrVZF9/5513ulWBJk+ebC+++KKbfqRAQ48HvVS0OtKTTz7pblKhQgX3wZw+fbqrhkmOKl20XyWOWnVI1TFBAqn/AI7HU0895c5ZAY6OV8euUOf222+3mJiY49onAAAAACD9tfz/xVKSM2vWrCQfX7t2rWtBUbFixQSPq8olV65cbiZGcj766CO3Qq6+37733nsWSQQvmVjr1q3dLTHNaQv06tXL3ZLSqVMnd0tOmTJlbOzYsUc8riWmj0Whz/jx45N9XlOZ1PgoseSOV+GKAibdkqOgCAAAAACQjKisNdVo165d7j5fvnxHPKeFXLRCb1LUdkNFBSoUUMVLpBG8AAAAAACAdDMrmYqWYzlab9OjefDBB6169erWsWNH84HgBQAAAAAAZDoF/n/F3qQqW/SYVtxNTCsB//jjj/b+++9bbGxsggBH97pFp3ETYoIXAAAAAACQ6Zx66qmuLcWaNWuOmEq0f/9+12s0sU8++cQtNZ1UXxmtwKs+osm16zheBC8AAAAAACDTyZEjhzVo0MA+++wzu+WWW0KVKh9//LFbBVgr+Cam3i6JK2Teeuut0E0r+qY1ghcAAAAAAJAp9ejRw2644QZXpXLNNde4RVyGDx/u+reULl3aLTm9dOlSF6jodtpppx2xj9mzZ7v7atWqucAmrWWtlsYAAAAAACBp0VEZ83YCVPEyatQo++uvv6xnz542efJk69atmz3wwAPu+U2bNtm1115rb7/9tqWXqPj4+Ph0Gx3IgGb9st/LOBXz/OVlnDX7SnsZJ0fMv42pIq3umre8jLO3dGUv48TG5PIyzr4cRzYWi4TCOxPOr42UHKuXeBlnf6U6XsbJ9ftPXsbZV6m2l3H25yzoZZwfalwb8TFafnCP+RCX59/mgJEWvT/pZTXT3I6tfsaJO+xlmK/P6u1lnFPybvMyzsZ9hbyMkzPGz/tT/y8/X6Z+r3ihZSUH4nN4GSc+/sS+VKdU2djVXsYpUbW+ZWb73xtuGVGudndYVkbFCwAAAAAAQITQ4wUAAAAAgJNBFLUX6YGrDgAAAAAAECEELwAAAAAAABFC8JIB0N8YAAAAAICsieAlnU2ZMsUGDhwY+v3dd9+1ypUr259//pmuxwUAAAAAAE4cwUs603rj27dvT+/DAAAAAAAAEcCqRgAAAAAAnAyiotL7CE5KWbriZenSpda5c2c7++yzrXbt2taxY0f7+uuvQ8+PGDHCWrVqZbNmzbJLL73UatSoYZdffrn98MMP9vPPP9s111xjNWvWdM/NnTs3wb6XLFliXbt2tYYNG1rdunWte/futnz58gTbbNq0yR588EE777zz3H7at29vM2fODD3fokUL27hxo02bNs1NL1q3bl3ouV9++cWuu+46d0zNmjWz559/3g4fPhx6Xtu/8cYb1q9fP3cMtWrVsltuucX++OOPBMegc9E10PnrOvTp08eNGe61116ziy++2B1j06ZN7b777rPNmzen+DomZ+rUqXbZZZdZ9erVrXnz5jZ48GA7ePDgEdd/9OjR7hwaN27sxtV1eeaZZ+ymm25yx3T33Xen6HoG12XkyJF21VVXuWs3aNCgYx4nAAAAAACRkmWDl927d9vNN99shQsXdqGFvuTnypXLbr31Vlu7dm1oO32Zf+qpp1xwMmzYMNu5c6fdcccdduedd7ov9poKpOa3+vK/d+9e95r58+dbhw4dLDY21r1Wtw0bNrjHVq5c6bbZsmWL+/L/3XffuX1p/LJly1rPnj1d0CIKCIoUKWLnnnuu6/VSokSJ0HEpUFEoMX78eBdEjB071m0TTkGGzlPhwuOPP+7ConvuuSf0/KJFi6xLly4WExNjQ4YMsYcffth++uknu/76693rZMaMGfbss8+6Y58wYYILZubMmWN9+/ZN1XVMTPtSSFK/fn137ApRJk6cmOD4ZP369S480bk88MADVrx4cff466+/bmeddZaNGTPGOnXqlKLrGdB4rVu3dte3TZs2qf7sAAAAAACQVrLsVKNVq1bZ1q1bXfCgL/+iygt9KT9w4EBou/3799sjjzxi559/vvtdwYlCgCeeeMKuvfZa95gCF4Ux2qeqKPS8vvS/+OKLLtQQVYooKBk6dKj7wv/yyy+78T/++GMrV66c20YBy4033uiCDlWCVK1a1bJnz+7CF1WShLvrrrtcQCKqBvniiy9s3rx5LoQInHbaae5YAqqYUSChkKJYsWIukNHYL7zwghtHGjRo4I5z0qRJLmxasGCBlSlTxlW0REdHu+cVsqjKRYFTSq9jOIU1ugYKrhQgiap2SpYs6c5r8eLFVqdOHfe4witV2Ogcw2lbPR547rnnjnk9s2X79+OsfasaCQAAAACA9JZlK17OOOMMFz7cdtttrtJDX9gVPqiq4vTTT0+wbRACiF4jmroTKFSokLvftWuXC2E0DUgVFUHoIgUKFHDhjYIM0b2mwwQhQaBt27YuQAgqY5IThByiQERBz44dO5I9bilVqpS737dvn7v9+OOPLpyIiopyAYduqiipVq2affPNN25bTe/R9KR27drZ8OHDXSii16iSRK9LzXUMaB8av2XLlqFxddN0I51L4mlbVapUOWIfqnYJl5rrmfi1AAAAAACklyxb8ZInTx6bPHmyq8z4/PPP7e2333aBwUUXXeSqMBSUBPLly3fE63Pnzp3kfhW+qBIkmBITTgGFnheFJEkFAEGwE2yXnMTjKwTRuOE05SecQg2Ji4tzU6Z0r8ob3RKrUKGCu1eApCodXatx48a5qVWa8qSpROoxk5rrGNi2bZu779GjR5LnlrjHjMZILPFjqbmeSe0PAAAAAID0kGWDFylfvrxr0qoA4tdff7VPPvnEXnrpJRcWBFNgUit//vwuBAlvPhvQY0F1TMGCBd2Un6S2EU3niaS8efO649QUIlWFJJYjR47Qz2qsq5umCKl/zauvvuqmWmlalapMUnsdgzBm4MCBVqlSpSOeP55zT+/rCQAAAACZ3v//Yz38yrJXXVNiGjVq5L6YqxJEIYIauyoIUEPX46VqCvU4UfgQvsqQKi5mz55t9erVc79rBSA1u03cgHb69Omup0vFihXd7+HTldKSqnjUQ+b333935x7cVDWi6pVgVSI1qg0qU/SaCy64wO699173u67T8VxHTdNSVYwqW8LHVmilvjPqG5NaKb2eAAAAAABkJFm24kVLPCsYUW+Sbt26uSoMhQ0rVqw44carWvlHK/3opoqSQ4cOudWH1Kj39ttvd9toFR+FAmr+2qtXL1eR8f7777uKkieffDIUuOi41Mg26GGSlrQSk85dDW21THawdLRWBgoa96qZrlZEevrpp12PGvWwUTNeHa/6v+icUnsd9Vo9p0a/2p+CG1WrBL+rx0xqpfR6AgAAAACQkWTZ4EWr4mg6jPqXaNUifeFXVYSWflYj2ROhQEJ9UxQkKNxQdYea4Wo6TuXKld026gHzxhtvuFWHFGpoBSA9p9V+tKpQQAGFXqcQJ6leLCdCKwlp5SX1bVFli1b9USNbLfWscxCtkqRgRUtVv/XWW24bnYuWftb0Ht2O5zpqPPWKUX8YHYMCG61cpMeDviypkdLrCQAAAABIRlQUlyYdRMUn7tgKnORm/bLfyzgV8/zlZZw1+0p7GSdHTKyXcequecvLOHtL/xuiRlpsTMIm2ZGyL0d+L+MU3rnGyzg5Vi/xMs7+SglXj4uUXL//5GWcfZVqexlnf86CXsb5oca1ER+j5Qf3mA9xeY5sVh8J0fv3eBnHdmz1M07c/6Z9R9LXZ/X2Ms4pef9doCDSNu77tydhpOWM8fP+1P/rbS/j/F7xQstKDsT/r+djJMXH+/miXzZ2tZdxSlT93+qzmdH+GWMtI8rV5lbLyrJsjxcAAAAAAID0RvACAAAAAAAQIQQvAAAAAAAAEZJlm+sCAAAAAIAwUdRepAeuOgAAAAAAQIQQvAAAAAAAAEQIU42ARBrs/8LLNYk/GONlnJIH/CxTG5ctZ5Yqj9zx/LNexsld1M8SssXPOs3LONH58nkZ58BaP8ux58qV28s4saUrehkn9/LvvYyTq0QZL+P4WOp51mXPmQ+ntT3Vyzi5Cvr5TJ9yaUsv46x+8xMv4zR6oKaXcQ7tzetlnNN2bPAyzuHc+b2ME5u/iJdxCo3q42Wc7HlzeRknb8VyXsax06t6GebAt195Gccy+XLSFk3tRXrgqgMAAAAAAEQIwQsAAAAAAECEELwAAAAAAABECMELAAAAAABAhBC8ZBLx8fHpfQgAAAAAACCVCF4yuAMHDthTTz1lH3zwQXofCgAAAAAgM4uKypi3LI7gJYPbsGGDvfbaaxYbG5vehwIAAAAAAFKJ4AUAAAAAACBCojNzz5OJEydamzZtrGbNmnbBBRfYmDFjLC4uLrTNkiVLrGvXrtawYUOrW7eude/e3ZYvXx56/rvvvrPKlSvb3Llz7YYbbrBatWrZeeedZ2+99ZZt3rzZ7rjjDqtTp46de+659tJLLx3xujlz5th1113nxm/VqpVNmjQpwTFu3brVHn/8cTv//POtevXq1qBBA+vZs6etXbs2wXbffPONderUyY3VrFkze/DBB91r161bZxdeeKHb5oEHHrAWLVq4n++//3678cYb7b333rOLL77Y7bt169b2/vvvJ9jvjh07rF+/fta0aVOrUaOGXXnlle6Ywy1dutQ6d+5sZ599ttWuXds6duxoX3/9dYKpTtqHrovG0XkOHTr0mBU4K1eutFtvvdVdd52Xrv3vv/8eel7npmv4yiuv2CWXXOKuoa7fiBEj3BijR49271vjxo3de3H48GGbPHmyXXbZZaH36dlnn7X9+/eH9qnrovdR11zj6jNx8ODBox4nAAAAAJw0oqIz5i2Ly7Rn+Pzzz9vTTz9tzZs3t7Fjx7rAYOTIkTZs2DD3/Pz5861Dhw4uIFCPFN00bUePKRQI16dPH7cfBTennXaaCxoURuhnBQAKBQYOHGg//PBDgtf17dvXqlataqNGjXLhxhNPPOHCoCAYUtigUEf7V3Bz++2327x58+yRRx4J7eOrr76yW265xQoWLGhDhgyxe++91wUfCmhKlCgROp/bbrvNnV94qKTjVbgxbtw4O+WUU9xrg3NT4KBw5rPPPrNevXq511asWNFt/8UXX7htdu/ebTfffLMVLlzYXU+FHrly5XLbBOGQrpuOUeeqc7jiiivceLol588//3TXeePGjfbMM8+425YtW9x79PfffyfYVud300032eDBg13AJevXr7eZM2e6xxQ4FS9e3B599FF3LAqf9J4o8FIQo2MNbzy8cOFCW7NmjXtPdD1y5MiRyk8WAAAAAABpJ5tlQrt27XIhgKpE7rvvPvdYkyZNbPv27bZo0SL3u760ly1b1l588UWLiYlxjykcCSo2wkMMhQkKICRv3rwuLKlWrZrdeeed7rGzzjrLBRiLFy92lRQBVVQ89NBD7udzzjnHNm3a5MIQhQKq0sidO7fdc889rtJFdK9QQIFBQGHHGWec4cKEqP9vKpQ/f34XKml/VapUcY+deuqpLuQJvwZTpkyxSpUqud8VqqiyRqHK6aef7qpfVM2iKpL69eu7bRRs7Ny504VICjBWrVrlKmu6dOkS2kZVLQqyVOki33//vbu2l156aegc8uTJY0WKFEn2/dE5ZcuWzVWzKFAKrk9QlaSAKnDRRRfZ1VdfneD1Csv0vqriRRQmvfPOO9a7d2/r0aNH6L1UMKVwRefcsmXL0GtV8aL3HgAAAACA9JYpg5cff/zRDh065EKUcKoskb1799ovv/ziqiGC0EUKFCgQCifCaSpMoGjRou5eVS4BVYSIQotwbdu2TfC7pgXNmjXLBRoKU9QUV9UYmlajKhBNtVHVjKbN6KaQQMepMCEIXUTHqJvodUlRoBGELlKqVCl3v2/fPnevyhodt6YPhU8LUuDy2GOP2V9//eWOsVixYq6aRgGIwgwFJKoyCWiqj8IbVQvpOYU3qqQ5GlUbKaBRiBWMnTNnTrcvTasKp1ArKUHgJAsWLHD3QfgT0DQzHaueD4IXhVaELgAAAACAjCJTBi/btm1LEJIkpmoQBR6aopKYggY9Hy5fvnxHbKeqjmMpWbJkgt+D41FvFZk+fbqbPqTpNYUKFXIhg6byiI5PFTq6T+48jibYTyA6+t9ZY0GPG10j3VS5kxRNAypTpoyrvlGFy+eff25vv/22Zc+e3YUwmm6loEp9UxTq6FyCaUM6D/WhCSpSEtO4n376aZJja//hFM4kJfz6B9dT7104VdUoXAoPxFLyvgEAAAAA4EumDF4UCIimySQOE1RVoukyqiDRdJ/E9JhCkLSg4CTcP//84+41DUe9RjRdRtOO1OA3qEhRQ9hgOpQCHx1n4vNQlYgqQ8KrblJLlR/lypVzvVuSoqlJUr58eRemKLD59ddf7ZNPPnHTuHSNFb6oR0q3bt3cTddX/V4U1KhfjaZkJdVDRWMrlNF5p4VgupL6xGjKVUBVTwp5gookAAAAAAAymkzZXFeBhCon1IA1nKbEKBDQtBaFLwoRNKUnoEqX2bNnW7169dLkOBJPWdJ4qiJRU171g1GYoSa5QeiiY/n222/dz3pO1R6aUqPpSeENYjVVR4151Q8mqGRJLU310fQghRJa0Si4aaqTghPt9+OPP7ZGjRq5MEq/63n1pNEUJjW41bQlTZ9Sn5ygwkf9WNRbR1Umas6b3NiabqXKmPCxVV3z0UcfHde5yIcffpjg8RkzZrhrmlbvJwAAAABkaWpxkRFvWVymrHhRRYkawqp5qxrYqneIVvlRpYaCDlVhqN+LGubqphWKVB0xfvx4t/ywwpm0oPE15Ud9VNR898svv3RNfSWoVlGT3Pbt27ug4vXXX7fffvvNPa5QQ8epJavVY0WNY7WdKjhUpaJ+K1o2OZgWpZ4tCkT0WEpo6WiN95///Mf1ulEgpF4oam7brl07NyVHjYIVXGh8VbSoykUrKq1YscJVq+jaqqGvGhFrWo9CIvWG0XkrsEmuwa561mhVI+1TFT/az9SpU11Qosa+qaVmwWqArJWK1PRX1TTLli1zx6VlsLW0NAAAAAAAGVGmDF5ElRnq4fLGG2/Yyy+/bKVLl3Yr3ChkEYUxelwr7Nx9992uQkYr92haTeXKldPkGNTYVb1PtLSypu4MHz7c9UcRhQNaAlnHoEoY9SfRYwoLFA5pKpIawqqJrl6vxxUIqUJFVSZaUUnTkBSG3HDDDa7/ypw5c9z0npRQsKIKEwVBuin40TXS0tJavjqoYFFYpVWetMS1mhLrPLRss8IZ6d+/v1vy+dVXX3WrLGmalo5b1zQ5qnTR2Nqv3hNV8yg00u8XX3zxcV1rHZOmRSnAUQWOVjRSqKNrFt5AGQAAAACAjCQqPnyOC1Lku+++cxU3ClW01DKyll3fp3461PGIj/YTGMUc2ONlnLhsOb2Mk337Ji/j/P3mNC/j5C76b8+qSCtw1mlexolOoll5JBxY+5eXcXKGrbAWSbFFS3sZJ9ua/3oZJ75EGS/jRO2P/J9vsy57znw4re3/ephFUq6Cub2Mc8ql/642GGmrJyWchhwpZR/4d+XMSDuUI+lFB9Jarh0bvIxzOHd+L+NExR70Ms7OKW94GSd73oSLaERK3orlvIxjp1f1MsyBb7/yMk7hB0ZbZrZ/1muWEeVq2cWyskzZ4wUAAAAAACAzIHgBAAAAAACIkEzb4yU9qVfL8uXL0/swAAAAAABABkfFCwAAAAAAQIQQvAAAAAAAAEQIU40AAAAAADgJxEdFpfchnJQIXoB0WuY5NnseL+NEHzrgZRzz9If44XwFvYxTpEp5L+PsXudneeyo3H6WkLWCRbwMk+PwYS/jWLbsXoaJy+5nOXbLkzdL/Tkan6dAllnm+ffpa7yMc8ZVFb2MYwULexkmT9Gs9ZmOzZY7S/2Z4+u6Hc6Zz8s4haqf4WWcnb/9nqX+bhCbt5CXcXKV97Q8NnAcmGoEAAAAAAAQIVS8AAAAAABwMoii9iI9cNUBAAAAAAAihOAFAAAAAAAgQghecIT4+HiuCgAAAAAAaYDg5STXuXNn69ixY+j3KVOm2MCBA9P1mAAAAAAAyCpornuS69evX4LfR40aZU2aNEm34wEAAAAAICsheDnJnX766el9CAAAAAAAH1jVKF0w1SiVvU8mTpxobdq0sZo1a9oFF1xgY8aMsbi4uNA2S5Yssa5du1rDhg2tbt261r17d1u+fHno+e+++84qV65s8+fPt1tuucVq167ttn300Udt7969qRpr5syZ1qlTJ6tTp45Vr17dWrdu7V4TuOiii6xHjx5HnMf111/vbomnGrVo0cI2btxo06ZNc8f466+/Wo0aNY6YenTo0CFr3LjxUackbdiwwfr06ePOrVatWm68H3/8McE2GmPkyJF21VVXuXEGDRpk7777rlWtWtXeeecda9asmZ199tnumspHH31k7du3d+fbtGlTd822b98e2t+IESOsVatWNnr0aDeujnHz5s3HfF//j737AI+i+v4/fhNC6L1K/SIiXSkCAtIVC4gFG6JYQRBBQRFQERURGyggiohYwY4FpIlKUZpUGyBNkA7SpLf9P+/Lf/a3CZtGZm8Kn9fz7JNkszt3ZnaTnTlzzrkiIiIiIiIikaLASwq88sor5rnnnjONGzc2I0eOtAELAgdDhw61vyeYcsstt5jjx4+bgQMH2hsBCO5bvXp1nGX16NHDBksIptx5553m008/tWU+yR1rxowZpmvXrqZq1ao20MDvSpcubZ599lmzcOFC+5hrrrnGzJ492/z333/B5W7ZssX+nt/FxzIKFixomjRpYnu9VKhQwQYyJk6caE6cOBF83MyZM82uXbtswCSc3bt3220m0PLYY4+ZIUOGmGzZspkOHToEgygeto2AEWMTZAJjvfXWW2bAgAGmb9++NhDDNrLPCEINGzbMbvvUqVNt4OjQoUPB5W3evNkGpAYPHmyfW6RIkZS8xCIiIiIiIiK+UqlRMhG8GDNmjM0w6d27t72PXihkXCxatMj+zMl+qVKlzNtvv22yZMli7yMzg+DFq6++aoMLnuuvv948+OCD9nsyM+bOnWt++OEH06tXr2SNtWbNGtOmTRvz+OOPB5fpZc8sWLDAXHTRRTa4QpBi2rRpNlMEBFEIglx55ZWnbSMBjqxZs9rgC8sCwZVvv/3WzJkzxzRq1Mje99VXX9nfly9fPuy+evfdd83OnTtthkqZMmXsfU2bNjXXXnutDSixfzxkr5Ah5Fm+fLn9SqZQs2bN7Pd79+61ASrWJbQnzfnnn2/at29vPvvsMxvUAUEv9hn7QURERERERP5PICpKuyMNKPCSTGRvUGJDECUU5TSgTOi3334znTt3DgZdkDdvXhtAIKgSijKkUMWLFzcbNmxI1li455577NcDBw6YdevW2ecyPo4ePWq/lixZ0pbqeCU6mDBhgmnRooXJnTt3sraboBDLIdhC4IVsFrJt+vXrl+BzyPwhKFKiRAkbCPGQSUNQhvWLjY2191WqVCnsMipXrhz8nv3Bc1q3bh3nMQSXWDcCTV7gJf5zRURERERERNKSAi/JRMABhQoVCvt7slToyxKutKVw4cJxyn2QI0eOOD9HR0cH+7ckNRYo9SH7g7KaqKgoU7ZsWRuIAOvhIeuFXig8/t9//7X9ZkIDOElh2WTnUPqzf/9+mzETExMTLAsKh/Vfv369LYNK6PfFihWz3+fMmTPsY0LvJ+PF24/xcd++ffsSfK6IiIiIiIhIWlLgJZnIXAEBjFA0o127dq3t10KQIlwzV+7Lnz+/b2PVrl3bPPLII7ZvDCVJZM9QPkSvE3rFhKJ/Cr1S6IdCvxkCFTStTQkCL/Sf+fHHH232TMuWLRPNmMmTJ49dR3qshFOgQIEUjZ8vXz77lfIl+s7E37f0fRERERERERFJj9RcN5k4uaf/CRkmocaOHWseeOABG/gg+DJlypQ4jWjJdKE0h0CEX2OBXi+UIlEKxNiYNWvWaRkvBEgoLWJZrBvlOqGlUPGF+x0lQ/SY+fjjj23ZD4GYxNStW9eWP/3vf/+zsxV5N3rNfPjhh3bbUoJZkShNItsmFE2Caaabkn0rIiIiIiIi4pIyXpKJhrP0EaFHCWVCBDyYoYeME2bYITBACQ+9V7gx2w59WkaNGmUOHz4cDJj4NRbBGZre8pX+MEuWLDFvvvmmzboJnZbaKzfq0qWLDQjR4DapbJs///zT9k1h2dmzZ7f309j2oYcess2Dk2pcyyxNX3/9tbnjjjts41wyXL7//ns71XX37t3tOqYE2UKdOnWyWTdsO4GkjRs32hmeypUrF+xfIyIiIiIiIomIUu5FWlDgJQWYcYgeLh999JF55513bCbIo48+aoMsIEDC/cOHDzc9e/a0mR30XRk0aJCpWLGir2M9//zztoSIG8guefrpp80333wTnPnIQ2kRwRwCIEk1niVQwvoSPGJcr28MjXHpQ0O2S1KBE/q3MB01szyxTgSemN2InjTM1HQmunXrZsukyJhhFiOCMZQ8McV0rly5zmiZIiIiIiIiIpEWFQitSxFJAGVCZLzQ58VrjJtZ7Vs01ck4x7O6aQIce/BUs+ZIC2RxE8eNPnbYyTjHf/7RyTj7N253Mk7BeqemiI+0qIKnNxiPhMCu0/tpRUJUoaJOxjlauJSTcWK3rHUyzsm8CTeHz2jWD33LyThrvzk1s2GkVbihnJNxytx7ZhdaUmrbJ+OdjFOgc1cn4xzOnrI+eGcq577NTsY5GZvDzThRCZfR+yl28Qwn4+xb4eZ/db6a4SfC8Nvx82s6GSfmryVOxslxa/g+lhnFwVlxe4KmFzkb32QyM2W8SKLoDcM01WSwXH311Zk+6CIiIiIiIpJppbDtg/hDBV6SKJrX0muGEqWEZikSERERERERkfCU8SKJoskvNxERERERERFJOWW8iIiIiIiIiIhEiAIvIiIiIiIiIiIRosCLiIiIiIiIiEiEqMeLSDyxG1c52Scny1ZzMk7MP262x2TL7macQMDJMAf2/OdknKhoN/Hvg6vXORknV7WcmWra6uNr3Pz9ROdzsz1H/1rpZJzY0qWdjGPyFYz4ENnz5chU0zyv+tzN/4Iy9zoZxuQu5WbK99gta5yMc7B8PSfjxGx28z4wOXM5GeZYwXOcjBMVG+tknJwl3byvD63928k4ptolTobJWqykk3EyPEfHnhKX9rqIiIiIiIiISIQo8CIiIiIiIiIiEiEqNRIRERERERE5CwSiotJ6Fc5KyngREREREREREYkQBV7kNAFHzUtFREREREREMjsFXjKp+fPnm4oVK5o5c+ak6HkjRowwo0ePjth6iYiIiIiIiJxNFHjJpKpWrWo++eQTc8EFFyT7OcePHzfDhg0zhw8fjui6iYiIiIiIiJwt1Fw3k8qdO7epUaNGWq+GiIiIiIiIyFktOr30FPnggw9Mq1atbIbGpZdeat544w1z8uTJ4GN+//13c++995p69eqZWrVqmfvuu8+sXLnytNKaefPmmY4dO9qgA4998sknzcGDB1M01vTp082tt95qatasaapVq2auuOIK+xzP5Zdfbu6///7TtuO2226zN88PP/xgbrjhBjtO/fr1Tf/+/c1///2X6L64/fbbzSOPPGJGjRplGjZsaLe1S5cu5p9//onzuOTuD6/UaPjw4eayyy4zs2fPNtddd52pXr26ad68uRkzZkycLBm89tpr9rk4cuSIXe+mTZvafcEyXn31VZsdk5jVq1ebzp0723VjP7J+a9euDf5+48aNdox3333XXHXVVXYfjR07Nrier7/+ut029tuOHTvMiRMnzLhx48zVV19tLrzwQrs+L774YpzsnD59+pg77rjDPP3003ZcXtujR48mup4iIiIiIiJnjajo9HnL5NLFFr7yyivmueeeM40bNzYjR4407dq1syf/Q4cOtb8nmHLLLbfYk/2BAwfa29atW+19nOCH6tGjhw0QEEy58847zaeffmr7liR3rBkzZpiuXbvaIAQn//yudOnS5tlnnzULFy60j7nmmmtsACM0iLJlyxb7e36HSZMm2eAMzyWYwHpNmzbNBoWSClrMnDnTfP755+bxxx83zzzzjFmxYoXp0KFDMICUkv0RigBGv379zM0332wDOwSnXnjhBTseCGyAYBFlSmDZs2bNssEggjQEbd588017S8j69evtumzbts0MGjTI3nbu3Gn3NfspFPv9rrvuMoMHDzZNmjSx923evNkGv7ivb9++pkiRIjaAxroQLOJ1ad++vV1fgjuhzYB5DTZs2GBf80cffdTExsYmuq9FREREREREMnWpEcELTujJMOndu7e9r0GDBmbPnj1m0aJF9mdOwEuVKmXefvttkyVLFnsf2SBe9gXBEc/1119vHnzwQfs92RJz5861mSe9evVK1lhr1qwxbdq0sUEPj5c9s2DBAnPRRRfZ4Aq9UAiktG3b1j5m4sSJJlu2bObKK6+0gQCyMXgOgR4PGR433XSTmTJlimndunWC+4QAyxdffGHKlCljfz733HNtwGP8+PE2oyYl+yPUoUOHbKDDC3DUrl3bBjjYP9xHJgmKFy8eLFP65Zdf7D7y1rdu3bomZ86cpmDBggmuP4GmmJgYm82SL18+e1+jRo2C2UUEk0Kzh2688cY4zyegxOvD/gPBJAJRvK5ephHbW7RoURtcYf1btGgRfC4ZL+wfEREREREREXO2B16WLl1qjh07ZoMGoR5++OFgEOK3336zmQ1ekAF58+Y1zZo1syfdoSgxCUUQgQyI5IyFe+65x349cOCAWbdunX0u48MrWylZsqSpU6eOzWrxAi8TJkywJ//0VqGkhswOlhWa3UIWDdkbP//8c6KBF4IeXtAFVapUsZkzBH4ILKVkf8RHsMVDNggBFAIyCSF4RQkQGTUETwjQkEmUGDJyCNDkypUruP0EpVjWTz/9FOexlSpVCruMypUrB79nuxF/n1EuRkYMv/cCL3ny5FHQRUREREREJIzAWVDWkx6leeBl9+7d9muhQoXC/p4sFTJICFjEV7hw4dN6puTIkSPOz9HR0cH+LUmNhV27dtmeJmSCREVFmbJly9osF4SWtJD1QvkLj//3339tfxUvgOONQ3kSt/gowUlMsWLFTruPdd67d2+K90d82bNnT3D/hEPfFIJX33zzTbBsiGDJY489FsxIiY/tnzp1arBnTKisWbPG+ZngTDhk1XjYbm/7QpFVU6BAAbNv376wzxMRERERERExZ3vghUwNEMCIH5wgc4R+LQRA6E8SH/flz5/ft7HIBqGXCaUtlCSRPUOmBhkh9IoJRcPdAQMG2AAD2SAEBS655JI44xCIIcsjvoSCDR5Kn+KjRwqlQGR0+LU/koOsmE6dOtkb+4l+L/TGeeCBB2zmTrgeKqwjQRma//rBK1diH4RmApG9RJCH4IuIiIiIiIhIepTmeUbMZkMWBBkmoShv4eSewAfBF/qiMLONh8wOGuGGls6kdizQ64VSJAImjA2CDfEzXigporyFZXk9W7zSH3qykKHCzD3MHuTdCBrQ82XZsmWJrueSJUviBIeYwYhl0deEjA6/9kd8oaVLIODUsmVL20vGy8ShHws9csgy2b9/f9jlUGZErxwyY0K3n2a4lGelFMvz+uiE+vbbb+0+SM02i4iIiIiIiGTqjBd6jDBjD41YKRMi4EGggYwTZhcio4LMEfqlcGO6ZTIdmJWHqYS9gIlfYxGc4YSer5TYEARhBh+yTEKnpfbKjZjqmZP/a6+9Nk4Ag1mMmEGI7wnQ8FwyRegbQ5lOYgh4MPsRy6bXDMGa888/306lDL/2R3xsI9kqixcvtk11KbGivwzNeinroe/Kpk2b7P67+OKLE2ywSwNcZjUiS4bZh9jXNAtmvzKLUkqdd955trkwMxUxvTXZNMuXL7frRa8dppYWERERERERSY/SPPACZhyiZ8lHH31k3nnnHVOiRAk7Ww1BBRAg4X5my+nZs6fNWiEoQL8RZgryc6znn3/elhBxw//+9z87Sw49TryZjzyUFhF8oNQltBksyAwhK2b06NF2Rh4yVSgVYrkEEhJDc12mu2ZmJbJsCNyETo3s5/6Ij2APASICP2Sn0KOGmZDee+89s337dlvKxPowbkLIdCG7hRmWWG+2oXz58vZnZn06E0wlTb8dAjhk4DCjEUEdAk3xM3VERERERERE0ouoQGj9jKQ5AkDMBERgSNLG4a9fczNO2WpOxsm+Km7AMGKyxW3cHDGO/mXtW7DQyTjHDx5xMk62AnmcjJOr2ulNtSMiZ+K9svxyfO1qJ+OYWg2cDHNyTuIz3/kltnRpJ+OYfOEzL/205eMvjQvHDp2aOTHSVn2+zsk4LaY87mScAz/HnS0xUnLVjjtrZqTsKR9+4gK/5f/zVBl9ZvlffazgOU7GiVm5xMk4x/6N248yUo7vP+BkHNPmNifD5Nzh5v9b9hYdTEa2f/4Ekx7lrnequiOzSvMeLyIiIiIiIiIimZUCLyIiIiIiIiIimbnHi/yfDz74QLtDREREREREfBeIUu5FWtBeFxERERERERGJEAVeREREREREREQiRIEXEREREREREZEI0XTSIvEsWbXTyT7JF73XyTgHArmdjBNl3EzzXHbPUifjRB13M7XridicTsY5kj2/k3HyLJ7mZJyogoWdjHOiQFEn42TZuMbJOCeLl3EyzqECJZ2Mk2v53MgPksVRO7x8BUxm8v0VA52M0+KL7k7G+b3irU7GyZbFzWfP8UAWJ+MEAlFOxsmbZZ+TcXKc2O9knBNRbv7vHIp2c4xY9rcvnYyzp1IjJ+MUr1TTZGT/LfjWpEd56rYymZkyXkREREREREREIkSBFxEREREREZGzQVRU+ryl0rx588zNN99satSoYZo0aWKGDh1qjh8/nuDj+d27775rWrVqZZ9z6aWXmkGDBpn9+yOT2abppEVEREREREQkQ1q2bJnp2LGjad68uenatatZsWKFGTZsmA2iPP7442GfM2TIEPP++++bTp06mTp16pi1a9fa5yxdutR89NFHJjra3xwVBV5EREREREREJEMaNmyYKV++vHn11VdNVFSUady4sYmNjTUvvviiuffee02xYsXiPP7QoUM26HL33Xeb7t1P9QqrX7++KVCggOnRo4eZP3++/dlPKjU6iwUCbpqhioiIiIiISDoQFZ0+b2fo6NGjNlBy2WWX2aCL58orrzQnTpwws2fPPu05+/btMzfeeKO54oor4tx/7rnn2q/bt283flPg5Sy1cOFCm1YlIiIiIiIikhH9888/5tixY6ZcuXJx7ifLJXv27GbNmtNnjuR3/fv3N1WqVIlz//Tp0+3X888/3/f1VKnRWerjjz8O+yYUERERERERcalFixaJ/v77778Pe/9///1nv+bOffr06Lly5TIHDhxI1vhLliwxo0aNMs2aNTOVK1c2flPGi4iIiIiIiIhkOCdPnkz1MihVohdMqVKl7MxGkaDASxL+/PNPc/vtt9tOx0wz1a5du2Cd2OrVq03FihXN2LFj4zxn165dplq1avb+jRs32sdMmjTJPPDAA3YZDRo0MCNGjLBdlp944glTu3Zte98LL7wQ7Ltyps/z6txefvll07RpU7seTJH15ZdfBn/fp08fM2HCBLNp0yY7xvjx44PjMaXWVVddZS644AK7/kltX0LYN507dza1atUyNWvWNPfdd5/tFO1JaLzhw4fb+rzXX3/d1KtXzzY12rFjh63PGzdunLn66qvNhRdeaLeNZkmHDx+Os1133HGHefrpp+24TAnGvhAREREREZH06/vvv0/0lpC8efPar+EyW7gvT548iY7LufA999xjypQpYxvu0mA3EhR4SQQBDl4Edv4rr7xigwLUiRFQoJbsvPPOswGRr776Ks7zCGow/VTr1q2D9z355JO2Wc8bb7xhgwl0Xr7hhhtMlixZzGuvvWZatmxpxowZY7799ts4yzqT53Xr1s0GMQgY8byLL77YBiW8QMn9999vLrnkElOkSBHzySef2CCGh/nO77rrLjN48GA7/3lyty/U+vXrzS233GK2bdtmI4bcdu7caYNWW7ZsifPY+ONh8+bNtr6O+/r27WvXk/0wcOBAO0UYQZn27dvbQAyvRWjQid41GzZssAGqRx991HazFhEREREREWMCUVHp8namCJhwbsw5YCjORblIz2xHCeFclPNNLvh/+OGHpnDhwiZS1OMlEfRAIbujQ4cO5qKLLrL3kekxcuRIc+TIEfszQRCyT8jm8LogE6gg2yJfvnzBmjMyU3r27Gm/r1Chgpk4caLJnz+/zc4AwRECGosXL44T0Ejp8+bMmWNmzJhhs2CuvfZa+5hGjRqZ48eP2+m12rZta9+cBJMIShBYwcGDB+3Xyy+/3HZ49iS1feEQoIqJibHZLN5jWAeeQyDomWeeCT42/nhgXXv37m3/ALzsmc8//9w8+OCDNmiEhg0bmqJFi9rgyg8//BCsCeS57BvSxERERERERCTzio2NNXXr1jXTpk0zHTt2tAkCmDx5sj0n5Xw5HPq5cEH/+uuvNwMGDLCPjSRlvCSCQAdRry5dutjgAy9e1qxZbVSMbBdvmqqcOXOar7/+2v68cuVKW57ECxiKchuPF0mjvMbD1FcEKZjaKjXPmzt3rv1KZghBCO/Gzzzm119/TfQNUalSpTg/J3f7Qs2bN8+++Wlm5I2fLVs2m7Hz008/JTqeJ7Sh0YIFC+zX+Bk2lFAR3fR+D1LJFHQRERERERE5O9x///32HJXKj5kzZ9qgCq03qLgoUaKEbT+xdOlSs3XrVvv4v//+22a7kFhw0003md9//93+3ruRfOE3ZbwkgoAD5SxkuHz33Xfms88+s4EXsjSYfop6MronM/83gYmHHnrI9lLhxSVTJVS4Lss5cuRI8gVK6fN2795tv9KTJhxSrhJDsCT++MnZvvjrMHXqVFO1atXTfsf+S2y80H3v2bt3r/0aP/WLqCSZO6HBqtDniYiIiIiISIiozJd7UbduXdtqgrYcXbt2teeNnTp1st9j+/bt5uabb7a9UwnOcG5PcgBVHbTIiO/ZZ589rSojtRR4SULZsmVtjxK6Jf/xxx9mypQptqcKQReCL145Dk15KPchK4ZsEC/FyTUyPuhDQ41aOGeSDZLS7WMdKBOiM7QfvHIl+sRQJuVhvnaCPJFqgCQiIiIiIiLpX/Pmze0toXNgKjc8lCRxcynzhbt8RJCBmjBm1SHQUL16ddOrVy/boIcGsB5mFypXrpztoUJGSWJlOC6ifTQRIoLH+no3mgHTe+XQoUP2cZToJFdKt491oD8OZUSh60D2ELM0nck2gf42oWgozGxHrJ+IiIiIiIhIeqSMl0QwJTEn9vR4IVWJLBemkl61atVp2Rxkhbz00ks2SFC6dOlIv24JYmYgyoxIoWK96UWzfPlyW8NGbxjKhMC2kEFCDVxoP5WEpGT7qLEjZYt9xuxDlEZ98cUXNlBC09+UYhuuu+46mz5GU2OyadgmZnViW0NnZRIRERERERFJT5TxkohixYrZsiJKXfr162fTkQi8MK2xN2OQp1mzZvYrswalJTJzaCZEI9q33nrLTofNfOQEQujaHBpIIQhD3Vv86aLDScn2kelCdgv9XJh1iFo6pvciYyb+fksu9jnLIXhDQIepsQnqjB49OkXZOyIiIiIiIiIuRQUCgYDTETOpd955x06VPGvWLNtjJbPJ7NsXasmqnU7GyRd9qmlwpB0InN6gORKijJt/JWX3LHUyTtTxo07GORHrpiH0kez5nYyTZ/E0J+NEFYzbbDtSThQo6mScLBvXOBnnZPH/65MVSYcKlHQyTq7lp2byi6gsjpKD82WufmXfXzHQyTgtvujuZJzfK97qZJxsWdx89hwPuLloFQhEORknb5a4s4JGSo4T+52McyLKzf+dQ9FujhHL/valk3H2VGrkZJzilf5v1tmMaN/i70x6lLfWZSYzU6lRKpEt8tdff9kMj7vvvjvTBSUy+/aJiIiIiIicLQLGTUBU4lKpUSrRHZmyF0pxOnfubDKbzL59IiIiIiIiIpGkjJdU6t27t71lVpl9+0REREREREQiSYEXERERERERkbNAIEpFL2lBe11EREREREREJEIUeBERERERERERiRCVGonEkyP6sJN9EnvikJNxTmZxE189adxMTRmzf7eTcU6u/N3JOLG5cjkZJ2vZCk7GiSpSzMk4/05yM211vnbtnYxzsqib6ZcDWdz8nTpz8kTEh1j38RTjQs5Cbv4X5C5VNFNN8/x922FOxjlvRRsn48REHTOZyYmAm1ONwvvWORkn+3o3xwbGUSnIsXPKORnnvwr1nIyT7cu3nIxj+r7uZhzJVJTxIiIiIiIiIiISIQq8iIiIiIiIiIhEiEqNRERERERERM4GmtUoTSjjRUREREREREQkQjJ04CUQCKT1KoiIiIiIiIiIRD7wsm3bNnPHHXeYCy64wNSpU8f8/fffJpIWLlxoOnXqlOLn3X777aZdu3Ypfh7P4bme5s2bm0ceecRkJBUrVjSvvPJKWq+GiIiIiIiIyFnDtx4v7777rvnll1/M888/b4oXL25KlSplIunjjz82a9asMWnltddeM7lz5zYZySeffGJfGxERERERERHJYIGXPXv2mEKFCpk2bdqYs0GVKlVMRlOjRo20XgURERERERGRs4ovpUaU3YwfP95s377dlrP06dPHbNy40X5PJsxVV11lS5DGjh1rHz99+nRz6623mpo1a5pq1aqZK664wnzwwQdxlnngwAHz3HPPmSZNmpgLL7zQXHfddWbatGn2dyx/woQJZtOmTXYMxgZjPvroo+aSSy4xVatWNfXr17c/79q1K0Xbw3K6du1qateubRo2bGi3Idw2e6VG3rZOmjTJPPDAAzbA0aBBAzNixAizf/9+88QTT9hlcd8LL7wQpzfN0aNHzcsvv2yaNm1q90WrVq3Ml19+GWcsSpwef/xxM2bMGDsuj2N/zJ49O/gYlkkZ0aWXXmp/z34bMGCA3Y8JlRrxej322GN2bF6ftm3b2tcmFM/56KOPTP/+/U29evXsa9GxY8ckS8lOnjxpRo8ebVq2bGnXh/V6++2342w7ryPlaU8//bSpVauWfQz7gzHJKLrhhhtM9erV7f4BY3bv3t2+vqwH+4WSs9DXLaH3nIiIiIiIyNkuEBWVLm+ZnS8ZL5wkv/rqq+a3334zb7zxhilYsGDwd0OHDrUn9/nz5zeVK1c2M2bMsEGNDh06mG7dupkjR47Yk+Nnn33W/v6iiy6yJ+333nuvWb16tX1MhQoVbKDlwQcfNKNGjTL333+/2bFjh1m5cqUdu0yZMubQoUN2mQUKFLBBgjx58pglS5bY32fNmtUMHDgwWdty8OBBe0KfJUsWG7iIjo42w4YNMxs2bLCBosQ8+eSTNqDUvn178/nnn9vnsd4ELFiPqVOn2uAJQaHWrVvb57B9CxYssAGb888/3+4fAhKsB8vx8NyyZcua3r17m2zZstn9ynNmzpxp9+1bb71lxo0bZ3/P49g3L774ot0vBLDi27lzpw1ssG8eeughu98IYPHaUC5GYMczePBgG8ghAPLvv/+aQYMGmV69epnPPvsswX3Bvvv0009tkIaeP4sWLbLL4fkEwzwETmJiYmyQ6r///jOxsbH2/pEjR9r1Yv8ULVrUvhduuukmu20EoVhvgnUEbgjwEGRL6D0nIiIiIiIikqEDL5TdEGzhZNgrZyH7AJdffrm58cYb4wQQKEfi5NnDcwhOEIAg8EImx+LFi23ggueDE2uWOW/ePNOoUSMbKOAk3RtvxYoV5pxzzrEBlv/973/2vosvvtgsW7bMLje5yDbZsmWL+eqrr0ylSpXsfWROkLmRFDJaevbsab8nWDRx4kR78k9Gh7c+BGLYNgIvc+bMsYEWsmCuvfZa+xi27fjx4zaQRQZK9uzZ7f1kghC0yZcvn/05V65c5rbbbrPLILuDbSSgQzAFBDt4DBk34bzzzjs2E2jy5MmmdOnS9j6CK3feeacN2Fx99dU2IIJzzz3XBk08vA7Dhw+3wZvChQuftmwyU8iSIWhCIAdkDrEtbBeBLV4rsK3sn/g9gQhyEXzzEITh/fX+++/boBrI1GE/sr6hWULx33MiIiIiIiIiGb7HS0K84IXnnnvusV8pgVm3bp3NJCFTxgsueFkQZJy0aNEiznM56U5sHDJnyJbhxH/9+vU2S2Lt2rXB5SYHY5coUSLOevMzJS9JCc2I8QISBG08UVFRNnCyb98++/PcuXPtV8qHCEB4+Jnmwb/++qupW7euva98+fLBoAu8JrlkxniBKQIQt9xyi2nWrJkNooRmrcRHoIZ184IuHoJiffv2tfvO2wfxM328scmmCYfgGCVFvH6h28XPBHD4vbduBFHCNWKO/75hfRs3bhwMuoDAEKVZZBORLZPQc0VERERERIRSI98mNpb0FHgh6yIUWRaUAtFLhEAEpSNkucDr/7F7926TN2/eYMZFcpHFQYkKjX4JfJABkiNHDnP48OFkL2Pv3r02mya+IkWK2PVKTLhZjhg/Id7yyE5JaIpuj5f54mHfhe6zu+++2+5rSpzIKhkyZIgtwXr44YdtD51w2xkuQOEFjEIDGfHHpvwKBLkS265rrrkmye3KmTNn2MfEv5/1DZddE25947/nRERERERERDJt4CU+GtKSTUHZDA1V6VdC5gT9QDxkNZAVQrZEaPCFciKyV0KzSDyU8NCbhFIfyky8PjP0hUkqYBKKoAtZMvGlZBnJxXYS1Pjwww/D/j4lU3ITiCHbhRvr+vPPP9veJwReyFgpVqxYnMeTPUOpUHz0zkG44FNyETTzAmGhGSoeerakVFLrS0lXSpsoi4iIiIiIiESa8zwjmqxedtlltjSGoAtmzZoVJ3uDDJgTJ07Y/iehnnrqKds4FZQixV8uWRL33XdfMOhCORP3J5SZEQ59WOjxQm8YDyf8XjmUnygjIhuHABOlTN7tn3/+sT1UEirlCYeACw2KvaAJvU86d+5sl83sRfGRZUMpE2OF+uabb+z+K1eu3Blvl5fBRCAkdLvYVrJxvGBJSrC+vE9CM1t4j3z77be2x1BCmTMiIiIiIiIiZ1XGC9kqnCzzlV4hzDz05ptv2owNr18JTVPJ0qABL0EDmuXyHIIfZFF4WRUERJjVh5lrWB4NXcl6occJz2P6Yh6TktITymPee+892xiW7BnKh15//fU40yD7hT4sBBQYq0uXLua8884zy5cvt8EltofeMsnFdNVMo0zQhcAHswfR+4QASriZfe666y4bZKGZLuPzvK+//tr2X2FGoviBrZRgSmd6xVBStnnzZrstBHiYyprMFGZvSilmcCLwwsxVnTp1skE7ZjViuZSXiYiIiIiIiKRHzgMvBEY4secGgirMakMQgOwUcNJPmQyNWJlmmMwVTtaZStprNsvsPcx+xKw53bt3t9MWM9vOF198YadVprSGwAbTO/fr18+WKSWn6SozJRF4YQpmMkhYl5tvvtmULFnS9o7xE71S2CZmb2I6aIJElOGQvUKgISV69Ohhy5YInhCIINjETEKUdoXrlUPPGgJV7GO2lWm9CZgQrCEjKbWYcpptY8ppto/ADs11Kf3ypoxOCWaJ4nWldw1TRYOADq9VQj1yRERERERERNJaVCASqRwiGdiKNaemQo+03Cf8DeQl5HAWN82GT5ozz5JKidL//OxknJMrf3cyTrSjZtCBshWcjBN98NSsbZH276RpTsbJ1669k3Gij5zK+Iy0QNaUB77PxOG8p2a/i7Rcf/wU8THWffqdcSFnITf/C3KXSnmftTORq8aFTsb5vu0wJ+Oct2K6k3Fioo6ZzOREwM013qL7VjsZJ/t6N8cGxtGsM8fOOfPWAilxONfpE2REQsw37zkZp0Df101Gtuu3yH92nomC1S8xmZnmkhIRERERERERiRAFXkREREREREREMkuPFxERERERERFxL+ColE3i0l4XEREREREREYkQBV5ERERERERERCJEgRcRERERERERkQhR4EVEREREREREJEKiAoFAIFILF8mIphaq6mScJu93czLOzA7DnYwTHRPlZJyLJ7zgZBwzf4aTYfat3uBknH9XbXMyzv+efdzJOHOimzgZp+qodk7G2fHQKCfjFB3exck4R/YecDLO2ofHR3yMi4/9aFwIRGdxMk7sljVOxvn9vJudjJMnZr+TcVZXutTJOC2+fMjJON9f96qTcaKyujk2aDRjsJNxsvy50Mk4x3bsdDLOlgUrnYxTukdnJ+McyF/GyThFq1xkMrKdv8816VHhavVNZqaMFxERERERERGRCFHgRUREREREREQkQmIitWARERERERERST8CUcq9SAva6xKHWv6IiIiIiIiI+EeBF7E2b95sOnXqZDZt2uR0j7Rr187cfvvtwZ+bN29uHnnkEb0qIiIiIiIikimo1Eisn3/+2cycOTPN98Zrr71mcufOndarISIiIiIiIuILBV4kXalSpUpar4KIiIiIiIiIb1RqlEauu+46W9oTqlWrVqZevXpx+qw89thjpk2bNsGfJ02aZNq2bWtq1qxpGjZsaJ588kmzZ8+e4O+HDx9uLrvsMvP666/bZdWvX9/s2LHD/Pnnn7akp06dOqZGjRq2xGf27Nn2OePHjzdPPPGE/b5FixamT58+Ydd5/vz5pmLFiuaTTz6xJUGsw/fff29/99lnn5nrr7/eLvuCCy4w11xzjV3XUBs3bjRdu3Y1tWvXtuv+7rvvnjZGaKkRj2c8lh2K3/M4zz///GPuu+8+c/HFF9ux2bfffPNNsl4HERERERERkUhSxksaadKkiXnvvffMsWPHTNasWc327dvN6tWr7e9WrlxpKlWqZL8nOEKgBQRThg4dam699Vbz0EMP2YADPy9ZssR8+umnJkeOHMF+LdOnTzeDBw82u3btsvffc889Nujyyiuv2MDOmDFjTOfOnc2UKVNM06ZNbeDizTfftKU+BDsSM2zYMBuoYd3r1q1rxo4da5599lnzwAMPmN69e5u9e/ea0aNH2wDJhRdeaEqWLGkOHjxoAz9ZsmQxAwYMMNHR0XY5GzZssAGcM3Xy5Em77oUKFTLPP/+8yZYtm/n8889Nr169zDnnnGO3WURERERERIwxUVHaDWlAgZc00qxZM/PGG2+YZcuWmYsuusjMmzfPFCtWzJw4ccIsWLDABl5WrFhhAzJkdxDM4PE33HCD6d+/f3A5559/vmnfvr3NCunQoYO97/jx4zYAQsYLGIMADL9nLFSrVs2MHDnSHDlyxJQuXdreULlyZVOqVKlE1/2WW24xV155ZfBnAkB33nmnzWbxEGwhA2bhwoX2+y+//NJs2bLFfPXVV8GgEtkpLVu2TNV+ZLvWrFljgy8EkECwpUiRIjbIIyIiIiIiIpKWFHhJI9WrV7dZGnPmzLHBkLlz59pAyaFDh2zghSAJzW4JIPDYWbNmmaNHj5rWrVvHWQ7PJbDhPcdDAMVToUIFU7hwYdOlSxdz+eWX2zKfRo0amb59+57RuocuG15p0r59+8zatWvN+vXrbVkSWGcQgClRokQw6AJ+ZttSg31I8ImSK7KDLrnkEtO4ceMEy6VEREREREREXFKPlzRCqQ0BAgIvIOOFwAulO7/88ostByLYQhZHVFSUzXgBAZT4uI+gR6icOXPG+X7cuHHm0ksvNd99950tU6IfysMPP3za85IjdNmgXIiMFzJNbrvtNvP222/bMqRQrH+BAgVOWxaBpdRg31A2RSYQwR4yfQi+kAFDyZWIiIiIiIicEjDR6fKW2WX+LUznfV5+++03s3z5chskIPDCjWa5ixYtMkuXLrUlSciXL5/9unPnztOWQ/PccEGNUGXLljWDBg2ymTX0QLnjjjts81t6vqQGPVZoEsx6Ue5Evxka2xL4CMX6/fvvv6c9f/fu3YkGVUD5VSj6xcQP3vTr189mvEycONF0797dBrKeeuqpVG2biIiIiIiISGop8JKGKPchuDBixAhbdkOfFcpmChYsaIYMGWJiYmJMgwYN7GNpUhsbG2sDC6Eo4SFow0xBCZk8ebLNcCFAQ6YN5T00ny1fvnwwK4T7zwSBk3Xr1tl+LvRsoVEwyNbxAjNgfHq80G/GQ7CGwFNCcufObb9u3bo1eB+lS6HPWbx4sd1Hv/76a7CsiqbBjKeMFxEREREREUlr6vGShggs1KpVy5b/MAUyCMRQbsRsQ2S7eDMV5c+f32aWEKQhAMO0z0y3zKxG5cqVC858FA5jkDVCjxeWkTdvXpsdsmrVKnPvvffGyahhXSiBIiiT3B4r9Jj56KOP7FeW/dNPP9kZm0DPGjC9NPd169bN9OzZ0247szSFTp0dH+vEjEeUSZ177rl2H4TOBIUqVaqY7Nmz20ASsyoVLVrUBndYh9BmvyIiIiIiIiJpQRkvacwrJSLY4vFmI/J+5yFowYxGNNIlq4Opn5kV6OOPPza5cuVKcAxmS6IPCoEMSnI6duxoAy8DBw401157rX1M/fr17Y0pqF944YUUbQMBlOLFi9uGtvSPoUSKGZgIlpCRA4JFBE3oA8PU048//niwEW5imCKaDB2mr37sscdsVg19ZDwEXdg2psDmsUyb/cUXX9j1YB+JiIiIiIiIpKWoQGIpByJnoamFqjoZp8n73ZyMM7PDcCfjRMec6skTaRdPSFlg8IzNn+FkmH2rNzgZ599V25yM879nH3cyzpzoJk7GqTqqnZNxdjw0ysk4RYd3cTLOkb0HnIyz9uHxER/j4mM/GhcC0VmcjBO7ZY2TcX4/72Yn4+SJ2e9knNWVLnUyTosvH3IyzvfXvepknKisbo4NGs0Y7GScLH+euqAYacd2nN7TMRK2LFjpZJzSPdxcDD2Qv4yTcYpWuchkZNsdvY/Ptv2aFJUaiYiIiIiIiJwFAv9/AhNxS6VGIiIiIiIiIiIRosCLiIiIiIiIiEiEqNRIRERERERE5CwQiFLuRVrQXhcRERERERERiRAFXkREREREREREIkSBFxERERERERGRCIkKBAKBSC1cJCM69ONYJ+Ms7jnEyTi1Bj/kZBwT7aZl1I6SNZyMU2jHcifjRB8+4GQc46ied1/xSk7G2RVb3Mk4Jff87mSc2LVuxjlWrqrJTNbnj/z/gxIHVxkXjsfkcDLOyegsTsbZEVPCyTg5o938Dy3551Qn43x/3atOxmnxRXcn45iYrE6GOV7oHCfjxOzY6GQcc/Kkm3Gi3RwbHC9c0sk4AUf/3/LUbWUysq0rlpj0qHilmiYzU8aLiIiIiIiIiEiEaFYjERERERERkbNAwESl9SqclZTxIiIiIiIiIiISIQq8nKWS09onUu1/1FZIREREREREzhYKvJxlNm/ebDp16mQ2bdqU4GOOHDliBg4caCZMmOD7+NOnTzePPvqo78sVERERERGRxAWiotPlLbPL/Fsocfz8889m5syZie6VrVu3mvfff98cP37c97339ttv2+WLiIiIiIiInA0UeBERERERERERiRAFXiLsuuuus6U9oVq1amXq1asXp9fJY489Ztq0aRP8edKkSaZt27amZs2apmHDhubJJ580e/bsCf5++PDh5rLLLjOvv/66XVb9+vXNjh07zJ9//mluv/12U6dOHVOjRg3Trl07M3v2bPuc8ePHmyeeeMJ+36JFC9OnT5/T1nfjxo2mZcuW9vu+ffua5s2bB3+3ePFiu2yWy/Iffvhhs23btuDvu3XrZqpVq2ZWr14dJ8OlYsWK5ocffrDPZRkLFiyw982fP9/e+H7OnDlx1oP15vEe1mPQoEHmrrvuMhdccIHp2bOnvX/v3r2mf//+dh9Vr17dXH/99Ulm9IiIiIiIiIi4osBLhDVp0sT88ssv5tixY/bn7du328AEQZSVK1cGH0dwxAtyEEzp0aOHDTAMGzbMdO3a1UydOtUGIg4dOhSnXws9UwYPHmyDJDly5DD33HOPKVCggHnllVdscCZ79uymc+fO5p9//jFNmzY19913n33ua6+9Zu6///7T1rdo0aJm6NCh9vsuXbrYx2HRokWmQ4cOJkuWLGbIkCE2gLNs2TJz2223mf3799vHPP300yZPnjw2SERQ6a+//jKvvvqqDaKwbQRICLJUqVLFfPLJJ6Zq1aop2pcffvihqVSpknnjjTfMrbfeao4ePWruvPNOM23aNBv0YV3LlStnt5dAj4iIiIiIiEhai0nrFcjsmjVrZgMFBCkuuugiM2/ePFOsWDFz4sQJm/lBIGHFihU2IENwggwOHn/DDTfYQIXn/PPPN+3btzefffaZDYCAHiy9e/e2GS9gjF27dtnfMxbIQBk5cqRtmFu6dGl7Q+XKlU2pUqVOW9/Y2Fj7O5QpU8YGSfDyyy/b57711lsma9as9r66devarJuxY8fagE7BggVt8IUgyMcff2w+/fRT+xwvs+a8884zuXLlMjExMTZrJqXYb2yvh31Bhg/je9tLoGvfvn3mhRdeiJOtIyIiIiIiIpIWlPESYZS/FCpUKFhKM3fuXBsooYSIwAsojSlSpIh97NKlS20mR+vWreMsh8BCyZIlg8/xeEESVKhQwRQuXNhmqpCRMnnyZBskIRuGoMeZIsuG9SKoERUVZQM+3FhnslZ++umn4GMpU7r66qvNM888Y1atWmWzcci68QNBqlDsS7J7COJ468SNgMvff/+d6MxNIiIiIiIiZ5tAVFS6vGV2yniJsOjoaNO4cWMbeOnevbvNeKF06ODBg2bEiBG2JGfWrFm2DIigBhkvIIASH/eRzREqZ86ccb4fN26czXD57rvvbEYIgZfLL7/cZs/kzZv3jLaBMU+ePGneeecde4vvf//7X5yf6bPCVNSU/RAM8kvotmL37t32llDJEv1nCFaJiIiIiIiIpBUFXhwgU4RAxPLly21fFjJeCLwMHDjQ9k4hm+Tuu++2j82XL5/9unPnztOCFjTPpe9LYsqWLWub0BIo+eOPP8yUKVPMmDFjbNAltHQpJSgPIihEj5nQBsCh5UkeSpoGDBhg133dunU2CPTAAw8kuGyWC0qvQrF/kgoU0U+GUib62YRD4EdEREREREQkLanUyIFGjRrZAAMZLiVKlLDBAnq20BOFRrX0PGnQoIF97IUXXmgDGRMnToyzjIULF9qgTe3atRMch9Kiiy++2AZoyLShdKlXr16mfPny9rng/qTEf0zu3Lltr5e1a9faZXo3Sn8IrHizJoHtoZEvDXoJJvF7AkAemvPGXza2bt0avI8sFsZKCj1meB7lRqHrxcxJjJucbRURERERETlbBExUurxldjozdYDgQq1atWz5j9cIl0AMgQMyXpgKmhmJkD9/fjv99BdffGEb1dI/hUa1NKwlg4MpphPCGGSO0OOFmX4oa3rppZdsr5Urr7wyTkYN67JmzZqwy/EeQw8VGvaC6Zv5mdmWZsyYYW801OWrV+rD7E3vv/++nVWIYA+ZLpT60FyXvjUgi4VMGJZFWRWzHJ1zzjm2oTDrxCxNbD9ZNkmhpIkGwQR4mCqbqamZyYnGumxD/NIkEREREREREdcUeHE4uxEItni8IIz3Ow9BFsqCaKRLEINpkmlaSwAmsYAEs/5QVkTQoV+/fqZjx442G4WSpmuvvdY+hiAPN5reEqAIh+DIHXfcYYMgLIOpsC+55BLz9ttv22yahx56yDzyyCP2/tGjR9vlURpEE18CLt6U1dmyZbNlRwR+vCmqKVciw4fl0tuGDBimzGYaa4I7rCvNeVu0aJHkPvV62tSpU8duz7333mszhdh/NPcVERERERERSWtRAbq7ikjQoR/HOtkbi3sOcTJOrcEPORnHRLtpGbWjZMqnIj8ThXYsdzJO9OEDTsYxUW7i7PuKx519LFJ2xRZ3Mk7JPb87GSd2rZtxjpUL34w8o1qfP/L/D0ocXGVcOB5zKvM10k5Gxy35jZQdMSWcjJMz2s3/0JJ/TnUyzvfXvepknBZfdHcyjonJ6mSY44XOcTJOzI6NTsYxJ0+6GcdRWf7xwm4muwg4+v+Wp24rk5Ft/MvNMUdKlTq/msnMlPEiIiIiIiIiIhIhmtVIRERERERE5CwQcJQFLXFpr4uIiIiIiIiIRIgCLyIiIiIiIiIiEaJSIxEREREREZGzQMBEpfUqnJWU8SIiIiIiIiIiEiEKvIiIiIiIiIiIRIhKjUTimXXDc072SZP3uzkZZ+aNzzsZJzrGTdpig6+edTLO0ZnTnYyzb91mJ+P8u2ank3EqDOrrZJzlOas4GSfXW286Geffh0c5GafQ4E5Oxjl28IiTcbb1+iLiY5y7d6tx4WTWbE7Gidm8zsk4W6q3N5nJ99e96mScFl90dzLO922HORknSw4313gbTR3kZJxj69Y6Gefov7udjLN1iZvtKfdwZyfjHC5Qwsk4ImdCGS8iIiIiIiIiIhGiwIuIiIiIiIiISISo1EhERERERETkLBCIUu5FWtBezyACgYA5m5xt2ysiIiIiIiKZkwIv6dzmzZtNp06dzKZNm9J0PSpWrGheeeUVJ2NNnz7dPProo07GEhEREREREYkklRqlcz///LOZOXNmWq+G+eSTT0zx4sWdjPX222+bmBi9NUVERERERPwUMG5mIpW4dHYryVKjRg3tKREREREREZEUUqlRPNddd50t7QnVqlUrU69evTh9Rx577DHTpk2b4M+TJk0ybdu2NTVr1jQNGzY0Tz75pNmzZ0/w98OHDzeXXXaZef311+2y6tevb3bs2GH+/PNPc/vtt5s6derY4Ea7du3M7Nmz7XPGjx9vnnjiCft9ixYtTJ8+fcK+iPPnz7elQGTGtG/f3lxwwQV2rLFjx8Z53MmTJ83o0aNNy5YtTbVq1cyll15qs0tCt4sx7rjjDvP000+bWrVq2cccPXo0TqmRNx7ZODz2wgsvNE2bNjWffvqp3abu3bvb/dCkSRMzZsyYOOuwd+9e079/f7uPqlevbq6//vo4GT3si8WLF5sFCxbYMRgrOc9D8+bNzaBBg8xdd91l90HPnj3Dv+tFREREREREHFHgJR6CBb/88os5duyY/Xn79u1m9erVNoiycuXK4OMIjnCiD4IpPXr0sCf7w4YNM127djVTp061QYRDhw7F6ddC/5LBgwebvn37mhw5cph77rnHFChQwAY1CM5kz57ddO7c2fzzzz82mHHffffZ57722mvm/vvvT/TFfOSRR0yVKlXMiBEjbIDimWeeMR988EHw9wMGDLDjXHXVVebNN9+0gSPW5aWXXoqznIULF5oNGzbY5dBrJTY2Nux4Dz/8sGncuLF54403zLnnnmsDI2wz37NP2B8vvPCCDaSAAM6dd95ppk2bZrp162a3qVy5cnZ7f/jhB/sYlkHAhe2gvKlq1arJep7nww8/NJUqVbLrdOuttya6v0REREREREQiTaVG8TRr1syetC9btsxcdNFFZt68eaZYsWLmxIkTNguDk/oVK1bYgAyBFzIxePwNN9xggwae888/32affPbZZ6ZDhw72vuPHj5vevXvbjBcwxq5du+zvGQtkoowcOdIcOXLElC5d2t5QuXJlU6pUqURfTLJTHn/8cft9o0aN7DqybqwHgZSPPvrIBi4IDIHgDIGeV1991QZMzjnnnOB6kvGS1HhkBxE4Qq5cuWwGDIGShx56yN7HviJYsmTJEps98/XXX9sMHzJxvO0l0LVv3z4boGF/nnfeeXZZ9HjxypvYh0k9z8NrxT4WERERERERSQ+U8RIPZSyFChUyc+bMsT/PnTvXBkoonSHwAkpcihQpYh+7dOlSm5HRunXrOMshQFCyZMngczwEUDwVKlQwhQsXNl26dLElRZMnTzZZs2a12TAEIFIqtPQJlBT9+++/Zs2aNTaAREkRJUsEVrwbPxNU4veePHnyJBl0AfvEwz4DWS4eMnlAgMTbl9xHQCV0HQic/P333wnO3JSS5xHsEREREREREUkvlPEST3R0tC2fIfBCrxICEmSIHDx40JbeELyYNWuWLQOKioqyGS8ggBIf93lBB0/OnDnjfD9u3Dib4fLdd9/ZzA4CL5dffrnNnsmbN2+KXkyyPUJ5wRDWcffu3fb7a665Juxzt23bFnYdE5M7d+7T7kvsuawDN7JiEloHglWpeV5y111ERERERORsE4hS7kVaUOAlDMpYJkyYYJYvX277spDxQuBl4MCBZtGiRTbL5e6777aPzZcvn/26c+dOm8ESikazoRkg4ZQtW9Y2hKXx7R9//GGmTJliG9ISdAktXUqO0Ga+INsFBQsWDAZx3nnnHZvREl/RokVNpDEupVNek9746Nvi5/NERERERERE0prCXWHQH4VsFjJcSpQoYU/66dlCAGPIkCG2/0iDBg3sY5nRh+azEydOPK1BLUGb2rVrJ7jzKS26+OKLbYCGTBtKl3r16mXKly9vn2tfoOjkv0TxG80SxCEThGa3Xm8Uesowjnc7fPiw7fHCOkRa3bp1zdatW23ZUOg60HyXrB9vW7NkyXJGzxMRERERERFJb5TxkkAJDc1gKf+hgSwIxBAAIJhBA15mJEL+/Pnt9NMEaQjA0DNl48aNZujQoTYTgymmE8IY9FehxwvLICuF2ZJWrVpl7r333jgZNawLJVAEZRLy7rvv2ma59EKhqe2PP/5oZy0CMwXRA4YsGoI6ZOIwcxJZJGwDgaVIYwpoZh0iW4gZibweODQAvvbaa4NlQuyHX3/91fZ2YXaj5D5PREREREREEhYwUdo9aUCpAgkguAKCLR5vNiLvdx5mCiKgQTCAwADTHdPY9uOPP7Yz9CTWk4WyIoIr/fr1Mx07drSBF0qaCCigfv369kYAhRl8EkNTXp5PIIdyKKa2Dm36S0kTsxDRS4bADr8nUPT+++8nOGW0n7yeNnXq1LHbwzqQKcT+Y+prDzMskVXE/qCfTnKfJyIiIiIiImefefPmmZtvvtkmIdA6hEQIJmTx+zlnKipAt1jJ0ObPn2+npKZ/i1cCJWduaqHwTXz91uT9bk7GmdlhuJNxomPcRM8bfPWsk3GOzpjmZJx9606VFUbav2t2OhmnwqC+TsZZlPP/ppGPpHNfa+9knH8fHuVknEKDOzkZ59jBI07G+bvXFxEfo/6eCcaFk1mzORknZvM6J+Msr+7mbydvlriTGETKiopXOhmnxRfdnYzzfdthTsbJksPNNd5GUwc5Gefkwp+djHP031OTYkTa1iVrnYxT7uHOTsY5XKCEk3EKVr/EZGRr16wx6dG5iVR2JGXZsmXmtttus7PeUnGyYsUKm2TQrl078/jjj/v2nNRQqZGIiIiIiIiIZEjDhg2zLTnoXUqLEFp0UNHx4osv2mqJ+LP/nulzUkOlRiIiIiIiIiKS4Rw9etRWgFx22WU2gOK58sorbT9VWnH48ZzUUsZLJkDvmZUrV6b1aoiIiIiIiIikWIsWLRL9/ffffx/2fiaMOXbsmJ3YJhQZK0w8syZMadWZPCe1FHgREREREREROQsEQjI8MoP//vsvODNxfEx0c+DAAV+ek1oKvIiIiIiIiIhImvk+gYyWpJw8edLJc1JLPV5EREREREREJMPJmzev/RouS4X78uTJ48tzUksZLyIiIiIiIiJngUAgc5UalSlTxmTJksVs2LAhzv3btm0zhw8ftjMX+fGc1FLgRSSe2IKO/iyyxGSq7Tm+74STcU7GxDoZJ2uBfE7Gid25x8k42fNmczLOyRg34xw74SZh8/jho07GiYly8/cTcJRae3jvISfjZMsS+f12Iof/V73CCURncTKOyZkrUx3Ynwi4+YyLyuroRCUmq5NhsuRw8z/0xKGTmerYIKZQQSfjGEf/q3MWOr2/RSScyOFmnKNZ3fx/k/QlNjbW1K1b10ybNs107NjRREef+v82efJkExMTYy6++GJfnpNaKjUSERERERERkQzp/vvvN3/++afp1q2bmTlzphk1apR5+eWXTbt27UyJEiXs9NFLly41W7duTfZz/KbAi4iIiIiIiIhkSHXr1jUjRowwmzZtMl27djXjxo0znTp1Mn379rW/3759u7n55pvNZ599luzn+E2lRiIiIiIiIiKSYTVv3tzewilVqpRZuXJlip7jN2W8SKoEAgHtQREREREREZEEKPAiZ2Tz5s02FYvULBEREREREUn/AiY6Xd4yu8y/hRIRP//8s21CJCIiIiIiIiIJU+BFRERERERERCRCFHjJIK677jpb2hOqVatWpl69enH6rDz22GOmTZs2wZ8nTZpk2rZta2rWrGkaNmxonnzySbNnz57g74cPH24uu+wy8/rrr9tl1a9f3+zYscNOrXX77bebOnXqmBo1athptWbPnm2fM378ePPEE0/Y71u0aGH69OmT4HqvWLHCPPDAA3Yu9KpVq5pGjRqZAQMGmEOHDgUfQ0OjQYMGmbvuustccMEFpmfPnvb+vXv3mv79+9v1rl69urn++utPy7I5fPiwGTx4sGnZsqWpVq2aqVWrll0O6y8iIiIiIiL/J2Ci0uUts1PgJYNo0qSJ+eWXX8yxY8eCU2KtXr3aBlFCOzQTHPE6MxNM6dGjhw1mDBs2zE6TNXXqVBtQCQ180K9l+vTpNoDB9Fk5cuQw99xzjylQoIB55ZVXbHAme/bspnPnzuaff/4xTZs2Nffdd5997muvvWbnQA+HdWzfvr0d6/nnnzejR4+2waIPP/zQvPPOO3Eey32VKlUyb7zxhrn11lvtXOt33nmnmTZtmp1bnXHKlStn1+GHH34IPu/RRx81n3/+uQ1KjRkzxq7/qlWr7Har8a+IiIiIiIikNU0nnUE0a9bMBiWWLVtmLrroIjNv3jxTrFgxc+LECbNgwQIbtCC7hGAHgReyRXj8DTfcYLNGPOeff74NhjCHeYcOHex9x48fN71797YZL2CMXbt22d8zFsgmGTlypDly5IgpXbq0vaFy5cp2eq5w/vrrL7ter776qsmTJ4+9j4wa+sOwzqEBG7aFdfCwfmStjB07NrgOBJ/27dtnXnjhBbuNBGcOHjxoHn/8cdO6devgfOz79++3gZ5t27aZ4sWL+/5aiIiIiIiIiCSXAi8ZBKU2hQoVMnPmzLGBiLlz59pACdkkBDEIklCGU6RIEfvYWbNm2cCEF5Dw8NySJUsGn+MhgOKpUKGCKVy4sOnSpYu5/PLLbakPJUJkk6TEJZdcYm9k6ZCds379ehuMIajjBWI8BGhCsX1k3FDmRGDIQ8DlqaeesrMpsR1k0YAgy7p168zff/9tfvzxR3sf2y8iIiIiIiKSlhR4ySCio6NN48aNbeCle/fuNuOF0iEyPkaMGGHLagi2UAYUFRVlM15AACU+7iNzJFTOnDnjfD9u3Dib4fLdd9/Z7JOsWbPaIAzZM3nz5k3WOp88edIMGTLEZq2wnmSfUPaULVu208qAQsfH7t277Y2+MOEQaCHwQmnVc889Z9auXWty5cplKlasaL9CpUYiIiIiIiKS1hR4yUAotZkwYYJZvny57ctCxgsBjYEDB5pFixaZpUuXmrvvvts+Nl++fPbrzp07bQZLKJrnEgBJTNmyZW3DW4Inf/zxh5kyZYrtoULQJbR0KTGjRo2yvVzIUCFo4wVsKH9KChkxlDPRYyYc+r1s2LDBBp8ow3rzzTft4wk6EejxGgGLiIiIiIjIKWdDI9v0SM11MxDKfQgskOFSokQJG2igZ0vBggVtZklMTIxp0KCBfeyFF15oYmNjzcSJE+MsY+HChTZoU7t27QTHmTx5sp2FiAANmTaULvXq1cuUL1/ePhfcnxSCQeeee6658cYbg0EXMlUoN0oqG4VeLVu3brXlRozv3RYvXmwzcRj/999/tz1nOnbsaMqUKWP3DbygC0EjERERERERkbSkjJcMJHfu3Ha6ZMp/mF4aBBsIUpCRQuYHMxIhf/78dqYfgjQEYJj2eePGjWbo0KE2W4QpphPCGDTtpccLyyBoQjCD2YLuvffeOBk1rAslUARl4iOrhueR+UKvFnq8kJniNcVNDFNHM9MRGTzMZOT1paFh8LXXXmtLkyhDIthEVgyPY7lMdT1jxgy7jNCZm0RERERERETSggIvGQzBlfnz59tgi4eSIy/wEoppmOnnQgCDPi0EY1q2bGmnWvb6oITDDEOUFTEbUb9+/WyQhGANJU0EPbzZibgxBTWNcAmuxMeU0/Rpef/9920A6JxzzjHXXHONDRaRtcLvyGgJx+szw/K50ZOGLB+2iQwXrxyK3zHVNEEigkEEeD744AM7ZTbZPVWqVDnjfS0iIiIiIiKSWlEBdSAViePHChc62SP1h3dzMs7cbsOdjHN83wkn41w88UUn40QtctMn6L9V652Ms3vtNifjlOyXstnPztSCLI2cjFP+lYSzA/104Im3nYyT98X7nIyzf1vcBu6RsnvQhIiPceFBN/8LAtFZnIwTu93N/5w/zz2VmRtpubMccDLO6uotnYzT/POeTsaZcUv4Hnp+O3HITdl34zlutidm1TIn4xzfsdPJODuXrXIyTuEunZ2McyDPOU7GKV6ppsnIVq75x6RHFcuXNpmZeryIiIiIiIiIiESISo1EREREREREzgKa1ShtKONFRERERERERCRCFHgREREREREREYkQlRqJiIiIiIiInAVUapQ2lPEiIiIiIiIiIhIhCryIiIiIiIiIiERIVCAQCERq4SIZ0c7f5zoZ51hMDifjZD+y18k4J7LEOhlne78nnIxTsmE1J+PEFi/mZBwTOOlkmKhYN++DE3vcvK+P1L/CyTibc1ZwMs45h9eazCTXlr8iPsbxPAUjPoYdJ1tuJ+NkOXbIyTjbClVxMk7hfesy1X6LcvW/+uQJJ+OcjHHzmTCrQQ8n41wyyM1nQpacbo4RTx496mScLLlyOhnn8KatTsYp9NRok5EtX7PJpEeVy5c0mZkyXkREREREREREIkSBFxERERERERGRCNGsRiIiIiIiIiJngUAgKq1X4aykjJcIyiztczLLdoiIiIiIiIi4psBLBGzevNl06tTJbNqUPhsXJdeePXtMr169zMKFC4P33X777aZdu3Zpul4iIiIiIiIiGYUCLxHw888/m5kzZ5qM7s8//zTffPONOXnSTYd9ERERERERiZyAiUqXt8xOgRcRERERERERkQjJFIGX6667zpb2hGrVqpWpV69enP4kjz32mGnTpk3w50mTJpm2bduamjVrmoYNG5onn3zSltd4hg8fbi677DLz+uuv22XVr1/f7Nixw2aCUHJTp04dU6NGDVt6M3v2bPuc8ePHmyeeeMJ+36JFC9OnT58E1/v99983V155pbngggvs+L1797bL9zRv3twMHTrUvPDCC+biiy+26/nwww+b/fv3m9GjR5vGjRubWrVqma5du5pdu3YFn3fixAkzbtw4c/XVV5sLL7zQNG3a1Lz44ovm8OHDccafM2eOad++valdu7apW7eu6dmzpy2Twvz5881dd91lv+/QoYPd3lDvvPOOXb/q1avb/U+Wj4d9UKVKFfPrr7+aW2+91W7fJZdcYgYPHmzXzUMmDdvRsmVLU61aNXPppZeat99+O85rxuvBevF8xrrqqqvMu+++m6L9KCIiIiIiIpJWMkXgpUmTJuaXX34xx44dsz9v377drF692p60r1y5Mvg4giMEC0AwpUePHvZkfdiwYTZ4MXXqVBtgOHToUPA5BCKmT59ugwZ9+/Y1OXLkMPfcc48pUKCAeeWVV2xwJnv27KZz587mn3/+sUGO++67zz73tddeM/fff3/Ydf72229tMOSWW26xwQcCKpQnPfLII3Ee995775n169ebIUOGmC5dupiJEyeaG264wT52wIAB9vE//vijefXVV4PPIYA0cOBAu61sJ8EVAjGsoxfU+Oqrr2xgpUiRInbZBKWWLl1qbrrpJhu0qFq1ajCAxPL69+8fXD6PmzBhgt0fjHv06NHTgj8EVbp162aDKaNGjTJXXHGF/frJJ58EH8P6sw8Jprz55ps2KMZ+fumll4KPYb+sWbPGrgP7qUGDBmbQoEF2/VOyH0VERERERETSQqaYTrpZs2bmjTfeMMuWLTMXXXSRmTdvnilWrJjNrliwYIGpVKmSWbFihQ3IEIzYu3evfTwBjNCAwvnnn2+DFJ999pnN8sDx48dtBgUZL2AMAgz8nrFAtsbIkSPNkSNHTOnSpe0NlStXNqVKlQq7zqxXyZIlbaAnOjraZpwQzCGbhuBIVNSpOrecOXParJesWbPaoMOXX35ptm7dagMY+fLls4+ZNWuWWbx4sf2egNPnn39uHnzwwWDQhyyQokWLmkcffdT88MMPdn+9/PLLNoMnNGBD9gxBEAIYBFXKly9v7z/vvPPszRMTE2MfU7BgQfsz69axY0cbkPECW2wDASgyXkDGDgEixue+v//+23z00Uc2OEPQxltPglisE/vlnHPOsQE1AkZkxYDXIW/evHZfpWQ/ioiIiIiIiKSFTJHxQglKoUKFbOkM5s6da0/QKc3hxBxkQZDdwWMJEJCl0bp16zjLIZDCSbz3HA8BFE+FChVM4cKFbfYJGSGTJ0+2gQcCFaHBiaQQ9CD4cO2119qMmyVLltjMHYIQocECgjos38PYZcuWDQZdkD9/frNv3z77vbfu8beN0qssWbLY369bt85mtXBfqDJlysTZZwkhIOMFXeAFmrx1CA3khCpevHgwm4jgGIERyrEIbnk3fiZgxu+9/UTmEAGajz/+2GzZssV0797d7quU7EcRERERERGRtJApAi9kOtDvxAu8cNJO4IXsBzImOMEnK4QyIE7GyXjxghjxcV/8AAJZJ6HfU7ZDCc13331nHnroIZvNQYlL/OclhtIbMjsIoFBmQ6kMAYOxY8fGeVzu3LlPey7lTglJaNvIUiEThHX0+tgQiErO9ic1Pvsf8Wc/Cvc47zG7d++2X6+55hpb1uTdyLjBtm3b7FdKj+69916zfPlym53Ea0hWEhlMKdmPIiIiIiIiZ7u0nr0ocJbOapQpSo3AyTZ9RzhBpy8LgZeDBw/aXieLFi2yWS533323fayXLbJz506bwRKKTBD6viSGjBP6jBBE+OOPP8yUKVPMmDFjbAlMaOlSUmgIy41muQSL6OfyzDPP2KycpNYhIaHbRgaLh/43BDsIvpAh421rfNznlfFEEvvKa9KbJ0+e035PaZQXeKK5Ljd66FCuRN8aAl30d4nUfhQRERERERHxQ6bIeEGjRo1sNsuIESNMiRIlbPkLPVsoiaF5LBkf9EgBM/3ExsbaRrWhFi5caIM2zPKTEEqLyHAhQEEGByf3vXr1suU33oxAXgZIYsiU8XqwEFwgg4YeLPCWcybI8kH8bSNIQQkP21auXDmb7eIFLjwENghQedufnO04U15/HPrlsA+9GzMvkcHC/t24caMNqLHPwWtKbx2yYrx9FKn9KCIiIiIiIuKHTJPxwkk3PUUo/2F6YxCIIRBBRgoNZb3SFzI+mH6aIA0BGPqKcJJPE1uCEkwxnRDGIIBBjxeWQeYGsyWtWrXKlsSEZp2wLpRAeU1qQ7FeTz/9tHnuuefsupGd89Zbb9lsE/qWnCn6zLD9bBvNfsn8IQuIPilMf02pDgEVMkjoS8PMTvRHofyIGZrIPomfGTRjxgz7PU2K/VKxYkU7ixEZQgRIyEwh8MMsR7w+BM14bWiSTNYS2SxkGtE8mBmNvJKkSO1HERERERGRzOZsKOtJjzJN4AWceM+fPz+Y9QECD17gJRTNWuln8uGHH9pZjDjZZ+YcAhG5cuVKcAwCAZQVkZXRr18/e6JPsIbgAAEMcMLPjf4kNPplGuX4mNmHAA6zE3366ac2I4cskA8++CBO49wzwboQpPjiiy/M22+/bct26IvywAMP2Aa7uP766+120heF+/meWYUo4WEbveAIAQ76pRBcip9Fk1qUa7Fv2P80xiVYQhCMGZkIuoAAEhlLBIXIjmFb2He8fpHejyIiIiIiIiKpFRWg86yIBO38fa6TvXEsJuEmyX7KfuRUw+VIO5HlVLAs0rb3e8LJOCUbVnMyTmzxU4HOiAvEbX4dKVH/P2gaaSf2uHlfH6l/hZNxNueM228sUs45vNZkJrm2/BXxMY7n+b9Z/CI6TrbTm+lHQpZjp2YXjLRthao4GafwvnWZar9FufpfffKEk3FOxrj5TJjVoIeTcS4Z5OYzIUtON8eIJ48edTJOllz/N1FJJB3etNXJOIWeGm0ysmcXIosAAOk/SURBVN9Wn5rEJL2pfp6jY+I0kml6vIiIiIiIiIiIpDcKvIiIiIiIiIiIRIgCLyIiIiIiIiIiEZKpmuuKiIiIiIiISHiBgGY1SgvKeBERERERERERiRAFXkREREREREREIkSlRiIiIiIiIiJngZNGpUZpQYEXkXhyL5/jZJ+cLFrSyThRG1a7GSdXHifj5LymsZNxlr83zck4+UvndzJOrmIFnIyTt2oFJ+NE58zhZJwcuzY6Ged4jkpOxsm18U8n4wSy53IyztpyLSM+Rv4RD0d8DDtONTd/O1GxsU7GyVGvjJNxsq//3ck4J/fsdjJOdOGiTsY5tm6tk3FiChV0Ms4lg65wMs5Pfac4GadQrXxOxslXys04RS8s52ScrUvcvK8LORlFMhuVGomIiIiIiIiIRIgCLyIiIiIiIiIiEaLAi4iIiIiIiIhIhCjwkgqBQMC/VyKD074QEREREREROZ0CL2dg8+bNplOnTmbTpk1n8vRM56+//jK33HJLWq+GiIiIiIiIJCJgotLlLbNT4OUM/Pzzz2bmzJn+vxoZ1LfffmuWLl2a1qshIiIiIiIiku5oOmkRERERERGRs0AgkPmzS9KjDJHxct1119nSnlCtWrUy9erVi9Nb5LHHHjNt2rQJ/jxp0iTTtm1bU7NmTdOwYUPz5JNPmj179gR/P3z4cHPZZZeZ119/3S6rfv36ZseOHebPP/80t99+u6lTp46pUaOGadeunZk9e7Z9zvjx480TTzxhv2/RooXp06dPguu9c+dO07dvX9OgQQO7DixnwYIFwd+fOHHCjBs3zlx99dXmwgsvNE2bNjUvvviiOXz4cPAxLP/OO+80n332mV3XCy64wJb1rF271mbdeM+94YYbzB9//BHneYz3xRdfmGbNmtnxO3ToYLct1C+//GLuueceu63VqlUzzZs3N8OGDbPr5jl27Jh57bXXzKWXXmrHv/LKK83HH38c3IcjR46031esWNH+7H3/0Ucfmf79+9t9yzp27NjR/P3333HGX7x4sd3X7GfW4eGHHzbbtm2L85j333/fjsnYvI69e/e2r5MnsddLREREREREJC1liMBLkyZNbICAAAC2b99uVq9ebYMoK1euDD6Ok20CByCY0qNHD3uyTiCha9euZurUqfYE/dChQ3H6tUyfPt0MHjzYBkly5MhhAxEFChQwr7zyig0kZM+e3XTu3Nn8888/Njhy33332ecSjLj//vvDrjNj3HrrrbYsqWfPnvax+fLlM/fee29wnQkEDRw40K4z69u+fXsbiGGs0IDSr7/+at577z0bcHj++efNmjVrbCDq2WeftV9Zz61bt9px4vdeGTJkiHnggQfMSy+9ZPcX2+8FNlasWGGDOvnz57fLeOONN8xFF11kRowYYSZOnBgniDNq1Chz/fXXmzfffNMGYAiofPrpp+bGG2+09+OTTz6xP3vYp/v37zcvv/yyefrpp+129OrVK/j7RYsW2WBQlixZ7HoS0Fq2bJm57bbb7PO8MiaCUQSbRo8ebQMzBJweeeQR+3sel9jrJSIiIiIiIpKWMkSpERkbBAU4KScwMG/ePFOsWDGblUEGSaVKlWwQgYAMQYy9e/fax5MFQoDAc/7559vgBtkjnPDj+PHjNqBBVgYYY9euXfb3jAUyQcjqOHLkiCldurS9oXLlyqZUqVJh1/nLL78069evtxknPB9kZBCkmD9/vg02fP755+bBBx8MBm/I5ihatKh59NFHzQ8//GAzanDgwAEbmGD9wfPJOHn77bfNJZdcYu8jk+SFF16w616wYMFgUIL1ZlwQhCJo8u6779ptZp9dfPHFNigTHR0dXAfGZr9ec801NshDEIbH33333fYxZAYR6GE9brrpJrvOINsk1LnnnmuDL56NGzfawAiZQIULF7YBGfblW2+9ZbJmzWofU7duXZvZM3bsWBvgYj1KlixpA0asI78nyEKWC8Ep1i+x10tEREREREQkLWWIjJfq1aubQoUKmTlz5tif586dawMllM94pTtkQRQpUsQ+lkavR48eNa1bt46zHE7MOYkPLffxAiieChUq2KBAly5dbAbG5MmTbVCAbJjzzjsv2eu8cOFCU6JEiWDQBbGxsTaIQZDAW4f460gJFUGZ0HXMlStXMOgC1g+U73jIWsF///0XvO+cc84JBl1AgCR0n1177bU2eEMmEUGYadOmBcuM2H8g0wgEQ0IRrAkNqoTDWKGKFy8ezAbixutENlNUVJQNgHHjNaxatar56aefgkEegkqsK+u2ZMkS+xwymHieX6+XiIiIiIiIyFkbeCHToXHjxsHACxkvBF7IfiAwQObDrFmzbBkQJ+NkvIQGKEJx3759++LclzNnzjjfU+5DZsh3331nHnroIZsVQolL/OclZvfu3cHMk3ASWseYmBib0RE6Vu7cucMug7KoxJAVFB8BLG9sesk8/vjjpnbt2jawQUkPWSmsg1fqxHZ4z0spSn5CeVk1J0+etNvH13feeccGWkJvBGTIXsIVV1xhXn31VVumRZkTJUcEXsiI8fP1EhERERERETlrS43AyfaECRPM8uXLbV8WAi8HDx60PVLoFcLJulcKw0k6KGkhIyIUTVkpuUlM2bJlzaBBg2xggIa1U6ZMMWPGjDF58+aNU7qUmDx58thSo/goZSIgEbqOZcqUCf6e7BOCHQRfUiu0kbCH8bwgCvuObaM3CiVGXgCKLBMP2wzKeUIDVGwbwRGvvCelyOIhSEYJUWhD5NDsIA+NdblROkXQjX43zzzzjM1u4rX04/USERERERHJ7AJGsxqlhQyR8YJGjRrZE3Uav1LCQ28Qym/IKqH/CVkazB7kleB4ZT3xy38I2pDhkRBKVciYIEBDhgYn9zSELV++vH1uaOZGYghIbNq0Kc4sQgRVaPhLtgbZOoi/jjSTpdQnsXVMrg0bNtgmxB6a6lKqQ5AFBKwoRaKMyAuq/P777zbI4mW8eOtBA+JQlP3069fPviaURqUUWTxVqlSxszOxj70b/Xroz+LNSkQGi9cDh+eQ2UIPHPB6JOf1EhEREREREUkrGSbjhZPuWrVq2XISppcGJ/0EMMhwoAGvV3pDvxNm+yFIQwCGJrWU0AwdOtSUK1fOTjGdEMYg8EHPEJZB1gRBgFWrVtkZieBlq7AulEBxkh8fTXQ/+OAD24uEBrqUFFESQzbLHXfcYZ/DdrCONIElg4dsHmY/IhhC2VRqETxhOwj2EBzxZlbyGguTLcKU20z7zPrQ54WmxOxXsolAIIRyH7JiCBzRs4aSLwJG9HkJzYrhPoJeXvPhpDALE/uY9aORrzd1NE17mdkIvL7MiPTcc8/Z15j1ohkvGUFk5lAuldTrJSIiIiIiIpJWMkzgBZx4c1LuZYuAgIUXeAnVrVs3G+z48MMP7SxGBGNatmxpT/Ipc0msLwplKvQVIaODE32CNZTl0AcFnPBzo7ksjX6ZajlcoIixCU5QBkPQgmwMAgteoIZlUibDzEc0uaX5LbMuMf3zmWSRxMfyOnbsaIMWbAcZQQRWvEa8TBPNerGtNNNlhiYCGGTJkOFCs1syidgGAkRk6pANwzqz7V5jYMqAvvnmG7s8ZpJ66qmnkrV+zMjEdrNsMlsYi0bHTBvtlTsxJTeBFaaqZvpqHkM2EUEtgkjcknq9REREREREhIvzKjVKC1EBr6ZEMhWCIGSm0HRYUubwZ4nP1uSXk0VLOhknasNqN+PkyuNknJP7Tu9dFAnL35vmZJz8pU8FQiMtV7HU941KjrxV4/bVipQoH4LTyVL69IzGSFhZ8lIn41Ra87WTcQLZE77A4ad1pZpEfIz8Ix6O+Bh2nGqO/nZCeqhF0q56pzJZI63Qnz86GefknlOTDURadOGiTsY5tm6tk3FiCiU80YSfjm7e6mScn/pOcTJOoVqnsusjLV8pN+MUvbCck3G2LnJzzFv16x9MRrZwpZv/Zyl1UUU3x6ppJcP0eBERERERERERyWgUeBERERERERERiZAM1eNFku/555/X7hIRERERERFJY8p4ERERERERERGJEGW8iIiIiIiIiJwFAkazGqUFZbyIiIiIiIiIiESIAi8iIiIiIiIiIhGiUiOReI5v3+Zkn2QpVNTJOEe37XAyTpbcB5yME5Mvv5NxsufN5mScnat2OhknKtpNWmn+bNmdjGPyFXAzzt5/nQyTtdRxJ+OYfXucDBN15LCTcUypyA+RNZeb9/S+FWudjJOzpJvPnhNRjg4xo9xcQzy2w83/6mwFCzsZ5+i/u52MY06edDJMlpw5nIxTqFY+J+P8u3ivk3Fic8e6GaeAm/1W4NxiTsbJ6AIBlRqlBWW8iIiIiIiIiIhEiAIvIiIiIiIiIiIRosCLiIiIiIiIiEiEKPCSwQQCgbRehXRB+0FEREREREQyAgVeMojNmzebTp06mU2bNpmzycaNG03FihXNZ599Zn/es2eP6dWrl1m4cGFar5qIiIiIiIhIkhR4ySB+/vlnM3PmTHO2KVq0qPnkk09MixYt7M9//vmn+eabb8xJR13yRUREREREMouT6fSW2Wk6aUnXYmNjTY0aNdJ6NURERERERETOiDJeEnDdddfZ0p5QrVq1MvXq1YvTX+Sxxx4zbdq0Cf48adIk07ZtW1OzZk3TsGFD8+STT9ryGM/w4cPNZZddZl5//XW7rPr165sdO3bYTI7bb7/d1KlTxwYa2rVrZ2bPnm2fM378ePPEE0/Y78n86NOnT4Iv6M6dO03fvn1NgwYN7DqwnAULFgR/f+LECTNu3Dhz9dVXmwsvvNA0bdrUvPjii+bw4cPBx7D8O++803z11VfmyiuvNNWqVTNXXHGF+frrr1M0FsscPHiwadmypV1GrVq1zF133WW3FUuWLLFlRNOnT4+z3H/++cfe/8UXX8QpNZo/f759Pjp06GD319ixY+3vV61aFWcZLDPc/SIiIiIiIiIuKfCSgCZNmphffvnFHDt2zP68fft2s3r1ahtEWblyZfBxBEeaN29uvyeY0qNHD3PBBReYYcOGma5du5qpU6faAMGhQ4fi9GshMEBQgsBFjhw5zD333GMKFChgXnnlFRucyZ49u+ncubMNQhAcue++++xzX3vtNXP//feHXWfGuPXWW21ZUs+ePe1j8+XLZ+69997gOhMIGjhwoF1n1rd9+/Y2EMNYoQGl33//3bzxxhv2/jfffNOcc8455tFHH7X7ILlj8fjPP//cBrDGjBljt5VACPuIsQjWlC1b1nz77bdxtmPChAl2n1x++eVx7q9atWowAMV29O/f3waQsmXLZoNEob788kv7OlSoUCHxvwAREREREZGzRCAQlS5vmZ1KjRLQrFkzG3hYtmyZueiii8y8efNMsWLFbMYIWR2VKlUyK1assAEZghh79+61j7/hhhtsQMBz/vnn2+AGGRtkaeD48eOmd+/eNuMFjLFr1y77e8YCGSIjR440R44cMaVLl7Y3VK5c2ZQqVSrsOhNsWL9+vc0U4fkgg+b666+32SJZsmSxgZAHH3wwGLwhK4c+KgRJfvjhh2Avlf/++8/2Vilfvrz9uVy5cnaf8JjzzjsvybF4/MGDB83jjz9uWrdubX9ft25ds3//fvP888+bbdu2meLFi9tsodGjR9vH5syZ0z5u4sSJdj1y584dJ1uIn731YR24gYwagjUPP/ywiY6OtvuSfjhekEZEREREREQkrSjjJQHVq1c3hQoVMnPmzLE/z5071wZKyNLwymk4uS9SpIh97NKlS83Ro0eDQQYPgZSSJUvGKcHxAigesjIKFy5sunTpYoMFkydPNlmzZrUZIl5wITmY6adEiRLBQIjXI4VABkEdbx3iryMlVARlQteR7BUvyAGCJPAyd5Iai+8JqDAWQRYCVx9//LH58ccf7WPZV7jmmmtsSRIBHVCGtGbNGnPttdcme7sJdjEGrxFYB7aH7RIRERERERFJSwq8JLRjoqNN48aNg4EXAgcEXsjaoASJUplZs2bZMqCoqCib8QICKPFx3759++Lc52V3eN9T7nPppZea7777zjz00EPm4osvthkc8Z+XmN27d5uCBQsm+PuE1jEmJsaWOYWORalT/P0BbzahpMbyyrDoEcN+JMOGHjEEZOCVNZHJU7t2bRssAZkrBLPoG5NcvC4shywcUHZEH508efIkexkiIiIiIiIikaDASxJ9Xn777TezfPly25eFE3xulL8sWrTIZrlQfuNliHgNZ+OjeS6BjcTQ62TQoEE2a4NyoDvuuMM26qXnS3IRaCAgEh+lTPRdSWgd6WPD85Jax5SMtWHDBtvjhlIrgknsr48++ii4v0KR9fLTTz/ZwA/bTN8WMlaSi8AXDY3Jmvnrr7/MH3/8YX8WERERERERSWsKvCSiUaNG9qR+xIgRtqyGrAoCCWR6DBkyxGaKeJkZzBDkldqEoiSHoA1ZHQmhtIgMFwI0ZJZQutSrVy9b6sNzQzNOEkNZ06ZNm4KzBnlBFZrZMvsP2TqIv440t6V3TWLrmNKxaM5Lf5qOHTuaMmXK2P0Ib6YmL3MGZMWwfTQk3rp1qw3EJCSh/UBvGUqWBgwYYEu72J8iIiIiIiIiaU3NdRNBM1emQCZjg+mlQQCBAMaUKVNs9gaz7yB//vx29h6CNARgaA7LVMhDhw61jWYTy8BgDAIf9HhhGXnz5rUBCmYAYpYgeNkqrAulO6H9V0KDDx988IHNNKGBLiVFlDCRmUIGDc9hO1hHgiJk75DNw4xENMalbCq5khqLoBQ3Mnbuvvtu29OFabFnzJhhnx86yxPZMzQo5vk0LeaWEG8/sBy+9x5L4+NLLrnE9t3p1q1bMNAjIiIiIiIipwSMzpPSgjJekuCVxnjZIvBmI4pfNsMJPzMa0aSWaZgJaDDjDk1lc+XKleAYBA2YbplAQr9+/WyWCIEXpn32mszWr1/f3piC+oUXXkgwUPThhx/azBXKlrp3724OHDhg3n///WCghmU+8MADNsuFIA/ZKcy6RCPclJT3JDUWpVOsK01vCSgx/TMI1hAUIRMoFNtJ8CmpproVK1Y0V111lV3vRx55JM7veD3IiPGCZCIiIiIiIiJpLSrgdTkVyeAIdjFVN0Gk1Ng/4lHjQpbK1Z2Mc3Rx3CBXpGTJ/X8NoyMpJl9+J+Os+Xiqk3H2bz/gZJwiFYs4GafE5Y2cjGPyJb8nVaocOzUDW6StqeqmL1X5xWOdjGOyxW3QHilrq14f8TGKvPu4ceHEkWNOxslZsqiTcfa06uhknKJ/fu9knCN/rXQyTraKCWf9+unA4iVOxoktcCpTOdKismZ1Ms7v752ahTPS/l18akKMSDunsZtjgwrX1ncyzn9rNzoZp8QrH5mMbM7y/0x61KBy5p4YRaVGkuG9/vrr5u+//7ZTVb/33ntpvToiIiIiIiLpUiCgUqO0oMCLZHj0e1m7dq2dfltNdUVERERERCQ9UeBFMrxPP/00rVdBREREREREJCw11xURERERERERiRAFXkREREREREREIkSBFxERERERERGRCFGPFxEREREREZGzQMBoVqO0oMCLSDw7Fq1wsk+KV7nQyTjbFq10Mk72fDmdjFOoZmWTmcRkd/NveMuyLU7GKXGlmw/zI8XPdTJO9M9TnYxzuHI2J+Mc3bjRyThRWbM6GedIldiIj5GrXGnjQlSOHE7GObT2bzfjROd2Ms6xc8o5GWfLh984Ged/las4GWfrkrVOxslZyM37oNAF5zkZJ1+pfE7Gic0d+f9t2DJrh5NxKt7kZnvyVvyfk3FEzoQCLyIiIiIiIiJngZOBtF6Ds5N6vIiIiIiIiIiIRIgCLyIiIiIiIiIiEaLAy/8XCCjnKiPR6yUiIiIiIiIZwVkfeNm8ebPp1KmT2bRpU1q/FmedPn36mMaNG6foOXq9REREREREJKXGjRtnLr/8cnPBBReY1q1bmwkTJiT5nN27d5sBAwaYFi1amBo1apirr77aLufkyZMpGvusb677888/m5kzZ6b4RZPUu//++02HDh1S9By9XiIiIiIiIpIS7733nnn++edN586dTa1atczkyZPNI488YrJnz24uu+yysM85fvy46dKli/nnn39M9+7dTZkyZcycOXNsIGbjxo3m0UcfTfb4Z33gRdIOb1wRERERERFxI2CizrpdffjwYTNixAhz2223mQcffNDe16hRI5vN8sorryQYeJk/f75ZsmSJefvtt80ll1xi76tfv77Zt2+f+eCDD2wwhsBNuiw1uu6662xpT6hWrVqZevXqxenb8dhjj5k2bdoEf540aZJp27atqVmzpmnYsKF58sknzZ49e4K/Hz58uN1hr7/+ul0WO2THjh3mzz//NLfffrupU6eOTQ1q166dmT17tn3O+PHjzRNPPGG/J3WI0peE7Ny50/Tt29c0aNDArgPLWbBgQfD3J06csClHpB5deOGFpmnTpubFF1+0L7KH5d95553mq6++MldeeaWpVq2aueKKK8zXX3+dorFY5uDBg03Lli3tMojY3XXXXXZbwZujYsWKZvr06XGWS6SO+7/44gv789GjR83LL79s15Xl8Dp8+eWXib5+RPZYxjfffGOjhWxrkyZN7P4PTbdK7v4ILTVq3ry5Xc6QIUPsG7t69erm1ltvNb/++muir1dir7GIiIiIiIicvZYtW2b27t1ry4xCcU6+Zs0ae54cTrZs2cyNN95ozzNDnXvuufZcOjQeke4CL5yk//LLL+bYsWP25+3bt5vVq1fblV65cmXwcZw4cyIOgik9evSwtVjDhg0zXbt2NVOnTrUn24cOHYrT/4NgA0EJAhc5cuQw99xzjylQoICNZHFST0SKgAE7l2DAfffdZ5/72muv2dKXcBiDAABlLj179rSPzZcvn7n33nuD60wgaODAgXadWd/27dvbwANjhQaUfv/9d/PGG2/Y+998801zzjnn2BQl9kFyx+Lxn3/+uQ1gjRkzxm7rqlWr7D5iLII1ZcuWNd9++22c7aCGjX3iveG6detmxo4da/cj63TxxRfbYAb3JYX0qty5c9t9eu2119ptJrDiSe7+CJcC9scff5hnn33WBoW2bt1qHnjgAZvmFe712r9/f6KvsYiIiIiIiJy91qxZY7+WK1cuzv3/+9//4vw+vosuusielxKACUXMIX/+/KZIkSLpt9SoWbNm9iSfqBMbMm/ePFOsWDGbIUFWR6VKlcyKFStsQIaTdiJTPP6GG24w/fv3Dy7n/PPPtyfzn332WbBPCCfnvXv3thkvYIxdu3bZ3zMWyOwYOXKkOXLkiCldurS9oXLlyqZUqVJh15kskPXr19tMEZ4Pol7XX3+9TT/KkiWLDYSQtuQFb8jKKVq0qA2S/PDDDzZDA//995/55JNPTPny5YMvPvuEx5x33nlJjsXjDx48aB5//HHbEAh169a1AQhq1rZt22aKFy9us4VGjx5tH5szZ077uIkTJ9r1IGBCbdqMGTPMCy+8YAMnXroV+/DVV1+12UWJpU2xvwiMgKwVxvnwww9tDRyZRsndH/Gxrrw+WbNmDQaieE0JxpA5E//1Suo1FhERERERkVMCgfRZatQigfNDz/fffx/2fs5fiQkkJFeuXPZcGZwHx/8dvN8nx7vvvmvjFpyjEgdIt4EXykcKFSpkT/w5UZ47d64NlHCCzQZwAk2zW6JHPHbWrFk2jccLMnh4bsmSJYPP8XBC7qlQoYIpXLiwDQaQ5cHJP8EFMkRSYuHChaZEiRLBQAhiY2NtIANkciD+OlK6w1iso/dGInvFC7qAIAm8zJ2kxgIBFRBkWbdunfn777/Njz/+aO9jX+Gaa66xWSEEOVgvynGI5Hnbzn4HwS3erB5+/vjjj215DwGdhISWgYH9+/7779syJzKPkrs/4iOryQu6gKAcCOyE49drLCIiIiIiIhnLkSNHzFNPPZXg74kZ3HTTTYkuIyoqecGod955xyYuXHXVVbbVR0o4D7xER0fbDAkCLzSjIeOF0iFOrGl4QxkKwRbKStgBZLyAk+v4uI/GNqG87A7ve4IiZD989913NhLGST0n6GTP5M2bN1nrTNOdggULJvj7hNYxJibGlsCErmP8LBL2B7z+KEmN5ZVhPffcc2bt2rU2SkfPFS9a55XxkBlSu3ZtG7DxpsoimEXfGG8cxK9X8xDUSYwXEPF460zJWEr2R3wJ7Z+EypP8eo1FREREREQkbXyfQEZLUjgPDm1ZEo7XSuPAgQNxyoYSyoSJj0QFSo4++ugjWy1CS43kBmvSdFYj+rwQCFi+fLnNjiDjhcALG7Bo0SKzdOlSc/fddwczRLyGs2Q3hKKkhQyJxNDrZNCgQTawQbnKlClTbF8UTshDS5cSkydPHlv+Ex9lLgQKQtcxdKYe+tgQ4CDYkFxJjUWPFgJVlCfRI4YACy86b6b4DWXJennmmWdsoIPmxDS69dKhGIflUR4UTkJlV574jYT+/fdf+5VsJi87xY/9kRx+vMYiIiIiIiKS+Zx77rn2K+fZoUkO3nl3aEVKfEwOw/n3Tz/9ZPuI0lf1TDhvrgtKQQgWkOFCWQ3BA3q2sBOY0YbMCC8zg74e8UttvJIcgjZkdSSEublpGEuAhswJSpd69epld6xXDuNlVCSGsqZNmzYFZw3yggjsdAIeXklO/HWkuS29axJbx5SORXNe0qk6duxogxpepM0LuoTOLESXZraPhsQ0qSUQ42GdeRMRvWO/eDca0tKgNrRpcTiUMIWi2TGBHLbVz/0RX/zXKzmvsYiIiIiIiJydatasaSslOGeNfy5Jg92Ekg6ouqBKh2odEhrONOiSZhkvpPIwBTKlIUwvDQIInLCTrUA2B5kdoFsws/cQpCEAQ28QpjQeOnSobTRLE9iEMAYn+vT/YBlkQBCgYAYgZgmCl63CulACFS7aRWNb5ukm0kXDWEpoKG8he+OOO+6wz2E7WEeCImTwkM1DjxVKeSibSq6kxiIoxY0ZfMgKoqcL0yzTKBehAROyWujZwvNpWswtNOuIdWNmI/YPjX1ZZ/YrWUQExBLD68S6sRx6thAU4o3IG5pl+bU/4ov/eiXnNRYREREREZGzU/bs2W3iAgkJnEt7cQf6pHL+62HSlg0bNtjzWWIWnGfTf5bWHbT3oDInVJUqVWyMIt0GXkBwhVl6Qhu4coLuBV5CERzgJJ+yGHp4EIxp2bKlPdH3epsk1IeEkhNm6enXr58tgSFYQ0mTN5NP/fr17Y0pqGk4O2rUqNOWw05n7JdeesmWtJCBQmYFzWS9QA3LpOSF2YjefvttO4MPsy4xFXJKuh0nZyzWlSAGwQYCETVq1LDBGqaFJhOIN4CH7SSS522vh+wQtpU331tvvWXLgljnW265xa5zUnhNKAtjhiamxGb66Hbt2gV/79f+iC/c65XUaywiIiIiIiJkcZyde6FLly426MJEMu+9957NdKHaht6gHpIZmKSFc28vNuFVcsSv5sC0adPsOW9yRAUS6loqEgbZRmQd0VzoxhtvzJT7aN3dcWdsipTit9/sZJx/Rn3gZJzs+f6vsXUkFar5fzOXRdLfk07N/BVph/e5mfb88J7DTsap3cfN+/pIhVpOxon+OW5KaqT8dbmbmdgqTHzGyThRIbPTRdLqK3pHfIyKs4YZF6L+f6ZvpB1a+7eTcXa0e8LJOCX+/dXJOJte+r8ropH0vztOZYJH2pq3Ep561U85CyXesNIvhS44z8k4m2b/5mScQ3sSL/n3y5ZZO5yM0/S1G5yMEwj8X8uFSMrdeZDJyH78zc37K6WaVXfzOZhW0qTHi4iIiIiIiIjI2SDNSo1ERERERERExJ2TJmXTIIs/FHiRFKHjc1LzpIuIiIiIiIjIKSo1EhERERERERGJEAVeREREREREREQiRIEXEREREREREZEIUeBFRERERERERCRCogKBQCBSCxfJiPYsneFknGOxOZ2Mk+3wXifjHI/J7mScnKsXOxnn+PatTsaJKVTYyTgmNpuTYXZOn+VknMKtWjoZZ1+ZGk7G2ZClvJNxyh7/y8k4x7O4eb9tiS4d8TEqbfnOuHAiV34n4xyLzeVknJxrlzgZ578K9ZyMk3PvJifjBKLdzHsRffSwk3FO5MjtZJzopXOcjHN4y3Yn48QWyOdknOjYWCfjzHjgcyfjNB7Sxsk4ebq9ZDKy6b8eMenRpRe4OXZIK8p4ERERERERERGJEAVeREREREREREQixE0+o4iIiIiIiIikKTUaSRvKeMkAzuY2PGfztouIiIiIiEjGp8BLOrZ582bTqVMns2mTm4Zu6c2IESPM6NGj03o1RERERERERM6YAi/p2M8//2xmzpxpzkbHjx83w4YNM4cPu+m6LyIiIiIiIhIJCryIiIiIiIiIiESIAi8hrrvuOlvaE6pVq1amXr16cXqNPPbYY6ZNm/+bJ37SpEmmbdu2pmbNmqZhw4bmySefNHv27An+fvjw4eayyy4zr7/+ul1W/fr1zY4dO8yff/5pbr/9dlOnTh1To0YN065dOzN79mz7nPHjx5snnnjCft+iRQvTp0+fBF/E999/31x55ZXmggsusOP37t3bLh8vvviiqVatmtm7d2+c57z77rumevXqdj299fv+++9N69at7f3XXHONWbx4sfn111/NTTfdZJfN78jCib9dKX0eVq9ebTp37mxq1apl99t9991n1q5dG/x91apV7dfXXnvNVKxYMcH92K9fvyS3T0RERERERCStKPASokmTJuaXX34xx44dsz9v377dBgg4eV+5cmXwcQRHmjdvbr8nCNCjRw8bYKA0pmvXrmbq1Kk2oHLo0KE4/VqmT59uBg8ebPr27Wty5Mhh7rnnHlOgQAHzyiuv2KBC9uzZbTDin3/+MU2bNrXBCC/4cP/994d9Ab/99lsbXLnllltsP5SHH37Ylic98sgj9vcEhNgeHhfqq6++sgGd/PnzB7d14MCBdsyhQ4eaffv2me7du5uHHnrILoN+KwSfevbsaQ4ePBhczpk8b/369XZ9t23bZgYNGmRvO3futIGnLVu22MeMGzfOfr3hhhvMJ598kuB+vPPOO5O1fSIiIiIiIme7gIlKl7fMTtNJh2jWrJl54403zLJly8xFF11k5s2bZ4oVK2ZOnDhhFixYYCpVqmRWrFhhgw0EXsiy4PEEB/r37x9czvnnn2/at29vPvvsM9OhQ4dgzxIyUcjUAGPs2rXL/p6xQObGyJEjzZEjR0zp0qXtDZUrVzalSpUK+wKyXiVLlrSBnujoaFO3bl0bzCGbhoBH+fLlbVbJ119/bW699Vb7HLZh+fLlNkjjoZcK2SPsAxBwIrjxzDPPmJtvvtneR+CEoMqaNWtsNsmZPo8gU0xMjM1KyZcvn31Mo0aNzKWXXmr3J8+98MIL7f3Fixe32UCe+PsRydk+ERERERERkbSgjJcQBAUKFSpk5syZY3+eO3euPcGnFIYAB8gmKVKkiH3s0qVLzdGjR20pTSgCKQRDvOd4CKB4KlSoYAoXLmy6dOliS4omT55ssmbNarM4zjvvvGS/gJTb/P333+baa6+1GTdLliyxmTtk3kRFnYocEhhiXdetW2d//vLLL21Ag7KkUGynh3WDFwCBlz3y33//pep5BLQIEOXKlcsGUrhly5bNbstPP/2U5DaH7seUbJ+IiIiIiIiIawq8hO6M6GjTuHHjYOCFAAGBF4IElCCRQTJr1ixbBkRQw+sr4gUbQnEfZTehcubMGed7ymnI8vjuu+9sac7FF19sszTiPy8xV1xxhXn11Vdt5sibb75pS3gIvIwdOzb4GPq/EOSg/IYgx8SJE22ghu0NlTt37tOWT0lUUlL6vN27d9tyLPq4hN4oFyKbKCmh+zEl2yciIiIiIiLimkqN4iFoMWHCBFuqQj8RAi+UytDHZNGiRTaz4u6777aP9cpk6E9CBksomtvS9yUxZcuWtf1NTp48af744w8zZcoUM2bMGJM3b944pUtJIfDAbf/+/TZY9N5779lyHbJyWAcCFVdddZVdPtvD+tJ/Ja3kyZPHrse9997ry/LS2/aJiIiIiIiIeJQSEA+9RshmoSlsiRIlbJ8VerYULFjQDBkyxPYmadCgQbCcJjY21mZYhFq4cKEN2tSuXdskhNIiMlwI0JCZQZCkV69eticLz7UvTjIyNsiU8RrvknlCBs2jjz5qf/aW45XjUJJEDxVmUSpTpoxJK2QQ0e+Fnjlst3cjA4gZopAlS5YULTM9bZ+IiIiIiIiIR4GXeAhe0KyV8h+vgSuBGIIFZLzQh8Qro6F3CdNPf/HFF+bpp5+2/Uk+/vhj061bN1OuXLlEsy4Yg6a99HiZNm2azVR56aWXzKpVq2z2SmhGDetCoCIc1ovpnJ977jnbk4bvyc6hwS7r6qFBLb1j6DuT1tkgBIo2btxo9x0zFDHVNLMeMYW2N3U0+5zMGKam9sq8EpOetk9ERERERCQ9OhlIn7fMTqVGYTBDz/z5821Qw0MQhlIWb/YeD0EW+rl8+OGHdhYjgjEtW7a0U0zTdyQhzJZEWRH9WZgViHImgjUETehPAgIn3JgliKDKqFGjTlsOM/kQwGHK5U8//dRm5NDc94MPPggGbkK3i+maL7/8cpOWyHQhu4VtJzvHm32Jn72gEwhKMctTx44dg5kwiUkv2yciIiIiIiLiiQoklUogmUabNm3sDERk52RGfm3fnqUzjAvHYuM2CY6UbIdPNYGOtOMx2Z2Mk3P1YifjHN++1ck4MYVOb84dEbHZnAyzc/osJ+MUbtXSyTj7yvzfdPaRtCFLeSfjlD3+l5Nxjmdx837bEl064mNU2vKdceFErlMzAEbasdiELwr5KefaJU7G+a/CqezkSMu5d5OTcQLRbq6JRh897GScEzlOn4AhEqKXnpoYI9IOb0l6Egg/xBaIe/E0UqJjY52MM+OBz52M03hIGyfj5On2ksnIpiw9atKjK2q4eT+mFWW8ZHIHDhww77zzjvn999/N2rVrzdChQ01mktm3T0RERERExC+BQJR2ZhpQ4CWTy549uy1DYprlAQMG2HKmzCSzb5+IiIiIiIhkbAq8ZHLMDjR79myTWWX27RMREREREZGMTbMaiYiIiIiIiIhEiAIvIiIiIiIiIiIRolIjERERERERkbOA5jROG8p4ERERERERERGJEGW8iMSzK09pJ/sk76HtTsbZl/scJ+MczZLDyTjZdkxxMs6+lX87GSdvhYCTcWJKuXlfF6pf08k4/3ww3sk4Ofpf7GScXFkOOhnnRCDWyThHYnI6GafU0XURH+PInFnGhexl3fyNZi1W0sk4eyo1cjJOti/fcjLOgWvudjJOjv3bnIxzuEAJJ+MczZrLyThZN211Ms7WJWudjFPg3GJOxslb8X9Oxmk8pI2TcWb1/MbJOK26veRkHMlcFHgREREREREROQucNFFpvQpnJZUaiYiIiIiIiIhEiAIvIiIiIiIiIiIRkmkCL4F02J45Pa6TiIiIiIiIiLiT4QMvmzdvNp06dTKbNm1K9HGTJ082LVq0MNWqVTP33ntvxNdrxIgRZvTo0Sl6zsaNG03FihXNZ599lqLnrV+/3j5v/PhTzSbnz59vf54zZ47JKFh31pltEREREREREcksMnzg5eeffzYzZ85M8nFPPfWUyZcvnw2G9OrVK6LrdPz4cTNs2DBz+PBhkxaqVq1qPvnkE3PBBReYjKJp06Z2nc85x80MPCIiIiIiIiIunDWzGu3Zs8fccsst5uKL3UwNmpZy585tatSoYTKSggUL2puIiIiIiIhEhrphZJCMl+uuu86W9oRq1aqVqVevXpyeJo899php0+b/5myfNGmSadu2ralZs6Zp2LChefLJJ20wxDN8+HBz2WWXmddff90uq379+mbHjh3mzz//NLfffrupU6eODSa0a9fOzJ49O1ie8sQTT9jvKSPq06fPaevrld1g5MiR9nvuS2g8slQGDx5sWrZsacuSatWqZe666y67HqF+++03W7JUu3Zt+/zu3bvbUiEv4wSvvfZacGxMnz7d3HrrrXYfsOwrrrjCfPDBByl9CcyUKVPM1VdfbTNarr/+erNy5cqw2+yVGnnb+v3335vWrVub6tWrm2uuucYsXrzY/Prrr+amm26yy+J3ZBCFWr16tencubPdD6z3fffdZ9auXXtaedTUqVNNjx497P7gsXy/c+fO4OP++ecf+1wCX4zF++ibb75JtNSI9W/fvr1dZt26dU3Pnj1taVnoc6pUqWK3gf3Kci+55BL7+p04cSLF+1VEREREREQkzQMvTZo0Mb/88os5duyY/Xn79u325JwgSmgAgOBI8+bN7fcENzgR58SYEpyuXbvaE3UCKocOHQo+h5NqghOcOPft29fkyJHD3HPPPaZAgQLmlVdesQGE7Nmz20AAJ/KUp3Ay7wU57r///gTLbkCQgu+9wEj88YoUKWIeffRR8/nnn9vg0pgxY+z9q1atsuvvBZZWrFhhT/T3799vnn/+eTNw4ED7GAI0R44cMePGjbOPu+GGG4Jjz5gxw243Y7M/WN/SpUubZ5991ixcuDDZ+5/gyUMPPWTOP/9820eG4E3v3r2TfB6vE+vJ/ho6dKjZt2+fDRaxLAJiLIvtI7hx8OBB+xyCIGQJbdu2zQwaNMjeCKYQ/NqyZUuc5RMAK1SokH2NHn74YbuebBtOnjxpx2W57K8333zTnHvuubbki/dSOF999ZXdn7wmQ4YMsYG8pUuX2iARATIPy+7WrZu59NJLzahRo+z+4Ku330VEREREREQyVKlRs2bNzBtvvGGWLVtmLrroIjNv3jxTrFgxm2GwYMECU6lSJRuY4ESfwMvevXvt4wlC9O/fP7gcAgdkM9BItkOHDsHeKAQRyCABY+zatcv+nrFApgiZKwQ4CFxwQ+XKlU2pUqUSLbspWrRonBKc+OMdPXrUBgcef/xxm/0BMi28AAsBiOLFi9vx8+bNa9555x0bHAJjE/ghM+bCCy+09/FYb7w1a9bYDCCW7eF3jM1+87YvKQRtyPIgWIRGjRrZr97PCSGTp1+/fvb1A8EynvPMM8+Ym2++2d7HthOMYV3JiiGIEhMTY959913bH8cbjyAHrynP9ZDF5GUfNWjQwPz+++/m22+/tT/zGrJMgi8Ey0AGE0GVLFmynLauBFNefvllm4X06quvBu8nk+aqq66yfXoIiIFgEcslEAYyan788Ufzww8/BO8TERERERERzp+itBsyQuCFE3IyGygDIVgwd+5cGzwgc4UAAkESmt1yUs1jZ82aZQMaXiDDw3NLliwZfI6HAIqnQoUKpnDhwqZLly7m8ssvtyf3nPh7J91+CB0vNjY2OBMRQZZ169aZv//+257Ig+0AGSqUtHhBFxBw4mTfC+jER+YODhw4YJe7YcMGW64UutykEDz5448/zAMPPBDnfvZNUoEXUCrkYb/CCxIhf/789ut///1nvxJUI/CUK1eu4DZly5bNBkR++umnOMsmKBKKoBPBMYIovF8ItFFeRiYU+65x48ZhS8PA/iGr5cEHH4xzf5kyZew28J5JauzQTCoRERERERGRDBN4iY6OtifNBF7IjuDknBIasiW8chWCLWQ2REVF2YyX0BP9UNxHyUuonDlzxvmesh0yTL777jubHZM1a1YbaCB7hqyT1AodDwQGnnvuOdvHhIADfUf4Cq/UaPfu3SluBEvWB+tMaRP7pWzZssEsl9DeOIlhX/JYSq9CEeRKDrJ/4gsNHsXHdlIS5pVmheJ1SGw5vE9A4IWsGcq2eB2nTZtmJkyYYDNdCKKxT0qUKBHnuV7vn3DbxXsmtM9LQmOHC36JiIiIiIiIZIhZjejzwsnz8uXL7UkwGS8EXughsmjRItuL4+6777aP9UpU6A1CBksoshqSmvKYAAW9RTiBJ9uDxrKcxBN0CS1d8gNZKASRKMehDwllTARJxo4dG2zoizx58tigRHwEnMjsCBdkeuSRR2x5D+tOhgaZI2RlfPrpp8lePzJSCCqENq1FuHXxA9vJa0sT4dQiiEKpEzf64dADhnIlpvmmJ0soL/MmtJeLh/viB55EREREREREMk1zXZCpQECCDBeyFQhQEHAgC4RGqGQ40OfDK2WhhGfixIlxlkG5DkEbZqxJyOTJk23PDk62CThQukRD1vLlywezHrzMCj/Ql4TymI4dO9qyFrYRXtCF4A/IVKHUhtIfDxkyPI/AU7i+JdzPzEKU6RB08QI1Kcl44XmU2pA14q0LvFIov1FmRG8WyqjY996NLCRmqUouZk/i/cDsQyAAR4NkXtv42SsoV66cDdR4PWI8NFQmqJfYe0ZEREREREQkw2e8ULJC1gblP0wLDIIUnKiTkULGiFf+QfYCMwQRpCEAw7TPTEHMzDqcYDOjTkIYg6a99HhhGWS5EAQhY8LLwvAyalgXSqAIypwpSmoIGjGDEhk79F5hymJmJILXN4QmujSkJdBy55132rIWZmsi+MT2sS/IFiHgwKw9BGrI7CGQwFd6kCxZssRm1fBYbxah5GAWIsYkM4cZh+iHQglPJLCdjMG+pxEyr+kXX3xht+OFF15I9nJoBsxsVATN6E9Dk2MaJxO8YjviI5jG7Er08mE2qWuvvdaWH9Hsl/3qZVOJiIiIiIiIpHdnnC7izY5DsMXjzQ7k/c7DdL+UBdEUlUwHplJu2bKl+fjjj4P9U8JhtiRKcwiuUKJCoIPACyVNnIyDDBJuNJdNSTAgobImlkNjXYI9NIPFBx98YAMk3rTPBBI+/PBDex8BAsplCNq8/fbbNsAAnk8GDevM1MvMisQsRgMGDLDBBnq9PP3007bRLNkwycX+pjSHWaPYr/S9oSdNJJDpQnYL/VyYZpugCeVYzDTk7f/kYJ/wOtIvh/1Ao2ECOASReD+Ew9TfBLOY0ppxKTcje4rn8b4QERERERGRlDkZSJ+3zC4qkNw6F5GzxNo1a5yMk/fQdifjHI7N42Sco1kSbtTsp2LTxzgZZ++KtU7GyVuhrJNxYkqVdjJOYH/chumRsvHb/+u7FUk5+r/oZJz/srjpXVXgmKP/OzEJX1TxU86jkX+/Zf3azf+c7GXd/I1GFSvpZJw9Jas7GSfbl285GefYNW6ybXPs3+ZknGM5TmWMR9rRrG7+F2T9eISTcbYucXNsUOBcNxcZ81b8n5NxAsfcTHoxq+c3TsZpdWylyci++uWESY+urXN6u47MxL8GKSIiIiIiIiIikvoeLyIiIiIiIiKSsajeJW0o40VEREREREREJEIUeBERERERERERiRAFXkREREREREREIkSBFxERERERERGRCFHgRUREREREREQkQqICAfU1FhERERERERGJBGW8iIiIiIiIiIhEiAIvIiIiIiIiIiIRosCLiIiIiIiIiEiEKPAiIiIiIiIiIhIhCryIiIiIiIiIiESIAi8iIiIiIiIiIhGiwIuIiIiIiIiISIQo8CIiIiIiIiIiEiEKvIiIiIiIiIiIRIgCLyIiIiIiIiIiEaLAi4iIiIiIiIhIhCjwIiIiIiIiIiISIQq8iIiInIF///1X++0MHD9+PFPtN1fb4+r95mp7Mtv7QEREJDEKvIic5W699Vbz008/pfVqSBgzZ840gUAg0+ybNWvWmMykTZs2ZuLEiREfZ8iQIWbFihURH+fPP/80Llx11VVm+vTpmWa/udoeV+83V9vjapxx48aZzZs3m8xoy5YtZunSpebgwYPm8OHDvi774YcfNosWLTKZ2e+//26mTZtm/vvvP5ORZLbP0n379qX1Kog4EeNmGJHM5ZtvvjH58+c3jRs3NitXrjSPPPKI2bRpk2ndurV54oknTGxsrG9jHT161Pz6669m27Zt5pJLLjGHDh0yxYsX9235y5cvN1mzZjUusO6MxzZ5AQW+ctDIAV7v3r19GYfl5cyZ034/depUe9DdokULU6ZMGeOXhQsXmpiYGFOjRg178Pv0008H3wP33XefL2OwnGLFiplrr73WXH/99aZs2bImUlxsT6tWrcyFF15obrjhBnPllVea3Llzm0jgBGTEiBHmhx9+sO+5kydPxvl9VFSU+fHHH325Yl+wYEETae+++6656KKLTKVKlSI6zl133WX69u1r32+RztyI1GufFvvN1fa4er+52h5X47z44oumaNGipkSJEhEfy8X/UcyYMcO88MIL5u+//7b/zz777DPzxhtvmAIFCtgxo6NTf12VoBj/q13hGIdjAw//t/n/zT697bbbUr38nTt3ml69epm6deuaLl262IDcgAED7DFIoUKFzPvvv2/Kly9v/LBx40Zz5MgRuzyCOq+++qp9H/AZePXVV2eYz1IX2wKObS+77DLTtm1b06BBAxMpvNaffPJJoscGH374YcTGF1HGi0gKvffeezZAQDAEfHDzgX7dddeZb7/91p7w+eWjjz4yjRo1sgcdBHf4AOzfv7+5++677YeGH5o0aWK+/PLLOAc8kTB37lzTtGlT0759e3uCxzZwu+eee0y3bt3sgWNqcRB6+eWXm1GjRtmfhw8fbh566CF7gMrVYq4M+mHChAnm9ttvt0EdcKA7b948U7JkSTvmmDFjfBmH14Xt+fzzz80VV1xh9x33+fXau96e1157zRQpUsQun/c1f0cLFiwwfnvuuefM6NGjTeHChU2dOnVM/fr149wuvvhiX8a58847bVYFJwb79++3B3Hxb36oWLGikyucBGA5cYu0a665xrz99tv2xDSSXO03V9vj6v3mantcjcP/sb1795pIc/V/lEzI+++/35QuXdo8+eSTwYsY/K8bP368/d/nh9q1a5uff/7ZRBoXY/h84/igZcuWwRv3cVzF/3M/vPzyyzYDrkqVKnafjRw50gZh+HxlX/K35QcyiFl3lounnnrKHssRrHj00UftZ3hG+Sx1sS3o2bOnWbt2rT0mbNasmRk2bJj5559/jN9eeeUVuw2MxXuAAGXojcCLSCRFBTJTHruIA0T5GzZsaB577DGzdetWe7BAlgvBEa6gcCD5/fffp3qcr776yvTp08fccsst9oOIq2VffPGFWb9+vXn88cdtiRBXb1KLD89JkybZq3TlypULZor4fQWA7eDglw9YMob4kCOLY9asWfaDfOzYsaZmzZqpGqN79+72IO6ll14y1apVs69TvXr17MEJV/LJhOAqeGqx3ueee669krpnzx574PPggw+aTp062aAPByOTJ082fjlx4oS9wsl7gv2VJUsWe5WLq0O1atXKcNuze/due5LC9lDeUqpUKbsOHGSfc845qV4+rzkHcH5eYQ6HkwOyqXh9wuFvx4/yHYK5b775pv37IHsj3N8o7/3U4v8LJ23sN8bJlSvXaY/hBMWPAALBA/Zbnjx5wm6PHxlJrvabq+1x9X5ztT2uxuFiCSdyBLHDvQ/gR2aHq/+j/N/ns5pAAvuuatWq9m+XrwR4uAA0ZcqUVI/z/PPP289+si4rV64c9vXhokZq8b961apV9iIMrzcZwxzz8FnHjUwUMtf8yKrgAhYZfVyE4Zjk9ddfN82bN7fHbBwj+BG84Ngse/bs9iSfz2qC/bzXKd3i2IRgFp99GeGz1OW2gMAYfye8h8mI43Xnb5O/XdbDj/cAJY4cv4ukBZUaiaQQUXhSIr0rTxx8EHxBhQoVzI4dO3zZp5wAEcwhqBN6oM2Hxvbt280HH3zgS+CFq42pDXgkByVZAwcOtPuOdFWCLWTbcDt27JhNk/YyVc7U/PnzbZCFNG+uNBLo4eCKq/gcQPTo0cOXbeEqOgErgkccGHKlmVImMDZXo/zEAQ/L58aVGq7YcKDN1U0O9Dt27Jiq8hDX28Pr0aFDB3vjgJusMU4YOFEmWMb2cPX2TJG9xXpHGllULrBvvPc3t/j8CiBw9Zz/NZyAJITAZmpxQuBXinp62G+utsfV+83V9rgaZ9CgQfYr/y/D4X3gR+DF1f9R/meSyZlQ0NmvjBd6n1CixfXZcAE9v7IDli1bZk+ECSjlyJHDXpjh85obf58c6/gReOG4g8AEZs+ebS82edmPBJU4DvED/yN5rfPly2cDYJQIkjUCytP9LGWJ9Gepy20BgVE+f/g7IgjGcSEXINku/v/dcccdqSq55j1w6aWX+rrOIimhwItICuXNmzeYtky0nyvA3oc5pS5+1eCT2ZLQCRCpsn4FeDiocYGDUA7iwAfn6tWrg7/jaoYf/V2oQ6ZW2zuw4gqJd8BG8MIvHKR5pVm8B9gurzacoBjvET9RVsCVUq4sLVmyxNZzc1DKVUGCfwTnODA+06s4rrfHKz3jypZXa81BHNtDZg8HkVxRu/fee89o2RxoctDGSUgkPfDAA8YFFw1i8eyzzzoZxzsRziz7zdX2uHq/udoeV+P4kYGanv6PshyybcOhBITsIT/wv9kF9pl3Mv2///3PXqTxkL1BebUfKPnifwLHBPSvIVvUy+Lhc8c7jvOjZNPrscP7gH6AZCN5TWTDZVyl189S19viHftyrMMxD8fU5513XjADipJ0PqcoUzwTZEJzrESJmUhaUOBFJIX4h83VBAIHHNB5H2hcDSCdmQ89P9CfgisYXLWIj/v5vZ8i3cSXxrYcUHHQQ5o0y+cKIQemXEU5cOBAqsfgoI0r2zSd++677+yJt9fomA9yxvUDy6ekjAAc43hXS3/77Tf73qA23g8EVb7++mt7QEVQifceqd0EqrztIp2doBY12GcaeHG1PbzevA6kRnPiQNCSvx/SoklnBxlKXO0i++lMDxZJWaekjSuYZHOFS1EmZdoPvC4cDBLo4UCUK5C8xzlh4Oqtn3id+b/DOAR4eT/7WZPO6+ASZQXx9xsZcH7X2Ud6v7ncHpfvN1evT6TH4YQ7NIjNjRNIP0oX0uL/KFk0NDjls5Mxwb6iDI2+JZyk+o3MWI4Nzj//fHsi7ue+o+kxmcS87nyG8/rQz45ACJ9zfvXn4bOFz0/KmtetW2eGDh1q7+/atav9jOUChl9ZG59++qnJli2b7ffjZVhQOsPnGif/GeWz1MW2eJkolBexTWRAEdAhu5vXy3uPE0Dq3LmzLeU708AL2TNkUfG/kmODcP8z/SinFUmIeryIpJDXp4TadE7eBg8ebHshUG7EBx41w17WRWpQv03PGEpnOJDioIRUaU4mOVAgRduvWYAo++FAjm3jAI6TeIJIjMUBox8H9HxIkzZKijTpohyUst8op/JKjFLbYJcPbg40OCgksEMzQ1KJGYurHOxTPsxTi4NC6vYp++FA9J133rGvOUEyDlDoI+PHDEoc9PCe4mCKNOyEDghI92VWKOqwzwQHvfT1cLE9LI9eFbwmCWWk8D7hah2zD5zpOOHw3iZtnq9+lMzw90Izzb/++suePNDskEw0ToA4KeLvyq+r3ByQUlO/a9eu4H0EESif83PmEQ6oKVUggMnBMCfCnDDSh4Ht8yt4wKwic+bMsZlojEGvAgIkZCsxvl8zw7nYb662x9X7zdX2uHwf8H7mJC70757MUT7Lw13c8Ptzgc8kfvbj/ygBKj5Dyd5gn/HeZrmcgBNk4rjBrybZLmZP4hiKYxt61/H5zI3/4QQLaHhLwIcAgx84Rvjll1/ssRsXMMD/Ai5qtGvXzpcxONZg3XlduEDG3yWf3YzJe5vjEi9rJL1/lrrYFlSvXt0eb5KF5M3UFO64k7InAkFkv5wJ1pX19o4DwvHj2EAkQTTXFZHU27hxo6+78ciRI4FOnToFKlasGKhUqZL9WqNGDfv9bbfdFjh06JAv43z55Zd22f379w/MmDHDfv/7778Hvv32Wzveiy++6Ms4J06cCDz//POBRx55xP7866+/BurVq2fHq127dmDBggW+jLNw4cLAqFGjAsuWLQvex7hsm59OnjwZ2LlzZ5z7Fi9eHDh8+LBvY7DO7LeEHD9+PENtzxtvvBHYs2dPINLmz5+f5M0P/fr1s+/hX375Jc79/Fy/fv3A008/7cs406dPt38nd955Z2D8+PGBWbNmBT7//PNAhw4d7P8Dfu+HzZs3By655JJAtWrV7P+YHj162K9Vq1YNNGzYMLBlyxZfxuF/Cv9bvv766+B7+NixY/Z/EfcPGTIkQ+03V9vj6v3mantcjcP+4T18xRVXBIYPHx746KOPAkOHDg20bNnS3s9nRkb6P+odH3z66aeBnj17Bu66665A9+7dAx9++GHg4MGDvn7+VK5cOdCxY8fAuHHj7N8MxwbvvvtuoEqVKoE333zTl3HYN926dbPjgL/TCy64wI7H6zN16tRARvPff//ZY5DQ12Py5MmBbdu2+bL8sWPHBvbt2xfIDNvi/W9bs2ZNko87cOBAosdESeFzIKmbSCQp8CKSzv3888+BwYMHB5544onACy+8EPjxxx/twZ1fWrVqFRgwYID9noNfL/CCd955J9C8efNApD/Q+RopHMjv3r07IsvmIMAzZcqUwJgxYwIbNmzwbfns++XLl4f9Hfutbt26voxz++23B1avXh32d4zfunVrX8ZhfTmpyiwIRnASFw73N2rUyJdx2rZtG3jooYfC/o7gyM033+zLOJzE8Z6L/x7m50svvTTQq1cvX8Zp2rRpYPTo0WF/x/1+/c9xtd9cbY+r95ur7XE1DsFDgm/xA9WcwHE/t4yEv1M/g0UJuf766wMPP/xw2GODYcOGBS6//HJfxzt69Gic/zmTJk0KrF+/3tcxCPLNnDnTfr9ixQr72VazZk174k8wK1J+++03G0DyK1ji6jO7T58+CR7TECi57777fBmnQYMGgQkTJviyLJH0TD1eRM4gxTOp2nM/UhVpnnr//ffbfisNGjQwkeKqiW9CvWRoQEizWD8wIwtlS6TCtm7d2vYN6Natm03NJjWWmm4/Gg+Sdk1pDumwlE4xiwAlZgSzGYPSnDOdVWfixIm2543XKJGZJcI1CaWhXmpmYaBUjvUF+4n069ByjND+C5Qi+YFGfX6lwCenBp7XghIDr6cDJTO8H5h9zA/0JUqo/Iv7mVLWD/R0Smj2HWazYspaP/z000+2T1D8beJnGrv6MXUsKCfhf0s43E8j0oy031xtj6v3m6vtcTUOPVYoWYnfYJ0yGUq3/JgdEExLnNSxgR+NfmkM62d5YVrPnhT6+RDaS4YSaz97yTCtOFNkU6pNLz5mytm5c6ct5aUkkc8mP2Y+ZJm8pyhfopSO0i/G4vOWMkcmNPCaLqfHz2xKFz007aWvS7jJCSj3oUzQDxzz+DUxRXoopxVJiAIvIinECXf8g6uDBw/aHht8YFEz7geCNxyIRJrLJr6R7iVD/e+bb75pG6jhueees4EWXjOCIfRAYcrc1OIgnjph+vpwwECPFabJpuadIBbbyHhngqDU+++/b79nHxHQScidd955xttAnTTTdjIGN9Y9Pu8gr1WrVsYPHNRy4MsJFwFMevxEorEdPTBoLMjfDydDvIcJIHJAymxXbLsfwRcOnllmuL8dTrBSM+1lKA5IEzqp5sDbrz4YBC4TCowRuPKjATboR8GJQ7gGxxwMM81wRtpvrrbH1fvN1fa4GofAvhfMjs+bhcgP9KcId2xA4Ifx27dv78s4nCQyw4xfDcLTevYkV71k+L9PoI0gMttFIIOGuvSZ42+Lxsh+BF7oJcfFEj6f+Qyl4TFBGIIxzMjD8QPHO+n1M5vlej1UGCeh2dQYy6+Lguwr9gv/kzk2CDdbkh/vAQJ7N910k/1c4OIYzZw5NiAYRh8hjkn9nFRCJD4FXkRSKLEPZj5Y/ZrClFkduNpA53W/ThDC4QOa4AdNAL3ZEPiwpbM8Bz408fUDV5T4QOeEmHEIhoDu9DTVI2iS2iuPNM7jCjdTKHIAx2sxcOBA25iWAzi/Ai+cFLAtfHDPmzfPBpLYLsYgUyk1B2+PPPKIPRDkoIbmf2RtVK5c+bQDkHz58qXqwJd9zpU+xuFKDweg8a/CeeNUrFjR+IF9z8l9QhlWfmWLcQDHSR0HU6H7iKtbNKUkMHYmB77xsd8ItHLyRkNIr9kp78MvvvjCt2lQOcEiq4oTrtAZWmjmyXb41RyUA15m0Qo3Mxv3+5UpxN8KQVGuZsffb1yJJCspI+03V9vj6v3mantcjUNAhJNfXu/QYC+ZcGRI0rjeD5xwh8PrRfYqwXo/kA1CYJ/pdvlsiH+Syue3H9lprmZPYvY+L7uXz+5nnnnG3k+DZWawIRhP0+LUIguECyTemGwLF0/A/za/snvJHGTiA47hli5dajO3nnrqKTsDUMeOHRP9/EsPn9msK9uAfv362WO1+FNtkwFDYM6vwAvHuryvCIyFw2tFo18//kY5np40aVKcizy8N9inHDvwnhOJFAVeRHzElJ6k5vJhlVp8OFB2wjTVTH8a7uCKTIvUIlBBZgtBD+9qHVfmDh8+bA9I/UrH50CagAIHC5x8ezjg5sCEk+TUBl64muEdRHsHVt5JJAcOfqXiMxuHN3MVGRScOHjjhkvJTenr7s18wVVsSrEikfnEwZl3xZQMG1L7/Sr5SghX+1wgBdvLdgrFzxzA+xF88967BPg4CfFm5OKgmNeQE4mbb77Zl3EI5BE8vOKKK+wJEBk8pLMTHCUThWk2/cA6c/DJ3wnb5o3DiTClbQRo/Trh/uOPP2wglBM7D/uOEws/TrJc7jdX2+Pq/eZqe1yNQ7CK9wGBBE6GvfcBnxEERfhfEUm8PgR8KePzI5hE+SmfC+yncCejfk3Dzd8HGZgcD3iZcBzfeLMn+ZXdy/8V3tucFHNs4GVysM8oE2bGIz/eCwQKvKmpyRjixNsLKPB35VepCwF+b7kcH8TExNjZFcFx3JmWCMf/zGaGnnBZo6lFptmNN95ov2fd+ZuJdBkQF/j8nqY+LctpRRKiwIuIj/jwTiil+UyCCGS7RBoHhZTnUKtL9gZlIJygkhrLB65fH4YueslwQO31BeCA57zzzgvW7JJJ4Vf9LumpZL1wMvfdd9/ZencvK4nMHgJlZ4oMF05ImEaatNfE8Nok1MMiJXitOcDlCirTcIe7MutHTwH2E69BuEASwSxOwvzA8hMKVvE6paY3TihOejjhJaDIlU0O6jk45n3BV7+wz7giyNSdBJV4L7N8rg7fddddvpUDcvWSUjBOgDgx8bB8Tk69q8Wpxf8YMtEI8lBq4u033odn0vsgrfebq+1x9X5ztT2uxuH/NWUaZD9x4uWNw8kwJ1t8TkQawUxOyP3www8/GBcIVDANMdluoccGBES4yJTa0mDXvWR4X5Hptnr1antRg2mSwcUtgj/hMv3OBEEpsm25GEM/HjKuvAtnlFTFzx5JLo4HCB4SBNuwYYO9JcaPz2wCoBwPEIBL6NjAj5K3pAKSCZW8pddyWpGEKPAicgYnxvHxYcQHAx/g9JTwAxkgLhAoIMDCSVf8tFGCIfye9NiM0EuGAydOGrk6zwE2ZTvgxIsDLr8aErI/Hn30UfPOO+/YgxEvNZrlc3KUUMp5clDeRQo3gRe+dxF4YV9x4MO2JDSOH/uOg0YO5C+44ILTfseBHQfCZCOkVvXq1c3YsWPtfgwNHHKFmL8rUr79wMk7wUQatfp10J7QlWdK2PxqApoQ+ofQSJHyv7Vr1wZPUM8991xfr0a2adPG7jcaYPt5gp1W+83V9rh6v7naHlfjUD5ARkVoVk0khAuUe8cG/D+idCYjIVjJRRGyH7wMCA+BegJAfvT/ctVLhlI8snT4XG3UqFEwi4Zgc4kSJXzL4OHCCZkTvObr1q0LHjPS1Jd9RtbvmeB5lJkROEhqGX59ZtOfiGMDGh6H9pBh+XzPVz/KgymZS+jYgF48HHMtWbIkw5TTiiREgReRFEroZJgyDa4In2n9blphffnAC3cVgA9UrgT5EXhx0UuGGmjKWfigJj3aaz7L9vFB61fZFNtCA7bFixfbK3LewQIH1hykEMg6U6E9gvzqF5ScExOydEjBJeDjRxM7DwegXokXB2o0C07ovebXATavMwe/vE6UmXilBQRGuUpIwCwjzdLkahYTAhUEESN9IuxqBgtX+83V9rh6v7naHlfj0A+F7ANOuiIpsZNhslf9KEEGGVtJ8Rq0p3achE6GucDAsYMfgRdXvWQIItNANz4CJKE9oPzYbxznELgik4debV62JWWu7dq1O6PlkqXjZe36MTtWchCUonx60KBB9pjHz2MDXgvvYg/HBpRPek19QxFw8avPoatyWpGEKPAikkKuToYjOTUlV3qYbtf7wONKTLgPNqbd82OWGVe9ZNgGL/sk/pUMP6elBA07uYWioZ6faDjM1e0zTU1OLl4XxvKryWQoAjpeI1tedzJb4pcBeY36vNmoUouMFtLTBw8ebIN63pU57n/rrbd8u/LsapYmV7OYkGrtYiY1VzNYuNpvrrbH1fvN1fa4GodGo5SXRDJLKKHPY/7vcFGG/29+oVQy3OxJZKkxFoGMM0Ump5d9wv9NGq2G6/1FWbVfpXquesl4yN7gJJuyZEppyOzzu5caAan4QSl6GaVGaHCI0jwuKvhV7pVYxgufo36VmcYvL+a4A95MVuFwQYaASUYqpxVJSFTAyxsTkXSFMpmkpqYkYHImyAjhShaYQo/ZBOJfSfVOhrliTHqrXyLdSwZk0VA+wwFW586dbZCJRnR+Xl1l2WRv8OHNARxTZXPVhBMIUuj9wKxJHJxwtZQDxCuvvDIiDXA5UOfqJWUmkQ4mss8ifeU5FFfUSIvnvez3QSrvKWrGE3vv+pGGzYEijbTJRorkLCb0weCKH1dkEzoR9iOI0bJlS3s1O7TJdiRmsHC131xtj6v3m6vtcTUOgV/6mPF/NNz72q+SzbTGZyoz0PD5Qx+gM80SozQXZHQStIof4POODZiBxmsam1o0OY7fS4ZjAz97yYATbjKgOIbidac8jOAfn+Hvvfeeb8cI9Aohk8Y7PuD/Kn3nCP6zXanF+5j9QqCAizP8X45Ec1pKssgiTk0Wb2L42+c0lP3CMVT87KrUTlaQEMaMZDmtSEIUeBFJBoIcZFKQCsv3ifFrtqGEeFNTkpLrxwwJnHCzPL8yWxJCrwVvyshI4UogV+xoEsuVUj5cObB66aWXbPBl3LhxvmwndducnDIGBzxMTcg4vO70xKGmm5OK1CLQRvNeAjoErDgIYfpLgjAcEPl1UELpDdvA10jPbOThwJcDbAJ+zJyQWlzB5KCNkwS+T4ofAQQatyaF1yq1kuobxf8cP1LPEwqI+V3P713lTAxNTzPKfnO1Pa7eb662x9U4SQV6U/O+5vOGz2E+V/g+qXEiPWsKgROu3PvRgJfAChkvkSw7DO3FFD+D1G8ElMjeIJuG/w1kpDANO5+z3MeFB29GpdQg0ELgiwkSCJZyIYjjAy46MJMWJTaUKKcG0x9z0YxjA45tyNihXJv+XH5eKCNLh6b3BC4jFQSJNPYVZVJkNPF9UiJ9LCxnN5UaiSRDaLqznzWu6WFqSmp3vYAO6b5kchAcIVOADyu/cGAb6TIGZq1g1gAOFghMeKUzHDxyJZA6cg68UouDZ8p/aNTKNnHw4+1LMlQoc/Ej8MKVWQ6kuO3atcsGlBiLABYBCw4ceR+kFgdupI7zunPlJ/4VRj+DiVzB5gojqdIEX0gvZtlly5a12UmpaTxKxgbBF773ggWRDCAQgKNOPNIZPGyXX2n9ke4LkRxcVSaASEPLzLDfXG2Pq/ebq+1xNQ5ZopH67CF71JsJhe8T4+qKOiXCfjf4J4jAsQEn9RwD+Vm666oXExkVXbp0sT3rQrOsKD0l8JKcQGByjw/4nGG76PXiNXPnggxl3mRgpTbwQnCA4wBufKZ6QRiCS/x/IAuG48TU4u+GwBFZsXy2xn/d/QwmRiqLmGMxr1cRGUJJ/R36cWwgkhAFXkRSeADiarYhV1NTgg84ghKkXXrpt6TGkkHCQYIfqb6kqnLFlnRvvxqlxUeqMr1iKMkJPbBiOlGunPp1gMBU0iyL/RI/TZ4DSD+u0oY7SSHbikwNMnd4zXgv+hF4YapvF+U/HMDReLBMmTL2q9fokJNjDkoJJt18881nHDTwrsy6CiC4atpJ4M2b/SWSODh1ceX5xRdftFdoI33C7Wq/udoeV+83V9vjahwC1GSjRKKUMjSzxNU0z+Ey+rzZk+hpRZaFX7iQwWcdgXmvDwdj8L+a7JCM1IuJ/ZPQ/zY+k7i44QdKimikTIlj6PEBmZ187iWVGZVSzDzFjSAMx20cH1Bm6UfgZfz48cGm97///nvEgonhsohBViy98wj4nOnFLDLAvCwWvldJkaQlBV5E0ilXU1NSGsMBFLPAMHsAmSHeSQuzBHEVyI/pWAm2TJw40c4sQ8PVcHX2qc2q4MApoTRbTu7p9eEHDg4SOuAkbdnvrCim1OTKD7e//vrLHtCR1cFVLT+4CiZSX8+JIxlBHJDy1Us1J8OK9/WZBl5C6+b9qKFPT007M9ssQDSJJMgbaa72m6vtcfV+c7U9rsYhA8RVCaUL8TP6Qr8/55xzfAnGg7IYrzyYgIHXuJ5jD4JmnMx6UzKnBp/ZBBXJ6IxkLyYCfGQlhQvwkO3rVwCQC1YJzdDHtvB7vzA5AQE/jq3oa8fyCVD4dWzgKpgYySzi0PJLegaJpCUFXkR8mmEolB99A5KamjKx36cEH2jUI7O80KszpLST7skHoR+BF1KVWe9IIrOFAwU618dH0z7KWfzAgScpsTQW9LKBeH+w/7ja5NfsQGRucOWHTBHvig9Xf/xopEcQzwsQ8X1S/AgmkfJPGRjrHn/9uRpNvb1fvvnmGztLDyepK1eutM2qCWCR/cB73Y+sK8okyBTjBCWSTTsz2yxAN910k73yuGjRogS3x48AkKv95mp7XL3fXG2Pq3G4iEB2Hf//CUz4KTlTO4fyIxsv3DK82ZMIzvkV+Cd7guMAAuZ8tnn9T8ik4CIG2RB+BF6mTZtmM58IHoVrpuxXhsKNN95o/344sff6P5E5zGfsqFGjzD333OPLONWrV7fHTaEBUm8byMr1So9Sg2NM1pvjHYIv/O8myyZSDfgjzWUWMcE3so+YvIDjUt7X3rGBd+FRJFIUeBFJhlq1agU/ODlJnTp1qv1wo49IkSJFbDokzU+5eufXFWNXU1NSZkI6fjikr+7YsSPDZFVwokWWDldIvGAZnes5maRxrF9XAglEkSFEIIQgDOMwTTFXozdu3GjLgPxAujC14Fz1ufzyy32d3YF0dK/umdc5sYNbv2YXyZYtW7AfQrhsJX7vB2anYN8x6xcHvwMGDDA7d+60V77I8CJNnql5/egp5B00covPrxNhSvSY/YVml5F8fVxdefb6SnHiFg7j+PF/1NV+c7U9rt5vrrbH1Th8BnCyxWcCmQjh3tc//vijL1M7kzkB/q96xwYEnMHxgh8Yj//Z4aYTJyBCqUv8qYzPxKpVq2zvk3D4XPIyFjNKVgWBFU6wKWvl5mUPgca0fgSRwD4jIEdfEl5zXi8CLgSBuQDkldimBp9tBBLvvfdeG1gkW8QvBHhHjhxpg6FJzTiZmr+dtMgiphcOpV4cKxJ4IejCa8JFNP6/EpS7++67fRlLJBwFXkSSgSs+Hj48OajioCP0AI6TfdJyaVLrh19++cV+6MWf5hkEQziBpElcalGCwwFWw4YNT/sd97toTglKaFLbjb9t27b2QJe+NJRqcQWNIAkfphygECzxA71EyM7giiAf2nT75ytBGN4rXHX0Awc0lBVFAgdu3rL53kXdMynrHPBywONdeWbc/fv324PRcJlKZ9pUlZNtrpJRmsdJF1kuZHbx2jGWH4GXFStWGBf8mp48vVx59iMjMD3tN1fb4+r95mp7XI3D/xpOrCMhNMhOwJeLLxwbhGbWEPTlpJ4SWz9wUu8FzePj75YLKX4EXrjAw//PcAhgJFRO4zdvyt/U4v9X//79bcYOn9f0ymMb+Nz2cyYgLtTxXuBYgK/8PyVLiWAZswOltrEuPv74Y/s5GglkPHpBvUhNU51WWcRcgONvg+NCLvYQpKQvIH+fZD3Rw0iBF4kkTSctkkJ8aHI1nX4o8ZECTr+KpGY3SA6uOCd0cDVr1ix7suxdSUsNDg74YCPyzzbxAccVSK7kMQYHrJS3pBYBEW82G4JTXk06GUT09+Dk269u8ixryZIl9sCKg0em3qbsJCNi37BfQvcZX7kKRIq+H6+NK8xaQA8XrxcP01SSIk1jPQ6yOJj048odfzMEVziY42+IWa2YlptlE9Dkyqd3ZTq9To8tovdbxkJg+cknnwzbi4L+SQR/OeE/E1yl94IgfIZyEh+upIQmuPz/8SOLhCAF600mAJ+hZElybMBnKZki9NIimzC1uGjFCXFCxwbMuufHsU5aoAyIwBGvVbgMJT8+U0Mv9nn7jGNQLjRkFLzGXBjjIhmf21wEuOKKK+JkEfvRVJz3McEvAjxcvCRISX8cLsjw/uMCnd/HBiKhdHQocgY4oQ+HtPbU9I4g6s4HEDj4IPARbnk0C/S6tKcWqelktnAFwLuywew5HDAQhOFqgB8IVtEwjdRbUr+5qkFPFoIHlJ94jfv84JWBRRIHOHT55yAnXI8UP/pkMHsFacsJNQXmQM6vwAsHv1zt4eCD8Qgg8PrTjM6vEicybDjY4SCbUglmkuB9RmYCB/JkW/iBYJvXtJMyM/5WvIAOJyZ+NlyN1PTY4dDrhwaK9F6iFp3/FZwMRaKBbCSnj43k1KFptd9cbY+r95ur7XH5PmAs/qcyDmWHZI5WqFDBt6mm+V+WUL8sPuOS00srIQRzmCrYQyYAr38oMi/pL5JQaV1KcRGJk1COB7zMWz6PCADRGLlnz56+jPPSSy/Z9zD/a7ySU/42yYLlApBf/T04piIQT1Aq3Oe2Hw3+Q7EtXCBhXL4PnTUptcdvXIwha5NS8XDYFj8DL2Tfxj82SKoMKT1mEZOl7gWq+J/DMYc3GyL/F/ws4xcJR4EXkTOof+WDgAMD+kd46ZBE6GkcmpqpSwm8cGDgpfLyYRO/1IgPJD4c/OolQ2CHKwD0qOGg1Eu/5WqWnx+spHR269bNnvhwAMmHOI3uOCDlAIErG34c+FJmlNiBlR/1yFx9Y1s4kPeuznnL52e++pG9Q1kO77Nnn33WNovlBJhACBlPnKDQV8YPBCk4WOdAl5kd6E2wYcMG2+vDm7rarwMSrpb6UeaTGN67vA94T1HOwFUsMKMWB3Z+zQoTyemxQ3HywRVvXg/eA7zHaEzKeAQReI38CsS6mD42klOHpsV+c7U9rt5vrrbH1TjgM5v+RQQreF9TWksAi5MtykH8CMKRDcsyOZEjoOMheMGxQWr+79B83JsOm//VZPF5J4yRwv98jkfoT8JJMK8LxwaU6vgZkOfYicA7rzm9RQgu8n+az1eODVITsArFa0A5CUH44sWL+z77oIdgCP93EsucSO3xAcEqjp3YZxzTcBxHxjLHBtz8aOLsXZDp0qWLPT7k2JP/MbwPvIxSyur8aFQP/q+FlvVHAhkvrDvHPGTBesfRHNNxzJDQdOMivgmISIrs2bMn0LZt20DFihUDVatWDdSvXz9QpUqVQKVKlQJ333134NChQ77s0T59+gQ2bNiQaV4d9tX8+fPt9zNmzAg0bNgw+Ltv/l979wJsW1WdiX/nUU3nYaU7dqkRExOCIiY8hKARVEACiM8YRAPYICCtSQqDNooEBFEURFA7pDVgbODaIi8vjQJKwA6i8hR8gJhLiAiCiCGdsojEROP512/+a55a7Lv2vffsPdY6Z+0zvqpdh3Mutdfe6zHnGN/4xjc++cmFvfbaa+ZjvO1tbyvX4aCDDlp4y1veUs7h+CsCBxxwwMLzn//8hUsuuWTh+uuvL99r/BWB7bfffuHyyy8v//2JT3xi4RWveMWjvuvhhx8echzv9axnPWvh5ptvftTf/e7+PvHEExei8J3vfGfhyiuvXLjoootaX1HPqGdx2223XXjd61638M///M/l77vuuuvCK1/5yoWHHnoo5DivfvWry3F+8pOfLPzoRz8qa8Ltt99e/u2d73znwkte8pKQ45x++unlXrjiiisWHn744cXj3H333eW5edOb3hRyHM/l1ltvXe6r8847rzxLjnPOOeeUNe7MM88MOY5rYg195JFH1jtvb3zjGxf222+/QZ23vr5PX/dbX9+nr+N85CMfKffvWWedtXDXXXctHuemm25a2HnnnReOP/74kOPcd999C7vttlt5hvbYY4+yXu++++7lOXrxi1+88I//+I8hx/mbv/mbif/2b//2bwunnXbawtBiA/sofPazny3nsOLCCy9c2GeffUKOI+Z417vetdA1rJ/PfOYzF/7iL/5i4eKLL15Yu3bteq9ZscMOO5T3hvPPP7/EJBVHHHHEwhve8IaFCJx66qllDb300ksXfvzjH5e/eVbFPv7+vve9byEKYmfP5XXXXdf6isC3v/3tcj9ZA6yXNRawDojp7rnnnpDjJBKTkIqXRGKJYPKmCszPRR9tlV7qGY0cw2rk4KRqLLZe9Vl1LQIqjbfeemtrS0vUJBPnyOhG0GKkXap6YmhBUd2aFaZNkUJ3PRJQdeT0008f7bnnnp0eR6Wvtt9oJWiqgkw5imozohBy3sYN7PyuFU0rAO+CiIkCJktRInQ5xcQz2jY54mMf+1iRyEehr/HYKs5a/owKbY7a9ByR4Uc8n32Oj+1rdGhf562v79PX/dbX9+nrOBR7qvbM6JvHUbG37v3FX/xFyHGsLfZSz4kWWvu0Kj7TfZNnolqatJRp/7H+N9UGVBSUFtRc2oQi8JWvfKX4pU2KDSKmaFHRUFbUfU4rE582LcOeVW2PERB/VNVQl6Dm1Trdpbm3dhnnCpyjdevWLf4bNRJ/ngi4nz2Hze/CQ+j3f//3SwxHNRihYKWo0brmmelSRUztpJVR29djH/vYxb9bA/gmRU1WTCQmIYmXRGIK2AS0HHl1BaZ12nPe/e53P0oGrRWASZ/AJAICX54bk8ZUR7UaIaXIiPVxC0YlxyYPCYZJZdumN00TjHTl9N+Ezx4lr90QnCcBFQLERIxqNEhiTjI/aTTzUuF9JpF8/j7J02iaxJ7Ul6FdH2bHzR77im9/+9vlZ0SLSV/jsasZcRu0mUzyAFqp42P7Gh3a13nr6/v0db/19X36Oo5EflILgTW26b0xK5BISBGvrsCPTWuZBB9Jqq1JO6AX8kfrVATEBaeeeuqj1s8uiBf720c/+tHyE5ngHGo/QiAgfdpMhKctZmlj0oraJbTINZP6LqAl2F7mnCFexINMaBELYpPqcTYrFMcQEm3wd616ETBa3pqMsOo6NnDf1utT29jEJfX3rlrQEglI4iWRmALUIZMc+KlgVLxmBf8TfdwqDTalZzzjGaN3vetdo0suuaRU6iKmCQDvkAMOOCBE0bAhqDzrTad4EGRRpSB9kDGCbEbCs8J5cV0ixjVuCAJC38EUC33PXcFEKYE1koXqQOAoMNH3rld9yy23DDkOIgf51TZSnEdKrazNCmaW7lvGpl1iQz32kdWzvsZjC6ypktrej/dC1PXpa3xsX6ND+zpvfX2fvu63vr5PX8eRpNqX2xSp1gj/HgXqDMeaNIUO+TwrTGVjHv/Wt751tN9++xXyiCeTMbjUCVFFAQQOVWfXybDPjKii5LGv1niEJw+Vp98j4Hwhitxr4qk2j5oIQt40HibybftpFHgfiQ2QrVSKW2yxRVFA8zPjoRfl+eXeElO1PTsUa82x6bOAp5y1oMtzBlQ64mj7QlVZNWH9Qc4lEl0hiZdEYongem/hbqsCYcoFxxGweavSve1tbyvyfoFPlf9HGChW2HyiDAw3RYYtQARmeiocSCzjf02ZiAhIyVW1sgis2iaxRLSDkYwzutxjjz3KZx8/TlR7liBKxcn0JCAfphBi7KsKqMIZAQG78yZZEMQx10WSkORqX4iSLbsmCA+JVpfwfLrPBPRdmigidzyLzhllhetOoVbHY0uSI/Ca17xmdOyxx5Zn9fnPf355b5PBTGVQlUZmRsD9jPBFxNUKoGOZ1oYgZd4YVbE3OtS6I/l2DEbRzdGhQzpvfX2fvu63vr5PX8dBTrivrdvug9p2Yj9CYNs3IuD9XKNq4NskekFyHAXXn1E0UsT5onrR/hGpxKSaQIh0rUAwRIABNnN30CZlfxMbuDci2hvBvaZAZj+bpOSNIORN5EKCOF5bHBKhFLK3KTAgeKwHVKT+5jwqBkW1ofsO1hjfYTw2oIAUi0TAObPPdA2xgWLSi170ok5jg0RiEn6K0cvEf00kEuuBX4AqAAmuaUCqjQJ4ni8qKir6s0w2akIiLLl2HAEDGamNI1LRoW1JQBqVXC8nbN5tiO4TrsH7hqCi0gXcb5JHQXyUBBtUmyTX1X/F+RLEC3qjvBYEit7PM4Swaqs4RhBjFAFd99hXaMOq47Hr1A9JZOR4bBDkmrpgclfdtj23yLmoke9abyir/vZv/7a0/mnBsNbV8bFUCBEtgbXCWUeH1klqzhvlW9To0L7OW5/fp6/7ra/v08dxXHfrwfnnn7/4e028qQpPOeWUkAQM8SFBpdbgJ4WAsd6JDSTC9vGIir52U/s1BY1YgwJT3IGs4mXjmBFKTOQAVWVEO9FKALXwxhBRAJoUh1RExSFgv67eQVqPFGkoSq3bERB3Kv4pwDTJKs+Qc4WUiWhHpzxT/KGEFhsY+zyOCBWPYiZiL0pFlUgsFUm8JBJLxDbbbFOMuIxaVuES1GP/QeIq4b7wwgtnPq9GO2s1IvGnchDU2QBvvvnm0b777luM9SKk/zwDGBlKqNqS4ag+7j5AErsxdN3fHQ3VeUlJNUsUoJxxxhklQImS4jcTb2aKKp18bKge/IyCSpMqN9l9l8QYRQ3z465ly30D6eb6SLi1Bbk+0dVoZO/4+FjPTOT42Hk8b4mVD8Rv875G8EzyAJoG7ivrDgNXLbxaPigS6vhfa7dWmogYxOenfq0G755bx/b+yBLHnxUPPfRQaQ/W4jqJKI8wQ09M78mFgNV6DBRDyHFKP22WkaCqEnvW2MCeEDnOnJePONM9NwkRsYGYSfwUOQgjkVgKstUokVgiVBeqdJRHgGBO0EMdsMMOO5RgKwIqmFQNNlJBD6xZs6a8TLZQRWO+G9HHTaruRdo7jiERL32RKmS9JlW0VWCoUaihkHCz4qqrripV+eb30tNNJi+4IsuPDCAY5amaCq74FQmsIokX58Uzg0jUZtYV+uixXw5QOEW1Mk6CdUxrhte8oI/zllj5sPZE+fq0gWqmrpeOYy/QHkx9wpMlwvsNtPwpyjRN9z239iWkT1QLHd8v8Y3YwES6rqbQ9QmqqlpcaBP8K3DNCoU566dpjeOwv4oRZ/XUQ4JQ7VG2VOKFqu/aa68t1woBN8kUdxr4LryQfuEXfqEY00ZOBwQkotia6qXL2OB5z3teKY4m8ZJYLiTxkkgsEVtvvXUJSLT7mDRDimkjlxxPMqaclngxpm+8Z/uggw4qm4e2pgiQRJNbe7+unfj7ABm2qqbAqjrWNwPFaU18m/3HJMsC3DY5t8DHaMQIaDOjNDjppJMW/0Z+TzLPu4KnQ0QAwQODEgXR0wxGJRI8JQSJEXJixpMIqSgT0OXssU8kEokmFEq0/1DS+G8FGW17Wj+oCf0egQ0Z9Dp2hNqltp/aX5D/8xAb2Jft/822w/F9IYJ4oYIWo7URL7zhLrroopmJF8U3+2jzXlCgu/LKK8v1orDSkjgrnCcFE96GWufqeaN+ci6RPxFAUvouXU4KrUUZynFttJN8AIdGJiaGhSReEokpCBGeFyonesMZUjLUk4hrPZo0tnKp0Eo0CWSkUcaD2j5sNPMQWF122WXlvKkytmEW4kVFBqlS32eS74nAJIpYEIy4t9qgt5/qJgKCtOpRtPfee5dKKvf/z3zmM8WUkgmd1qahGOipBgNC1GscSbwkEoloIHp5r2htO+qoo0rLozVVa7D9OnKamxZhRROtqJSKklYKWMeI8oDTkiWxrorbocMUIEoNMQK1aqSxqmuPVKkxwIYGIETcBwg9BE/1d6nwO0PkKP8qx6CKpqphdCxOrLEB8kfrJpPnWUEhNt6C3AVqwYU9QLUIGLqKKzEsJPGSSCwRCBZVe0kxMO3jv3HxxReX3uvIscwPPvhgqTrV4ErwZrOQwEYZh5LgqwR1PYJ5HONqFJg1EHKuGKsyGowOrCTzX/jCF8p/q5ggIpgdN0EBIxCJIl74UFDwtE0BMrWH7DcCJiFQVzFWrTAmEsmoyuW+iyBeSOHr9CTVpjZz4AgDPUFpIpFI9AntJdY27SRgH9JWqUAj4adSjIBYgPcKElsSby9wXGobSj+jxSP2c3vpunXrOm/L6Kt1l08Jlai2r2i41mIzpAsTZcqZccVLjQ+oLmYFxckkhbWpQz/7szHpnbjW3t8kcii9eaUwwNU2FUG8iD8Y9YppJsUGEfEcn7lEYjmRxEsisUTwXCGHrJJIprRRvi5N6Kvef//9y2Yj8KGmqVUoFRsSyYgx0EYEqtLp5RZotW14ERUAVRITmfTXam1pqzTccccdMx2Dq7/gNnJsZ5OIqL4XghrXvznhxXQB3yEq4AHXVyVTAGeSknsBYaXVTQBpJGIEVJomnTOtde65CKia+fzIyi7HeTaBOPL5XavIazMJgl6JkfM2tFGVntF5UL6tBLjvKB8iTXwp06zFEp95+D72Um2uESbxKwHW5Ze97GWLeygiAalt/Wn6scyK97znPWUdvfrqq8vzyvwW7AkmGlEpRBAv3otyx5omGW4j+qclZZrKR35cfbTuGoXcVvCJgHHeRx555KLqZJLHSxS0MrneinD2mmbRQczg3yNA2T1Jxe0e4zkYAeQkY93Xv/71rf8eER9CtDdNIrFU5FSjRGKJQE6QrAoUuoQNyEbEJM1GLrgy0k+Fi2pAVS1ielJfow99ZtUGZIHWlbakdNaxxUgk7+Fnl1DVEvSoMNYpFXxljjjiiFLhFLBGESKHHXZYcfxHGqiW8QrQSmWChspmhOqFHF7Ps6ri+HXh/eL7uueHMs4TBGmqvyZdSRr11etTJ2meFNxNc31U6QS+5N3666nfXB9EFkI2MvgmZae6ooTzHaihrAdRSR0zYtVnbWxdg5G3a6NSX30DJEVMnb/0pS+FGZFaJxG9jKKZUmudMynOOiTpj4DrfdZZZ5VE27nzvawFnlWJqbUiglzwXhIhz772FetclOptOb6PPc26pl0XodS1ssIa55lt8/eIUNox10cqd/388JOjunT/ulbWgBobXHPNNaU9dVMm/E0bG0RMoaOiqK27G0Jt3Y0obp1zzjmlHdm+GWka3wb7jWuALAVrGjW0VueIggmSXGFOsUlRCAHn/kZouZe1oSGaZoXx5J51qqNx2PsUCJn8RxgSbwyzxod9KskTiUlIxUsiMQVjzri1axgTqLJFUjruWSJIjdqE+pJe8hCh1DnggAM6O4ZkVFLAgDZy1OE4SIn/6q/+qpAiFRJtgZBRhZIhifisIOVVFRagCtwkXYIgMl+KmyhFBeJAlVRA6PW4xz2uHIs6yQhUShXndVZ/lChSZVMICibUJj74KdAG0xJ8D+qXDfXgbyoQOyZI1LHexrkaTyupUHX0e1vAulRQU0mm9NXXpMfn972QL+6RiMQRQRVZmZ8EBBj1W1sC7J6OmkCEpLImaMuw9mgXpECwNjifvm/EPSlpsCZUw3MJiefUfSDZ44UQ0YLKw0Nibdy3BN9xeDIx4I6c6NbX96kTWHwfbY2mpvgu2jTG2zhnATWn620tm4SI4gI10LjnRhewHkwivqwP/j0CUWqG5WzdHd+HEfLUINaA8fHYzp21aVZccMEFRUVM/VRhT7XPUhA5zqzFIUQLE2UEtQIQVZXnx7RDz1AUIetzMvf3fCL6FBJqbGA/QshqR5pVHR0Vz64UJXkiMQmpeEkklghGY5IqAS+GXHLcRWsOeSfihbJmvKpFYiwolowPBZJTpER0VXPXXXd9VNuKCoaETsDWFliRg8+KPffcsxBIgpFxqP4IhiR4Q8HGVE+RCiiTjW677bZSPW97b5X8WSHRNg0MOebZaarFBJEqkRGTP5BfFE6CexJvCSMyRrAqoHOsCJm896SskgDzJ/As+T6CawmL74fkiZiihYi1tkxa2yLIvn322aeQYkgpCb4WFiNwq8Ezv4QI1YBnVCCNKJDEWXskJlRJKtEqntocZoVAXbKD5OG3wcMBseRepvJy/E2p7i8FEgXVe+sMolHS5Xg+hyRvaN+Hl4j3lsxZwxFJjmefHZ/st1RQIFYydpLaMoKAo0AVG0jsJj0/Efuf74HgsdfY66xr9hzjgylLtQZVJeYQ4LqPt+5GwV6wFEScN+u/GIFvyTis054dZOMQ0GdsYNqUQkJbbBD17PSlJE8kJiEVL4nEEnHyySeXn5Ok8FGu6MZCkkMyVq0EgveWSKpw1yr7NFD9U6lQJZ80NafCMRFAs0KVSZUkmnjxfhGjjpcCicGkgMRGvimy2aVUuZ03LRht47Ejrk1fZrSq2xLsSRXZKOIFsSM59H7j9wYiU6AVAXJv6ioQTEvutetUdY3JIxEQpDM3RFg01W+mm6kURtwDNQEiVZ+UrET12QtuESzk/p4XaisEiSRbRVKlPYJ4kQR4Fh1HQk/hUo0trUcR1e1KJtb1GHnkPFWPBVV8FeJoSFI9K34iEpDwkn7fV2VayxjyeSjfx3PknkD6aAfTuumFvHQ/IhinVZMgWimEum4jqCogBYbo1pwmeIkgX3wfRKz3tUYgaJ2zqvCbBhSBJvRQNlSV4yRETYdDelkTtMpQoiBird8RLYHLQUD53JPiHOqdqM+EpFBImhQbRFybvhTRChSID2ryphIy+tnpS0meSExCEi+JxArdiHhrCIAEokgYG48KF2d+Qcos46QF6TUp3JhqJorUkPCQFAuuGPVJtMYxDWHFlG1TMWnM9FKBsCKTbguuBL6qqhE4++yzS5Cw2WablRaQ8WvRN+E0KySG/CkkhZEmneNwviaRHu4//x4B11mPvSRVAKxqVr0DPFdR94HPrIWpDQieSRXCpaKv/nYJdH3+ee5oBeH1QtnAJyPKrNxxqrqBusU9V0e5OmdtioRp4BogYytRuuWWWy76K0gWIrwWKiQhkhRKHcpH5806hKyg/nN8bQ4+z7QJeJ/fB6hqfB8qNKQPQtH+t/vuuxfix7qBkJtW1eVe68M0usvWnCY8I5S3fLf8dE84NsULBdksxrpUb8474sV/bwhRyf14S6D7t4uWQGSV925rQ1Z8cM8pDswKijMKq7ZphF//+tdD2jk9K85VW7tm5LXpy4xWQdO6gyDtMjawH0xSbfJ/GpohfmJ4SOIlkVihG5HgQGVe0CmZV033Ewkj4KqV9mlAQVFBVmnD6xo1CGBi5tWFUohJo+p5mxpFf7+2EBWPWcFfQ6Ag6SEprsZ2EiGmdvq4I6AypuLnWLPK7VcCSOC1kdTktyvwCFGtZYTNeLDeXyqpktGocd8k5Yg/wToDZEEjqNKff/75YSa+ElHPbNvntiYgLyLQV7WP1wGiSoJoQo9q7Ve+8pXSXjJpROo0sA5Y3xBtjI+rITqlEvPYOg1mVlCDWJOvv/76kkTW5x+BZD2KUECC9ijtRUgRrUWvfe1rS0tQvccBUS+5m4UE6Ov7UG5SalibkSMUXd4bsdD0zrJuzFJoQPojdqoarStE+uxsSiuyc6I9g0rAJKXq66HA0DYhaKnqR8rBPjxrKHudO+ulNfqv//qvi39abQlELk1LvCDAKzlB+XTzzTeXvXoc1iMkegR4uyCtrDvj8YHn5+CDD575GN4f4aoFEME/tCLMOO69995yH3T9jHapJE8kNgVJvCQSKxh8ECZNk5GgRFTUBQl9TDLpSikkEVERqxJfQVtb64wkIsp0UGVOMiARqe0KgjsTOgRVfCQioBf5la985VyQLkDppGLeVgmMhCopcgwxQikisKoTGPz3xiT0mwo9/JIdwbxjulZw++23l3vgj//4j0OO472MSTedx1hx3+Gb3/xmUXFQRWnfikSdniTB1+IRPT2JNxKSR8sK4gph6vwhRnjjTBpfulRoXUFOqJ4jl03oAGsdsofBZwRcG2SbJI/fT33+mWwiMbSJRRGxErmNTQDadttti2x/pX8fRCVy1M8NTWjyDPNNmYWA04ZDQdqmtoxSB/SFZoHBd2l+n8gCA9K/PpddosuWQMQrdUhtOz3xxBPX+38qMRMxbQgQSPYaa1uzDdRxfK8IgpvqWWtbk3QdMtzLzRHjQ1SSJxKbgjTXTSRWKFSFBbqC6HEIiAVXquyzQtVZP3WUCqBvSKhrdbf2A0+CBKJO6oiA6pxrIIHkp+BaRRoEqmZLOPbbb7/RPEBLCaNLlW3natz8GKI8gFwTpIQEhBGpKSACLUn/rOajywFGwZItFe56j6tGIxaiEuE6PQlRQXLtOCZWqDpHTk8C03mQR4ceemi5PqrbRkxvs802xXQ3KqHwjDrOU57ylMX7TXJHVdH1feBatbVUTgv+Otp+2ohYpBylS1Mt0tX3iSL9qQO1tVDvLKdBaJR/RJdoFhjsYcYStz2LCgxXXXVVeZZmBQLUmtM1UU7tggy39mtHpgzxPcB3QTDU35cKaiDPjbXMWnPcccet12pkrUP6UBFHKkesmUj5Oo3Q+VyKWe2GgKhE7HddMOsLCENkMaJfbNDWBhq191DXVCV5vTZiA8/ULEryRGJTkMRLIrGCoA2CURqoAEm49VqPQ7Kvqh5R1eprkgkIBsl9tejU5FHl2XdGJk0yLN4QvJdEwPsx5xTAIa3aAqtJIzijIdirXh+zgOpA0KkirFLbRlQMqSfZfabipJe6iWgDvb4gqN4YBHSzQmsMuToSQUsOogLRxy8nsh++r+lJywnrpsqqJC9yPVAtRX5I6h5++OHiuRJhDrqpZLx7EQlHrTQU0p/ahaKza0XFPGA5Cgz2He03fnaprOC9Yn2jJKUWcT/4vtY9v1vjqBJmhdiDD462rOWEmGfWfVuLntjNS7vm0GE9oTqj8p2EIcUGicQkZKtRIrGCIHCvE3EEVxdddFHr/ydhiGpj6GuSCbmwfuS2gFEQwpdjGqj+asmqib0qdtd96a4TNcUkEkmlS3/8rBDwSrIlOl1em4oHH3ywVBa1mOip105FKRB1PikZ+JH4Pl37Cm1obDVE+FR4ZjZWIY0IFpne1nbAaZ+TlTQ9abylyX0nwYpuaRLEI/pU1LUZUezwGPK8OgaSqc1oc1ZzUC1MUeagznmdIuRz8ydoU9W5z2Yhkpqkv+PYe9pGRkuQolof+aUhqfuC9VlLgTXB9ZewDsUbg8/Oq1/96l4LDJRiiDbtjd5zvCjj3PFGGUpLoHUAmUPFo2iFIPUsUaJQw0SZRrtGFEqT4oO67s0CnkW+C+ULEn68KBN1bSp8D6oUa7U9yPeIMo8HLWDiDKqXrmODPsZWJxKTkMRLIjEjxsf4wbTVDGSKyrKNWnVZv+l41XFa07zlnmRCVq5fW/Jt8oLqPW8KUysEXhGfQyBvQxWUCqwcQ7VMYCVxnDQZZqnQeoFI8n51So5A/s477yztGlEmpX1dG1B5Puecc0qSKGhjckcBgYRhbhiRDCND/vIv/7LztrZNGVsdQbwg38ZhmtItt9xSAm+qhwi4JlFkxEqYntTW0sSTR/If2dLknub3RAHgGO49yRcyhoeJ+1sStpLNQZED9TO6byU/40SoPUHyNYvKYTlIf55IlA2el0lqyygjX4mqa9E0VvVM8WmKOgZy1Llpu3eRGPY+9+BQCgxULlFqrQ2BqtczM94SaAJRZEug/cc9h8iktkIoKy4gYO0Z2iojyATPkWfWs2Ltdp34v7n3rHcRrcM+ZyTxsSGIQ+1lSFJrg/OkVcc67nu2KXGXCtfee+62226jeRhbnUhMxEIikVgSHnrooYU3vvGNC9ttt93C0572tPVeW2+9dZ7RFvz2b//2wjXXXFP++/LLL1944QtfuPhvH/rQhxb222+/mc/bunXrFp7xjGcsPPOZz1x461vfunDaaactHH300eX37bfffuHOO+8MuTbPfe5zF0455ZTFz37EEUeU//7ud7+78Hu/93sLZ5xxxsKQ8JGPfGTh6U9/+sJZZ521cNdddy1stdVWC7fffvvCTTfdtLDzzjsvHH/88SHHcY0vuuiiha7hGhx44IHlO9x3332tr67xP//n/1x43eteF/JeH/zgBxf23XffhZtvvnnh4YcfXvj3f//39V4RePGLX7zwzne+s/z3j3/848X7AN73vveVf4/A6aefXp7HK664onyfepy77757Ya+99lp405veFHKcXXbZZeGSSy4p//3lL3+5HOezn/1s+f3qq69e2GmnnUKO47t84QtfKP/96U9/uuwD9bzdcMMNC9tuu23IcXbfffeFO+64Y6EruOY/+tGPynm69dZby+/NVzQcZ0Mv5zECrrX3e81rXrOwdu3ahWuvvXbh4osvXjjooIPKMfz7tLj//vsXX/W9mn+rr7PPPnthm222Cfk+8wZ7zKc+9anOj2Ndef7zn79w7733PurvfrdnvPnNbw45jmOIO37yk58svP/9719839tuu23h2c9+9sJHP/rRhaHA+unZOeGEE0r8VtdqMZx179RTTw05jr3Fe3YNx3nRi160cOWVVy7ceOONra9Eokuk4iWRWCK0y6g46d1XcRiSx8ZyTjJR9alGk9pNGK2Sr6rkqWqZEDQrVLBVBVWwmnJrkmLThlRtIircKle77rpr+W8KAX4ItXLHPJYSIkr1ohKt+ky2THFAGs17g/FuRKWpVrTIu7UANVtM+JMceeSRi5XwiIqwapPrzrOmrdc+QunQ19jqDcE1ivAl6LMdsK/pSX21NHnun/SkJ5X//vznP1+qztUolLoiasqZta3uA84VlV299zyzbUqOaWCkeJeoasq2qXBDmnQ3Dj4Y7jUm8k3su+++ZT3ynJoUNG2LRLMla9K6r5o+VAP7rltQ+1L0iW+sYeN7jN8j1x3ni1LI+mkdMKkNqJip4uzn2sYioJ1oPDYQm0S10DF191mZEjfXai1O7gexFgXhrKA8o37jJzYpNoiItfsaW51ITEISL4nEEqE1Rh//AQccMBfnrk32T44bLfvXjy5IMEWJfF6LFqNQEn3muBFgMGnzHu9x9ztChFFtBLyf5LSSSD6/FgPBguSRpDkC5LCSbS1MJn/oQRc4uFauC8JEi8Gs8PknjfBFZDXl+bNAAOe6866ZFBhGyHz7Glu9IZjMMWk87kptOZOI8hRCTpKTWwsE1XV6kjGcQ2pp0nqIRJCMuB4I3kqCmKpUSZlZoU3G2Foth1deeeWiWSwPhrPOOqskXNPCOGfPC78Y/70heKZmGb3bBKIK0cPLYbyd1nEiklTrtSSxzbNGcq89aJK/1VLwd3/3dxPHRf/+7//+TFPB+I9Uvw4TeRQtxu+r2go2ROKljxZUhK/3VITp0uAfcTBp6iCyVJtoBHz+ur/ZPxlv14lg4iC/zwrxh2KJ1hn3l+9l7Ra3KZggTCK8mBTIFEzawKjYcxoBo7d5ciGmuiwu9DW2OpGYhCReEoklwgYwDy7yFWeccUZJQlQD6ySTGlAKIqlEIiaZGOOrqqS/2iarwojwkaSoCE1K/JcCCeKkKpwgJKrC7Ryp9PiJeKE80aNOhcJ8MmpqgvMuwJVM1esCDA8lEq5NBJmE1PGebaZyPCWixr3y1egD7l1EG+Kqy7HVbYmw4F7FE5kVkTRClHpqU1AJli6nJyEnJfVtiagRn56pCPgeCAL+UnfffXfxfgJjQx1fFTcCXZqDNhPOvtSV1E3OW/WuGidJo6rpEjpqwUlmwTwfIp4h36EaFLeRgLMkqHxQqmcHRRWPiknJ/dBAhepeoHqkgKPyBcmxv3meKH6GouiTdFPb8Zobh79T8URgm222Kd/J+iZWRIxQwol5FLMiCBHPhliDb5Dr4hjIMd5irgnynIpkVljPEJdtChF/jzLCrQqhrkHRSeUGXY+tTiTakMRLIrFE2LQF7fPifN6X7B/BwlhQ6wKo4jKfVFkXqEQQCN5HkrX77rs/ahNXuUeUzFJ5bsJ5kXQLQL0v9ZPPrzJoakaUGsp9JsBtki7gd8QLyWzEeZM4IHGQVgLs2qaBEFOxZxQaAYFOxBSZjcE1UIkbN7KMNtBrS4QFwKqaTDYpSCKwKRW6CHKsaQ46Pj1pVnPQ5WhpqmNqKSs8R6bBgMTHc7P//vuHHEfltytzUOtL2393CceRzJ188slhE4wqEKKST/AsIsHajkEtFJUA2asVGJD7VFAVlAcS1Ki2A2043hOZY52jglTQiB4r3qWJ73K0oPal6HPOTC9CwmmVQRpQWVx++eWllQqZEQFxgUIT4t/+6fshZ+3bjrPnnnvOfAx7szikee4QfxRcnh2K2AjixX3rvFhHxVVgvdaaroUv6p7WCh6h3t0Y3Mf2nQ3FTWmum+gSSbwkEkvEC17wgiIpFlxpaai+JU1ETUnoanrScsj+QTWwutarCkb4ujSBQFLlFiy4TjWw+sxnPlNadNqm0EyDrbbaqlS3tQABAonK5dZbbx3ttddeJbmIAOnzpOTD3ydVcZcKxIrkQAWzqgIEjiCwivo+rotpEggJRF+UMmi5xlb3lQhXcmJDmDZYbJI6WjsQpG2T0/hYkLUPqaWp3nO1Ul8x7vURAfcyYlGb4bp168qaaq1r2x+mBUWA5B6BFNXG1gZrpnbTaNIFrCXVE8uaYy0dV4jU1pyofVQC6p6zJ1Bv1X1B8kjJZf2OwPhYccRb1Fjx5XhO+2pB7UvRR4FCbat9Cslb4X7QohxBiFRiyrpmHQBJvlhNfGDfm2X6WIX1E+HbBn+nlI2AAg9li/W57kGKTlqnEEmztOk1geh3/j2nXbbk9Tm2OpFow09x2G39l0QiMVGuuiFEVdNVLRj5Uj1UP5Eu5LcSa74r1TyNGdwnPvGJ8lOC4vhGLUab+GrHEKRGm/hqVdCic/vtty+qGyhdbLRDUylJPBAVbS0RFEMq+ZHX5lvf+lY5fwgdPjYCyKgR3MBnQ9KgtU3wI9DyHfn8REIC3NXYagRoJTzbyNAuyNG20b6PPPJIGcPrHtDCNa05qHbCpjnoJFRz0Aiy1NqmgkoR0GVLUyUvqeAkWpIR1Vv+JdaEyPvOPU0d6Bmq45hVhJEKgv2I+4BHkmuOzEHGSeKpNaIl+lomqYEixt5Oq9yIhnvOvet5oUT4pV/6pbK+IZijEjBKR9fGvokUsd9Qd9Wx4u5B699QnlMEn3a5I444Yr3YgCExcoGn0VBM5JvniDKo3gdbbLFFL20ukaB0sea3ER/UqxQxVHhRQOaJDazVYgNrZ6SJL7Uw9bXYWfuetc0rem0QG/QxtjqRmIRUvCQSK3QSQ1/Tk/qS/beZ+L7qVa8KN/FlqCqAYwopgJPQRQdugPQ688wzFwN5xJGqTWQiQRZdpwCRRjPX1UJDGi0AVlGNAMk4ibL2Mq+uoErrJXhDGElCtIMwoxRgC7QEXSvZQE/SoWIvgFNZ3FDgGUWOTkqAybNVaj1T0xIvy2EOKmmQdEvqxluaIoFoQVZQobhuSBHPEvKCmae1B+kcYbjuufdd3M9IUZDYU19ZDyJUY7yeqBA8O7wcqIOQBsjzl73sZRstCmwqrDmq9J5Fqs629TNiP9LKBK4JLylkvHNo7bbnRQLRFzF9ZUOQNFpLJfNUlhQuVDa1RXkW4+PleE77akHty0S+SZJ2OQmorj3IhPH4wPoQ8V2oAq39iL7x2ICxLrIsArxq3MPuqS6VKOJQL2bojsmsHHHt2ijOIAEj1IOUsIoWicRyIRUvicQKBYmvSlkf05Ns1GT/At6KKvuPkpJKdLRmCBaqiS/ygGReEKkCHWHi20flTJ+2NhbVeQGboJ50XUXSORQoRilF+LhQb1RjYISVFgCJXJREW3JFOuwn8qPLNqBxkDEb/SxAlcyp4Du3ktZpwXRQ8uh9osdWS6wkJEaH843YWLDetYz+xhtvLEk/MmFWCHjdz12PdkV2UAV0PeXF+imhl/B6Rq0x1hztLZ4fifGaNWtmPg55PBNNLQzjygD3iGRIIt7Fs1Pf2/QR32taRUUT2iUlcdaELglFsFZK7iWn3peKQkXaemdPmnbN1jIpOfWc1vbJSXDcSVOPlgIqAMeidEGOUPjZK+Cqq64qZFb9fdbntA8TX3sNEvH8889f/L2ud8g+bTsRBJzzQp1hbW0zkZf4R3iZTZoERLkYOQkIAYdgQSjaf2p8YF9yTPf8rJ5cPrN7zDoz7mdnDxdnRRBJyFzPIHWq4ox7uw91kHVUDId8ERuIExH2ig2zmK9TcDs3zl2XY6sTiUlI4iWRmAJ6dW0KNtbarWcjlHQLFtauXTvzeRWACNr7ao/pWvYvoSPrVtUYT05UcMn0a0UvsnImgaB+0GcfVTnjf8ANn+LF5I8KiQqyyt9U06OAQHJtqjTatfEzCipAEgNJXA1KBfYCOCRZm5fArJCASCDqyFrVQOZ9qpEUBJJm53IauKc8j81EYV4N9NyD2goQMENpBxRMU/PxOuhyfKxEWIAtSRxfc9xnFHjW8VlB/YQk8KyMH8f7IwCd02hYqyWsnl3Pk+ujjWpWbIppagShiCRyDyBIPPsIeOcNiUSFqegwrUqljvh2bfpqD65mzvYgzw11nyRPm5Pf7adadCLAxBeR0KWJbwWlmPWltplEt6Ba+91Pbd5OSB/Fh01ps9oYtHtR0Gj9a5sE5PpFGNIiB7TrInLEIBXWU3sakjbKyNfabI2psYE1L9LA/tvf/naJz8QGjsUovCrsIu+BJjz/1gaKJ/felltuWdYH9wA1ttZax5+WVKZGamvfjyaVE4k2ZKtRIrFEqJ5qA2qzR5IsREnn+56e5PtIGvzkjh9pCtmXiW9f45cROyqbTdIFnDPy6zquMAJavvRWVwNIFfyjjjqqJCnj046mhcRXIOPlOgl4BFqUFCp0gtSIljOBm4BKIKdlgupEIIrgUZkGwbeEmJR9WuKFgqarqtxSW5gipg05H5PGViOBo0xI+2oH7Gt8rO8jUZx0jKjx8shc93MbJMOTPsM0kGRXktS6UNtAkFlRe09fZqcSU61g1V+sQuuEdZxCclriRctC2393iS7Hivdl4tsG7aeuDzIBsRTdjtqXiXxfk4Ds0dRvTdIF7HGOj1SMUrwhxDxDNS7xzChuRV0j518c4GVNriQMsh+h6dwhmmaFFjbvKz5AUotJrAMKcgpNIAZy32vfnJZ46WuCViIxCUm8JBJLBKNGpIjFX7VZICwpVaUXeEUt7H1NT5Jc+S7ICgFbJZTIS436nDb5HYdAAJHU1l4ggZhFPtr3+GXeByqObXC9BKcRkGBp9WqagCJ7BCmCK9XTaGJO1dzUAu9b++sFcxHECwLH51d1cu9O8tdQEVT1mhbaypZzwlATEZV0xOE4fAYyaWoKwWgEKOwoQVTPazsgSBgRfYjLiHbAvoJf4+Xdu9brinrtGDlGjZfnr+PcSHxrkuA4yCVtgnUM66yQtFG0UFq6Nqr0vA8i2gIpZqhDSPo3pR0mYt3xjPP6aQP/JGrFruC9kTtGv0e1Fkisuxor3oR9zJ7guRd/OCbCv5r4nnvuuWHEi3gHqYeYaJLJjiUxjoDn5m/+5m9ax3pTxkXEBn1OAlKssEe3AYEV0fKs/UZsZrpUJV4obqlCkCPWvUnfdVp4Py8kDMWO+EC7WQTxIi4Uf4p1FTa1O7edJ2v2LKR8X6RyIjEJSbwkEkuEhBvBQtZpEyAxR4oIgO++++7iGaDCNStqz7kqgNc4BPYRxIvPL1CzeUuIkQaCLL4BEjDVXK01QzDx7aty5vqrNKpkV8lyrURKwATazYk30wb2Al4kAmltBR8H8mvnsvoJREF1vt5vqmcSCe1hqloRQHqRKW9MAaBSXKvFmwreEBJgQa//3hDce3w5plXTVFBpeUYYOnv+JVaCewSgANg9EgHv1weQEYg+QW9TgYA0FbCqPkagr+AXCat9ANGDSHLdfUd+U8jeqHbA6iWDsKy+G45NBbP55puHKeDuuuuukmyr9kYoqZrwnNfWHP/tXI2rOuvfolpzqEJU7dsSbn+PmjaklVLLD5LFNTKJxzVzj5too3pfFXdRptFNVIPdIZj4jpMu1jvrao0NeJU4pvPHD0U71VBM5JEU2nLa9kzKkQhj97q+UbyIOZrjuKkG7dkRfkLVI6vZsuTZdW9bwxFw4qooIHXsQ9qyxDnWAPdEVGxgnbYnex43dq8gflY6qZxITEISL4nEEkHaXdUnKjGqdgIGQYiqVsQYxz6nJ0lSVbObJroUByqq5J6+TwTxYlOVlCJ6HFMAT0ZeTXzb+rtXauUMgSAQkVgjjCRbeqy1LvhezYkCs7RNIKba2kxAcL/UAGQSkIVk2CS+7m0Ble8WbaRXjaIlQtXXQ6BIGSC4FxhPC+0KWtlci7bx21HES3PCkABb4NkkxqD+jWLJWN4ux+66RyjWKCuG0A7YhFYpa2dF0yerVnFngfUYqSwJ8tOz6V5XtaVWjJhoBMhpk66QOs2RqyrBkabeXRj0Vjgv1RsiwnB4U4C0ljhK6KsqyLNpHUI6R3mVINqoAKqCi2rLfW7fc3y/e4ZmBQKka2NqsGdWMl/hgncMPyHwjLZ5Jk0Dz4w1e1wlan3zN+RPBPGCbOHlYQ1jjN80kbfuaXeMQF+TgMQ34gNrGDIHIa/owy/FGicG8qr3u5hlqdA+5z3cC034HbkYNRRB3CQ2QLr4TogkSuxoA/62lsLbb7+9xAbikFqsmebeXg5SOZGYhCReEoklQtXMRiloR1DYSBmfkv5O6vOfBiqlfUBA0KzKNOE7RgbhlWDh7u+40Sa+fVXOJo33jYbzokpGUTEOgaoKTgTIhV1r410pN7oYv10/s2RH0EYRoLWFbF7AoxJo/Ob2228/dYBYe+r7Ii1V/moAPQ6JZE0iZvWS4YkiwWkzOaasYYg8lHZAENjyUpjUTib4jSBewNqmXU7SgByVLEQ9N01IEq0LXa8NXRm7N9sZm//dJVT+KVskXZXglTS6VkiSqOTRdCEENsJAwmpUMTLGWkf1Mk6czqLq9L7uhS5No6txsLZNxHUlPyhVeWNFtdAhRieNqXfuEI1RQLB45sUGyKMuTOTFHl//+teLWoQydXwSUMTId7BOtq2V2miiYI+eFG+KeXjXREC7ue8idqO0Gx9hHgVKKuuAtYfaVRsTtZVrg5htEsNDIJUTiUlI4iWRWCIw5irdiAMJq8BEUCf4URmYRGKs1OlJqgmf/OQnW40Z+dbMMta3DRIfsv8u0FflrK9WCcoTFVkyeO1ZgnbXH/GHqFAxjoD3i5DabwySEp/fxCTVYZJ4Yyp5VVB1CIaRL9OgSVT2RVpS16jOtymsSJpn8XRwTuokD0nppHvO/R01lrmPdkAgg9cWSFXl3vN81qkVXtHBMSUPlZVz5b+9KiLMggFB6rtYm5tthpHjivsydm+2RWjB4COCBLa3UQXwL4mA6055hDj0vNhTVbYlX6bgRantEBJaNMH9hcCszywll3sxAn2ZRvdl4ssjiadQ2/qGIFGEigBCTBxlDXDdu4JnxPMjhhNXVYInehKQAkbX0FLm+UTCNa8DYlHM0PS1mgXamqcthiwFVIk+uz3I+iaGc12QMYhRscOkIsdKJJUTiUnIcdKJxBRgQCkhobAgK9fvjCQRqJAsR/QKb0qQrbo1K0iwbWzk96TdEnABsMo3abtAu9lrP62vjPdUaXKe2oznppXctkFA1WXlDFRlJSeT2i8i+oQli0wTfRcVLAohx1Ol9Z14VERV7yWMlAhNks9Pn+GWW24J8SuhqkEo8COgoBBkaWVDHEiIqCAcq6sRuNHkmWMKELWUSBoQMdUDQesJMmlSErYxPPDAA4vj1Um7KYXGq40SSPeE8xfVXkByL8B1f9f7oLYDRikQJPBIHO1ezhPil58EICisBZKKWUFRgxTnvzIJEbJyn9/z0bZWQ5R8nVJMO94kY3cV4gh/Mf5O1AF1YpL1XxXd+mx9oLaIIl/6AHIX8U7VoPXP+uk7AMUd5QblyFDGcCOSqF3GTXytO5EmvtZkia/zNx4bIMjdc1S/s+557mFrHXNbqkVrqfvO+41PDhwSnKtJJruzEr7uAfey9iXxJlUIQhnx572tp+NTlVZyW6h41rRGJBwFufXHs+k+oGC1lyLLpoFJSUtBlG9NItGGJF4SiRWKvoJsFZNNxSwJhIBT4E7tUg0ou6wUjVedI6XeKrRamrQuNJOtLvqEvZ8AGCFRvSPI8KlGoqZxqDZr/ZlEIiF32ibrLBUqZyYxUVFRPQgOBVMq31QVku5piZfx+7h5LVTrBcBUNggs53BTTPY2Bu/PcBZJWs1o/Y2HABPUqGlDKukqwZP8I5AkkePfrTVdtQMCgpqCxn1MUUHOXu8vpLaWQOvcrNA6QJHEuPEJT3hC6/MSMf3FWi35QZQ7TlejzJ03yb17gboSQVaN1xGAEuJKKMwC9602BpNRmkbYniEko+86bfV5HL4HMr5t7XEeIwydEf4q93xQrN3veMc7im+ZgoO/+75DmnZCgdJm4huN5pravKfrnlf/FrXnUTx47qlsJN+IP222ku+IFr6+ij9UTYpx1LeTEBEfWPepnsdjA75SUQWZTWkLjVBx1UKSz68FWcwrNlBQsFcjTu1JUbEBjMduFenxkugS2WqUSEwJAb0qjUqAwI36QWAXZa7X1/SkvvwwbJ4q9xEmuhs6Z2TWNmhKja6CBASRKrAAPjIhbYPPLNHqUoJNXeC+lYio3ktQBW8IH/4YyJIoDxGJtiCL8SwFDNKlVqWa1dOlQu9+BTWN6pn7TbVWAI+IE9QzhYxqmXFtPKOIg6qwQirq5Y9SoFQyYpKJpaBbEmak7BDaAcFEHpVaQbZ7AtHj2aXocT8gNCMgcPeMdj2+2md3X0VNRVluY3ejapmQjk8f8zsya9xsdVogVRBw7jcE3ziiCCyJo0TU96KAqmbxzDup7pY6QW1D0KanzbW2slgPajIc5Z3Vl4lv334YEmQv6j5ELJIEEWL9iyBemK5vrPgTAcQxYse91mV8YC1gflxN67tAX22h2oMRb54VnkzWs7qHuv6zeMs098Z169aV6+KZp7ylCqqTCMXYfbSJJVY3knhJJJYIk2ss3PqrJahYc94h2HrkC1OwCN+AvoLsvvwwBNfRI1DHwZ9CW4EWhi4DHuaMZLBtve9DhGBEtR5JIWBEtlSyx/1uwkhEW9vhhx9enh3JFpmypLi2ryHE9HlPi6bxrO9CPcPzp8KzKmDULqNfnEohChLStp56BEJEi5sKMGNDnlK1R91aIDExeWQWwmo5KsK8i1xrbQSukRGirol2JutalO+K9ZMEv2v4vKT/82Lsbu8Zn5ZSYf+xJkQAyds2NacLIIzGzVOpXSLheddaqFXLXieps1eIFcQF1tU2gmmlmvj26YdhD0KMIaz8tBYhRyTHUdPH+ij+AMNofmVUqfNQYKxtoYjD+sx62WOp4uq0sFngmiBiqWAVFmurqaIGUmRjkwo3hOa0RCQs9YxYpML30i6F0DThbB6uW2LlIomXRGKJIIPEwEtQVE7qpkNpoVJjw7V4DyXI7gsCUv4RSKPIMYRNIF0k3c2EuwsIdptTZ4YO91b1BUDy3XXXXYv/RmEV4e8CzIC1Ykjs3dfGO4LWI15CUaoe12YSoSgR58MSVd1GIk0ywEbE3nbbbTMfhwcFZY2ECzmBQBKIImOtOVEV+74qwto6fHYqJ88qxY6/SVARaJLKCEjaHKNrgtQ10AJE8RhFgi2nsbuWJgmQ+2y8xUSiFTU1x/ODhOsD1CfaGdvMj2fxLmvCvs+nROthMxml3pCkig0iSKa+THz7gnYipJW1WXwgMbY/TBptv5KLP5WIbVPcDhH2tTqhiToRQVZBxRU1KVI7qOuPdNP2LO4A5KJnhp9NBMQ2/AzboABAiZlIdIkkXhKJKZIgVXMV8+rrUDclQXFET3rf05P6gI3TSGfKAOdqXHYtWBSwzgIVxj7M+ChreLwA8qCt4hhVte8DKkICKsmCxLGSBiY9qAJFTf0A9+34vRtF7FSYYCJBZM7YrNz7XtqmJJZRMmz3rASBsaF7TwuAijdVQJRvhHvJcRhaUor4DltuuWUhFfyMQl8VYefJ5I2qnED0XHbZZaX1A3nRrFDOSpAicXwf7V/jPjhR04ZcB4oXJBJFQ9vaFqEUsvbzcmGqChRjvCQuvvjick9HKUfsb84ZohR5pa2ymkZTcCAbI+C9mdpKvLuElmDErue/Da5PBPGiMi9pHFcA+N19RiUZcY26bp3rGxJucQ7S1bOjLSyyVbPP4g9oc9Wqh7z2XHalSOoDfbWFgvVmfFKjAmckkEhi+DYyngJuSKbhiWEiiZdEYomQYE2qxAhQJxmUrtQguy+ojJCQqipEGb+NQ+WfIsnmGZW8tQHhplq7oWswJIM2Eysk9EgW5pkq2u438lstRpHJfR8gJ6YM8QwJsATAEmM96QwJkTIR0DuOIEUceVZVmREKfJ+cu0kGz9PAOsCPyb1HzcO4kUKEv9SktpCVWhGuaH5u5FI0WVnH6lIKeo0jingx7YWSqw+QwVcpvPvafed7RN0D4PmXoFJwaDOs5qn+Xs2xI0DphPDQtoDAbiOsIq4P8g2hrGXCteoq6UVQT7qH/R25EIEhGQFvChhEm5rFmwv5Sz1G0WMtonzxipg000fxB8Qe1n5TL4euSOqrLbQvUFOJD+yndRKh2MBeLj6NaKlOJDaEnGqUSEyRpAoEyPIlQSq0NnM/sfOqXkY0Jx6NKiG2YXcFVVlVLUlpl5VnQSCCTSDXHLUdPS1lHG2JfEQS4X2pN5w/P7XH6IGWKEjGJV9RyVZfYLZrMoK2puoXQAHjHhR0RyaoKvaee5PG6v3FYJMygDptVuh3dxz3mlY664/que/nuzBFNjFqVjgGcsp7d1kRXm2wTzQ9iKYFAsS9wFC5koeSVWoOz+u4h0kEqESsdW3r6axwnyEqJyFqOlxzGlSXQCJ5Dtv8KBDZ2iiiYoM+THyXE4xWmZ0yYY+6DyhRKOuQB5O8nyJIeXEBxSiiYlJ8MCt5hrS0l7URH0gF0zCRshH3mZHiChZICX5jPrsWpNoW2le7YBQUMKw9yC9rqhiKIpJabWhxTmJ4SMVLIrFE8FnQamJDMuZQUGCj0z8u0YqamNLX9KS+knsVE5+7SwhGyGKf85znTAx4IuB6Sxi6NmFTiZFoS+rdb11VzlzfZruPRMVkAd9TkDrEJNy9tqGkLspUt14XEmbeS6TYzhdC5IEHHgg5DuILkWfdqddCsm39cd0oBiLug74qwvMGbaCSxPGxpdV3CilimtesQLQhxw477LDFv3k+XTdKP0rCAw88cBQBiZZ7AVmgncB+oyXMJD0j2SPAR0Yhg39RlybI/KuiDIE3BAoHLaiSUkm31ldKDooO5zLKD6MvE9++kvtKTlKlUbwY+e25ASQzZUIE7KPIly6LP2At1h4eaeAOTV857Y0UnW2ELvLcORxSW2jf67WXvduzZBBDna6YSHSNJF4SiSWCu7vxcwJtbT8YcxUBUm8bepQ/Ql/Tk/pK7qlEBNrMgSOqv22QJAhuI0ZPbgiS7D7M81wX1ZlqSttlXzjiUPVcO1sNrCVzjEMjphbMI5yXOtXBPYGoIFlWdTZeOoqwQry0JR8C37Vr14YRTH20A/YJa+YFF1xQkhCqgHFS2dpmKtQ0kHxozYP777+/XHdV+nFIJKOSfsm751N7W5NUkOwjAZFiEcQLDwdmlxI9ewxSRAEAgcBnyDmLmNZlDaUS6XrylLY/pBVlWpckMrKF2hIZQY1S70FJHQLD/h2BLk18lyO5V1Cyd7sfEHyIX/efAkrk9eqj+APa2brwmjvxxBPLed+YasY9t/POO4dOaUIce46qCs7vBkAMGa5RHSqQSPSFJF4SiSlQCRbJlTYG1aXtttsudIRxX9OT+kruJaWSEAmkFo3xgEoSNKsxsWSgD68FPcLM8ySnJKptwWHEefzc5z63qGjoEuTcDDWb40MFJUYKU3jxddCmMxR1VV8w6lIwKnFAwNTRuJJT0xOirluTdKGioX7jM+VcMYxVxR1SRbgvaMuRBFME8MWJvLdU5NesWbO4dpGuT4JnKAKS7TZVDVhTtdNEwNpWp+c0kytVbkorSgf7xqyQWEveo8YFT4JCBULE8ZCKXSq5ECzWBLEBss+eJDaIIKr6MPFdjuTefY1osc5RWzYnaUWij+IPaPkTtyHjGdRHQexH/QxM0MWBTG6b8L3Eo1HXBiFmP6BsqcQLNZx7RNucfW/SlKCVqq5KJJYTSbwkElNCso0QGfr0pL6Se9WzGny2VYYjgi3VXn3IAt0IqfUkkBHzQ5FwtyFKJeR9uhxP21RUUGnwCmlOBuLyr71FAhtBvPSlruoLkmCKNJJ/oEawLvCV0fce6bmBhPXMSyCdJxV11423g2RpKO2AfYJChMpAwhKdzCGoJCISUKNPPSPjFWDXxJpHjRIBSYnEq+1ZpFaLIp1Vs/kVjX8f5I6EHzETQbxQiFBZGS3OG6WNwI6YNuT9JxFW0Ym9FgYEQpd+Ml2a+C5Hck+11wf6KP4AZRjlkLY8xZm240zjNfcrv/Iri2pe7X5ana3/XQKB5Do3VZWMsE0jE5/yhJt2ytlyqKsSieVGEi+JxBIhqLEZSa4oAsYRZeDa1/SkvpJ7yXbXEGBL3FU2fae2gCeistnXOE+Sa+etC7XJeEVJW1sbBI8qUUNrneoDiBaEZR1N6f6aRMbNSo66Bu5rlWFGncAIUCVQshVB8vRVEe4L+vcl911U0LWPVH8D9zTJOj+POhVKOyq/qfGkdRYgkU4++eTiIbLnnnuWFh37BD8m1y1K+SRBnXT9I1s/KAfBmGqvrsY8R00x2xhU/hGi2pCprCT4fJis35GtJ1QUYoy2kbjuRUqLabEcyX1f6KP4A/a2rpW3PL+0BHr+3Q+8xcSl2h7tr7yTIk2Ox6em+V2hC/kytNapRGI5kcRLIrFEmFgg6KF26TIgoWyRdLdtOKqbswRXy5Hc9wEGgxGy15UyzvMFL3hBqToKrrQ0aSsZR0RiokWOHJ8HwjgoLKL8PvpSV/UFCW/E+d8YVBsRCMZ6Ur8JWMHobwSsinEE8dJXRbgvqMyuW7eu81aWn//5ny/tRFRwKsG1FYlaAFlGDRPxDDFURe4Y41oJZEmJBNm9ENXShNwzrYT6qUkcKTqQ+zc9ZmYBkqBPIKxcF616rguvisgEubZoSVatdSbAeDYlqdZWJEyE/1hfJr59Jfd9oY/iDyBHuwZVEpLfmmBPdc2pL10nRRT+UxGTFe0JTOPb4J6bxWh7OdRVicRyI4mXRGKJkJjYJKJMdJd7elJfyX0f6Kuy2dc4T/36IKD26qoirC1Gcs8U0L1GicJ/BcEoaRRkr3R1lc+5lM9Rz+0s2HHHHcvz2DVpydxQi0cbkAom3QypItwlqEwqTPsR3EsOXCsEyTgiDMoRYo5blUggsXddEPXuzaj1WsKNZGv6iyGYIosA7jeKHXuDPYGax7Eck78DIgGpMKuKkO9OXzDphy8aFZTPzBi/TmtR0Y8cwaytyUsiyfAWWWEt1S4YQbz0ZeLbV3K/nOBbpOXFGh7VEljhmo/HB1rQItZRPj6Uia4PQoy5t2lnVJjafxhgR1wbhTnrl/u52Xpof/D8+PeVrq7yrC8FQ4l3E8PETy1YrROJxCbDxqn/fZYNZ1MhcBcUCnbro1qnJ80i8WxiY73vgoRvfOMboyHBdISaZKlAMyTVex+RZE0a56n6I4ATlEaN81RZ7CN5cb4EbRIrAZDPLlikruCXY5JWRMVe0qg9AqEYjaV4OETd07x+JJ0IK0HpeGIfpRCRxHveBamuCSWCyrafDFCZbNfK4WqH+6CZ2NR1c1KyE3EfuD5GImvLayOzJPyS7qHA2tYX4X3FFVeUtt221tmo58c1cH0US6i5ECKeH62p1iIKPJMJI0BhxZBUwu0nwkoyKUlGkiIDo+CcdWni67woxCCOKA+QEwpCNblHOju3QwFFmuvsWvzRH/1RmQwplrNGmKbkPo4ww1WU8f58SZw31x+RqZihPVRcN+v4YoQoM23tZtr0tO0hGOwJPJqQsyaRRfiyuWcRy4iS2t5YJ55pcRT/RIC6yrmLVlctR2yQSExCKl4SiSmCUhvnDjvs0Oloyr6mJ/Ut9+4SqoCCaobEFAImQyGuQPJj2gwTx5U8znM5KsIIA0Gofmvfwb2m+ue7qUJFebF0qa5qU2h0DVVGagCBe5spcJRCBGnonhKQev7rewt+Vb3bRk2vVvQh828zO51ULZfQSboigIC3nmmZ0CbTNh47wl+sL+UgUoV60z7aRlRHPT/2a0bI1EdNo3rKEeu47xtBvGgnQspLTsUH1CfIlklebSvdxFcCKrlH5kjuKVys4aDwFDUJqi9QptknkEfWbGsnEsa1Zyyvva7GC7OAEkTMxn8LaYB8ce6MoNcm6hjV32haKMDVfRkBJiasxuiIuDZ13zRwL3/yk58sLXO33HJLWcsUm5xD6t6oNuQu1VXzFOMmho8kXhKJJQL7r1om8ODD0uVoyj6mJ/Up9+4aAifJCLLARu06aKMR7BhXWMmXlTzOcxyqwaqn+vlr9d53lHghSaImQrhvBfFdBvJ9tU5tDM5fBJnUl2eACjNvCmaGVYrt/tN77/mlJJoWnhUJiKrgxmTwUYl9l2gG54gp1dhxY0hQWf36178eaqra9uyoQkdN1OEh4jiSxXkwp5bQ1RHsXYKyxfo/6dpRK0YlqUhriba4QFIalQAvh4lvX8l9X5DcS+o9p1/5ylcK6aYVkZ/V4YcfPvEemUbFxQeuacJPSYowoyBR5JiVeLGmXHjhheV6U/WaCATe32RH3ykKCiSe0y692bpsnZqnGDcxfCTxkkgsEZj4u+++e7TFFluEsf3LOT2pz+S+a5DYIlmoWhgQqz5SDElWBQ2zBjt9jPNsAnFkElBbR6iAWItDFHg2bKiSHiH576vy5HypLk66p0mwh9SaQw1wwQUXlBHz7mtVRwoLhqqzegpJ1uo6Nm8GhlQBzhsPlHEgsigKI+T42gpI+yVWEiAqF6ouz5MK+5lnnjmKgAQL4UbVNw9AfiHGu4YpgHxr2qYA+bt/jwAyGYnjGeUFRy2C/KMQoHzxco8MxcS3z+S+D4ijqnmrc4YMqYbySCR+PxGwPk8y+fd3hM+s0Dpn/aIKcf9ag0C7o30OoRQFxvtizUmxQYRfWp/qqnmJdxPDRBIvicQSIZg2ttOmNw/Tk/pM7vsI5FUda2ClUlNVKZHjcbsc59mE/mlBB8my5E0liEmnYFvgFTXWmtwfsSLAljSOqx6iJP99VZ4EcKrByAkBnIREkC0Zdk9HJCV9gleEgN3nHv/sKs/WpGkNkJutOZJgHgRdt1B2CfdxJT6taSqpbeunQD/KTNMaSTVUWxsd1zPD98fxoxSLEoWIVsmVAomVhL5tmlokPBvaP+wNtS3P9UG6fehDHwqdzkOB4v3qe9ZxvLyY+KFEEC99mfj2mdz3AfuP6yEmMJFOO1hV7ThnUaPfjZmX2LeZrisO8UqZFXzFqEIMXHjKU56ySL4rDPpeWmCjVGlUQpPsQKOIl77UVfMU7yaGiSReEoklQnJaN4R5mJ7UV3LfB7R+CWz4YFx11VWlwlhN7AS9URN1+hrnyWzONVAFUl0UwCOT9t5776K6WrNmTauh51LB40ByIgmf1fRvJVSbaoLj+5jIoOrs/jbBgjJBoDokGO87SbnBW4ZEPmLyFFm3yTwR99RywTNefRokBZQt461GdUSpZysK1lAv93VVJEW3YiDFPDtdj8fuC+5brYXUiO7ttrbdiKTOe1C28PKoJLK2PZ45kvAoo3rgIaONxf7NXNX9B65ZpBfTJBNfZFbU/dFXct8XxFKIWTGP/bNOwvuTP/mTQl4rdkUdhyrJXj0eH/AbOuKII2Y+hrjM8zO+VleVSBQQkwgkZIX2xq4m2/WlrpqneDcxTCTxkkgsERI6i7d+1EgVxThUnUmUu0ZfyX0f0KfNiI2CQyJfx7sK7iWozPUi0Nc4TwljNaClouFVILFzHIHv//pf/yts2sMrX/nKzkmXvqpNDz74YKk4CxKRpHruwf2th9w1Y7a5kuE+5uECzpfqcpsSxX0Y1SqhytjmhzIkuI+9QMsFxUmUx8qmwPmrUz6orSqhGJF08zxA+GqJmGRO3fVo80jwbbDHeCFkxxFFvFjXJFmIEIRINQ+3h0eN9wVrCxLElDjKQQke0tS6Fqki68vEt6/kvi+4Fs6Za6RlT4xT7w8+Q1ETpxAv/KMokPjKVVjH+ZQg/2eFtcU91kd86NxEqHRWgrpqnuLdxDCRxEsisUSo+gjeBNIW7vGAKsoPo6/pSX0l931A1V9VRhAvEK0KAZViVaZI41jBruRddVMQ3MU4T60KpOO+i0q+AMTxJAw1KY/AlltuObr33ns7r6T3VW2iNKjJFNm3YEt1233unPp9pUPbT/PZU0kXbDeB+N1mm22WPP53Q4mj8ap33XVXISvaFBtDSuyr+bHnxnciWZeseJYiK7dGrVIBUB80p+Y0ETGilKcPqAA34bvU9qaoUajOGa8FXkg8KagBrD3ut4iRu3U9QJB69muLaJfgYdSlj5HzJLkXGzhPXakD+jLx7Su57ztGGFcHIkgioYigwEAZa02o8YF9O+rZMVXIMAFx2qS1OsJ8m2cd1UnX6EtdNU/xbmKYSOIlkZiijaEm120jbKOCrb6mJ/WV3PeFHXfcsbya0KMcDX3ITBS1ZwBJOe8f/fbj046mxSGHHFKmIwiyTznllGIWSglBhkvFMf49p4Uqeq1qqaS3mbVGBHF9VZskPTwVJFnuaQmK6+X8MQrsWtkTAde4yq0RKyp+UUH7JNTpMrxKuk7s+1yvTcXg71MhmWS0HTVBC9HOL0SlG+nr+eHF4p6788471zuf08Lz0QcQotSDRuJS71DEMRT/1Kc+VYg5hEmEiogyxDXog3SxXro2yLdxRBVL+jLl7MvEt6/kfh6htU3bc1VWWge09Dqn4rlZYX9zzSeR7u5pKt9ZIZ5xf1GORrVqL6e6at7i3cTwkMRLIrFCR8j2NT2pr+R+nsA/hi+AzbpCb7KpCQKrD3/4wyHKANdAO5MqEGidQvQYUYtciBrD6n35Uki2ugzi+qo2UW64r1UaqQMEdQgfhJhEZc899xwNCQL2PtBXYt8XGF277p5F9wAJO1UCw0j+WTwxrHezQusCIkeShQx3XH4iCE1Vb79HHKe53nQJLZmeTZ4LTJ2rvwJlgPVN+4R1aVZowdH+07XSDqmi/ZRylLfPOLpSpnSJPkx8+0ru5w3WA20z1JaVeKG4vPbaawt5aT2fNPVoU9GXF4l7ieJFe7Vnp60AGDFdsy91Vca7ieVGEi+JxCqfntRXcj9PYDhnjO9JJ520+LetttpqdP7554+OPfbYYtoX1ZKx2267lRdIFLuQwvYVxPVVbdJa5v5lQAnuYZVZFe999tmnVNYSy5fY9/mcut7jrQT77rtvIUUQpBGECDVIVYAgylWIgdKKiStCOwoUW9YX1XTKFL48yHGtlFGm0ST/iCStms3WKYkXUjNqT5DMKTAgeSiE2lpqI1RJiDYGvvO0l/Vh4ptGo9PBekNtaZJWhWeJaayCDQUeInAWKJb1Aa3bXl2jL3XVxuJdhHwi0SWSeEkkVvn0pL6S+3mCTZsqqA2ksvxfIqGNgdcC01iJj+TLvRFVIeoriOur2qRKqy2nJsOeJS0SdeQ440MKm0Q7iaCVRJsMdYjkwWh299vQpumQ+08yZ6UIiJpmw3/AuapKLkorv/u7troojwTtCtqZKMcYB1PwaDlBZrpGFCoR5It7YFKyRX3JMDgCyB3gJeM1DtX0COLFM88zaV7Ql4lvX/vCvKGqj8aNyv2OiI1ad9zXjOL5yGihE7tRdSoKtbULTwOTAftAn+qqDcW72W6U6BpJvCQSq3x6Ul/J/TxBldn5MV2ibcpMVGuY6SWICU7/qj18NkxM+shHPlKOf9555xXzu6EEcX2pqxA6k8YvqwxTkbnfE48GskDgKwD27LuXtYLdcsstpRrpvhsS+WLtQvK1gedLlNcP024qFESLZwZpwRjdmFo+XYwjI+AaaF/QqmAqT4UWR8a7WoDqKO1ZYDqOFoPnPve56/2btqmo6Tneqw/wiaA2aFuvh4i+THz72hf6AqWjokjbnmlPYvoe0ULnvExK4BGlP/uzs6deyF1rNTKWt4/WMwb5YgVxwcc//vHWtrppgdwdvwciJ4L1qbqdFBuYPle9rRKJrpDESyKxyqcn9Znc9w2tLF3IVVVPKQEkVCrP3tOxBCcSsPGpCdOCKec111xTpMuSoGray2iV6Z1E6/TTTx9UENeVusqzUJNs97Axwt5/HMxhm0lr4tHn0H189dVXF8PT6u3hnjYCVVI/JOJFu59niJJq8803f5TJs++yyy67hByHqub2228vLUbnnHNOUXLwlqnePFGEIpXDu9/97vXuX7+7PlHHMcoVacT3CYlpr7EXUdRIwqOmwJhmJuHqcmpfTbgpZ7QbSbjafCoixlb3hb5MfPtO7rsAErkCmYj8bytk8V/RshUBCiRrJsWlRL+phBE3+PdZYd9HwPGUapr5Iw/cy2KDiPUA8WY9cG6cN3uqdUF8qKUXwRxBYHeprvJZq0pPbGANc73HgXAZgvF+Ytj4qQV3YSKRWHGQ0G8IgsWIiqEqqgRBQF+Te1Vaqg3JveQrIrnvAyT9xjjyxxEwdCVXJfE+7LDDykateiX4VAnSd2+ktI0+QvWioqQ9R/+z96ZCcG38ZNInUaZSmhUCNL4OEse2IE7FONIfoQt1laSwVvsFpALEcam3wNG1oniJmJ40b6Cu0+POsHP8fkMAImhVPYcC1WV+LhIFz6XWHBN63H9UazyZmoTMrKjtRfXZ4cEh0Y/yzqHYsE637Q3WPOqxqGqt1j9eFA888MDi35BxRx555Gi//fYLOYa9xfqJ3EGMdDWqHAnb9NsYxxCndfWBvveFLiCGaUuyxyEV4ssSUQgQh5hKacy8SYGeGwo7JJAiFiUzEmsWaCtDVmg9HId1zT2/Kd97Y7AGINlOPPHEUlCyhzLCveyyy8rfKK9qy+BKVVc1n/86oa8NCGyKKDFXItEVUvGSSKzy6UmXXnpp6TlmQtk0UjTy0MYeoarpC0gXZJQAgdy/q1GXjN8EIwIbbRgSO5u2IIGaI+q4grVJsn5JZNto1GnvNQnV+BhsvwuwBS4RAXaX6qpXvvKV5QUSU585YuTtaoLrM0kNJGD170OC5IZ3gGSKWkRyzXNFsiC49gxFAuniPqa88t7RxujaSiRtVJBNib/nCHleFUpRxrdeJutZ3xCWjIMj19Q65cUe5HpQVUiytNk+6UlPCjuOc4ZMpELqY3T1vKCvfaFLUIfW4gRSGREzfm9VQh7xEgH3GENnyqQaH7i3FVDc3xFFGT5Mk/ZKf5/UYjkNASsObLYCIUs9owgme3YE8dKlugqZ4rpbJ62R3g8R30Qf7fyJBCTxkkiscvSV3PcB0vWjjz66SMq7hsSHIsWrKyC/BL9tAeENN9xQjDwj0FcQ11frlHNG2WDsdx0dLYjj86Cy3taClPj/E3sJfFMKXxN8yXFkYt8XJEFGO3cNyb0pSk0jXQkEFQoCIwIIchVuxDK1QVXwMKZ1f886KaVCAvTyl798tPfee5fpY15dgMKNN42XCWRIMn5PEnoqIWoln2FW+T+Fouc+SZeVuS90CYqTqtBCGCiM9LH+/8f/+B9LHNJVLMI8XmtzW7uk4lNUbIA0mjT62t+rqfhKb52qxIp2L75lWkMr+UJ5iyDThpatRomu0U05OJFIDAY1uW9DZHLfBySJXSUJywEVMoGISp3qsO/HBPCss84qSZYJCZFBXBsig7imuqopHa7qKiNyIyC40krUVGsJriR0EkpJamJ9qG67Bqqbp512WrnfXDPKDS0HQ5xyQoEicOdNo2VKouJ3ldVI0sXULIG8aV3GVJsGYsIQ4oVnTgQQXzwVVMyRPMyp/fS7Y/JciIDK8LHHHlvaGXx+ioGuu9K32mqrokjR+irxsvcgzBC0Wl1mUVv5HlH+HasJfe0LfcHaj0yyJoBx7J5b7a6UV0PCoYceWmIDZIRnxXfyU6yg1ejVr351yHGYeU9qL7VXILb6UFdFraHavajf3vSmNy3+zV7gd4pZRHYi0SVS8ZJIrHJI7gXZ+mu1aNTk3jhZyf2f/dmfjYYClXobeFdeAX2j+lPwLlEJlvxIRniXSIbb+runDeIEHipBqvNkvvwxLr/88uLxccIJJwxKXaUvHZmDaKmQlFJEUdaYXiGZSzwaRmyfe+65hXTx0/22Zs2aUtk888wzB2Ws2+f4ZedKZXu8IkuO72/uNdXUKJ8XPgjMIj0vSBfV9YhJKRUSOlNZJKO8HKw1zp2E5WUve1l4C5/pWYxPtWfwlPHsWue0VHlm+TNoeZpWDWdNs4bdc889o+23377VzDdibPW8oa99oS8gEJEsFF2UsT6/VhYEkxZY3iXImSHA9fDcmMJkPQDrNcWG1hotvBGwfvKVssaM3wNI4COOOGJQ6irFGOqXpucTcldLFYLHGtPXCO3E6kSa6yYSibKBSu5/+MMfLlY2a3JPoTAUqMqr+KhwPuMZzyjBwjwE2CpzTDMFH/qcVdaZg0YCSSGIq5XlGsSZlhKldJC4Sd6PO+649cxbtR8hzSIqj0gWlfO2cbhanQTdUeqaeYW1QN+9JDVqPHrfkGQhECaNX1atjRi/7Hn0/LTJ/hHYEqGI8eWeSdNSyOLrxCRVbsmPMaie1S7wd3/3dyXR0tKEvKBOQZTMCl4LFFVGvFurKeGszwjAJhClPB6mNQ7eGFGU5rrLuy/0BeSo+8xeI/lWoFF4oupC1ntWI+7rPoF89Vz4yb/KWuRnFEy5E1PZp8d9pZBUSJmIkdKee6So2GAclH08uiJiA8Q1L0CG3uPQiuxY7oNEoiuk4iWRSCyqJ7pO7rtGHQkqSfAahwBhiMSL5LeNRIiE5JA82SQWCXcXQVxf6ioGoJLrSYRC00Q6sT6oDMjL3Qd8MRCZUW0sfaKv8cu8cSho2ogXa2pzpOwsoDpCkpuoVsHw1gQV/kkIsqj2wyaoXZBUTElNamn62MwCSY5ky0/V9EkEH5Wc7zgtIqb/rVbUfaHL5L4vMNemPvPZkYgULrySqlqW0msooKZDHlCFdekzZy9FVFA/1T3B+ePBRCk0NHWVaz4Jio38oBKJLpHESyKR6C257xrLFWCrCo0jYvoHEkx17tZbb20lEhAXk3rwlwrkh+q56h+oQh911FGlNWe873qlt05R1ajUIguaYzv1b/PEGFrLTF9wv1FO3HbbbaV1BfHqbzyFJCaS+yGZD7qvxkeKV/geUVOakDjuY8o0qq7HP/7x5bxRcJ1zzjnFu+T6669f/P+nbYWUgHg+m+NOTVKSsCCTJI5RxIvvwpxa4mNdqO1anh9EXAS896Ykb5LMWRA5Mnw1oa/kvi+4h+u+bL+zvlFbAlLJtMIIHHPMMYWwamudUWig4KIimgXaP7UY2Uvtca6R59Pastlmm42iFW8UotU3RgsnxZ1CirbAIbVOIXpNuRPrNvcyhI/iz/i0o0QiGtlqlEiscvSZ3M8LVHxVgSRW1Btt5+yOO+6Y+Tik3M69IGHSJIaIfmQJlpYyVSyJIpgyosrE/Z9xZ6RvTtetU8xzTbJwbagRqDb4y9SWBm0L82TCHAU+B9QuVYrtPkYqMjYkNzcKVZvWUIBE8vmpRMZl8iqsqp+1ZWcWNFtZxo/T/JvfZ2lr8ZxITNqeRcSO1qqIlibrDgWPZATpKgE3XajNG2VW3HfffeU5RcDYf0wvuf/++8vkJiTWLPeyFizJr//eEFyTphF34v8HBSJfFNNmuk7u+4Ax8vYCHi+eFb5LFHH2c7/bg+x105q2Vlg7KWvalG7aobXB2ouijOSt2Z5XalXkknYa16lOc5pVNagowmS3tvr47IxwqV+sn5OmHq3E1ilFBeS0uENcZbKa2MB97pi+z7bbbht2vERiHEm8JBKrHH0l930BgUQSK2moiY/kixml0YRr166d+RgqzNQ1koMnPOEJreqWiP73HXfcsVTSo5QgkyChFjyddNJJ6/2b1iATE0xKGBLIlJFI/DCobCgCJJGqdK5ZYn1QAlE5tQXsrr9kQoA6FCANPTuShknjlyNaqCZN/ZgEBOc0MKmL8qBtPDby3PfiUzArnCsmul5GYvdldkrNU81O77rrrpIUT2t2KvGkekOK+e+NES/ZjrR8yX1fUAxBIki0rQUIeMQcIkmMQAlRFTBLBWWoyYMbg5hk5513LseKhvjGOmDPi/It4ouD+GBG21QPUgsq1oirIsbYN9VVprd1fT8jsJ0vxZ8aG1DWRLWFJhKTkMRLIrHK0Vdy3wdI7VXr20afIkdI5LVNRJwzSYKgpEtIsoy71ObRJchvBSKC6bZKuoBkWmPLJlJdtbKBEFD5F/yOQ+KFcBTUDwnaZEyqQMJUxYnA3ncZ2vQz1VgkuIrtnnvuuajkokgy0hpphlgcCubR7HTe0UVy3xcoWyh1tPuYZvZzP/dz5e8IS4bO2vamhWlclZSmDkTE8ERqwj1OaYF4iWhrokqlSEH8+ml/VTyzjiPRZ/FFqnBetDO1rZWeT+SLe2JWzJu6KpGYhPR4SSRWOcjHu6xq9gnJB5JCDzUjSi0tNnRJI5+Fl770pSHHEXD20aqiEqxNQvDThcy/gsSaqqWNeNF3HTXVxsSCjamroqASJyloKp/8ZJ4naRhSy0xfoHzi4SFwb15zLTlITf8+NIyPX5b41IQrEpQAVSLftl5U4+9Z1wNKLtXyagTqnubHY0pTJOnSh3JwnsxO5xWTknvXaWheWfZ//iuUY03Ue24WMJ+u6h/P42677dbpHmddq+bn4gPFEdeDEXUkrJUmw7XBWhQ1xp66bVxdZY3pSl314IMPlrWtorm2VS+bRKILJPGSSKxy9JXc9wF+AQgWgbyqtkqNiip/grvvvnu0Zs2a9YKuaSAp4O/SdcVcxYqhpuMxsRtPGCV0EcnJXnvtVaTETEEFONRBAhEkifG1WqoiQD2jGti1uspx9KC3JcGAVEjiZX0IchFt7gEVR/eDNi2VSME3SXb1yxiKL4YpVkjFSfdCxDNMao/sbVPaRRIvQKnDzBfR49ogkngSRCZ5m6IcXOlmp/w8lgJ7Q2J5kvu+gNjj6dE1tMeJRajRtM0pAFEJRXgXVbgmSDAqGnGBPS3KHLgJsYcYQMtesw0HQSJmiFbjOo4XxVBVV4lDrrnmmhDiBdn7xje+cXTPPfdMXKuTeEl0iSReEolVjr6S+z4gkEe0wJOf/OSyuapqcK8XOEb1VauQIRAEVs94xjMWj9lExNhq5rYIIyNjo1QnbUBSMJ3jS6OCJZmT+Bi7zNxOsjckdZVAUYDNs+aTn/xkSe6oNfTg6+uf1kBx3mHKTCVfx31L+OJI9ttMZFcqrrvuunLvSh6bJILPPqvRbRPnnntuaf0xFjnSJHoSXKMo8mM5lYMSrAsvvLC0EvCmYXZaW0K0hM7i9cCDonmPVjNTJJVWBqSVNQ+GPs2vK/SV3PcFijDGtuIB917bd4mYRjjuXWQfr95FiGsE0LTeRc21muJEK6VCA+UYg1/7K3LMa9ZpYKB9UYxo/6Tqqe2NjsUfp81vaiWrq7Qw/uAHPyjXBaHjXlBkEBt4JQGb6Brp8ZJIrHLYWC+77LKS3NtU2xAx+aMP8D4wxUZyoKWEYRqDVa0TEnCJ+FKNMDc2xaQNUQldrTIyBOwaElGBx7gZLcl0RDAKlFWOwfSyS3UVMkzF3ohKcmVkSx1Refzxxxf1RoTXT2JlQ2XZfU1tMokQmdbodvx+45E0tNaLSbCGSuR4TF1xxRVFOSjRA9+T2g9hspLNTseJMZ/X+iN5rGC0TD2EeFEFT6yPZnLvZxfJfV+g7PT5FRTaEDWNcLm8i6hQPKumFEb671AN2kfHYwNkTFRBaFxdxfS8C3UVfz4k8r777ju64IILSlyIaAb7hPOmcJNIdIVUvCQSqxyCaORLH8l91zjkkEOKakOl5JRTTiku+SpMKqkSCJtuBPqagKESHJF4bAoEHBItr6GrqyRt1SiR8smElAptZ9lmtDpgchGSb5dddun0OBL3G2+8cW6Il76UgyapGa87bnZKITCr2WkTFG4I1ybpAsgexDbvqSRe2kEdhMCs7TE1ub/kkksKeTAk4iVKqbVSvIsQSFSISDHqvqrqsg61GaRPC2sBMqnLYQJ9qausY9Y0EINQ2VQgkqw9iUSXSOIlkVjl6DO57xoIFhVZgTyQ/qsyXXzxxaWKK/iOwOabbz7qA4Ja1RhVeQHJ0NFX65TxwQIqVTkmyEzz+HyQeguCSY0T8w/KNBXurmFd0Vbw7W9/u7SytJn3RrQe9gVeDmT4EjjPDyJTgmcdmmS0OS0o35yzaLPT8Yq979AGa8Gkf0v0l9z3AUWZPtCld1GFVibtOJS92moROnyNtCAO0auvr9Yp72edFhsgXrRR8uMxgQqxTHWTSHSJJF4SiVWOeUvutcZ4gf7gqOrsckz9kMAJQgS4/A7GA6qhGJz2ra5SnT3ttNMKyWLai3OHhGOap8Voyy237PT4iZWBY489dtGfSHLflvBobZkVSAqqEKTipz71qfX+3XM6JOKlL+VgX5C08fZAvFLWVCARtINEG4TOC+YtuYd//dd/LW2n9m4kiBihts1ETTvr0ruowthl10JsoKg0BM+tlaCu0m4mNnBttCIrAlkbxCRixYj9IJHYENLjJZFY5eBMrweeAmEeknv46le/WgzujAwUPFI7qDhFTTTYlKkfER4ipstsCK5NX21PEdDrLsjpehoUAkwvPQ8HP5loHn744SWRdH8bmayHPDHfMN5Z3777YBIifBAkPwL4P/3TP53ok9WXSi4KpohQDh566KHF14FyENksyWO6O962s5JhmgzS1X6g4i3ZlgQ/8MADhYS1//Ux7WZoQEZoPZ2X5J6agTLtzjvvLPeBRJ/KgrICKcdjiLH8ULyLVou6CtHrHuSTE0G8MQSmghOjGVuNZFZAU3gUnyBnEomukMRLIrHKMU/JvUkWKrMmCCBAECPajCTfyJfzzjsvpKKxzz77lHaWSVM/3vnOd4aMrZ43IPDIfJnXdamuEvjyj2jCNZJISpCHWq1NLA0qpKravIUkQG2YdboIbL/99oXM65pQXE5ITOwF2iiGCErEahAqAdf+4Xq97GUvG+x3Siy9JZCnkDYWKpcKClUErRa3iHZkpB5Fxbh3Eb+XSO+ieVdXIf2i1VWuDXJcrFifezHJ7bffXsgwcV0i0SWSeEkkEnMD1QoTmN797ncXw0vBFTNXap7Xve51RdFz+umnD2bqx3KhzfMgYrJRX+oqrQXHHHPMoIwfE/HQXuSeq62HXUEl1jEiKrIrAQhr5CiSok60471wxBFHFOWYSUCJxNAgiadu+MM//MP1/u38888vRtym7s0KZt72n3kovvgeDKjbClaIJcUnMc9Q1FXzdG0Sw0R6vCQSibnBpZdeWuT+FCnNkZFM1ARcUS1TfU396AuqQFqnEEakuF2N2dSnbdJD7d9uO07U9dFOkFjd8GyqoHYNRATvIm0LRku3GUcPSQ1DxWf08mGHHbb4N0oxyqEzzjijfL8DDzxwWT9jIrFUMFKepHj1d62oEeAtNuTWtaYhuT2bR02bQhVJpSUoAhGeeKvh2iSGjyReEonE3EBP9VOf+tTWf9NqoO1gaFM/+gDSRTvZi170otETnvCEEHVLGxA7fcBoWKagvCkYHbYlwmmiN/9wH1C/uf4IkTbJesS9zgcFPvKRj6xHJFKP+BnhJdMXqAR5ujDZrdAewaj4MY95TPG4SuIlMTTwcbFvt42Xt//VMcOzgvKN+lYhxv7TZurd1R4bgRNPPPFRyp9J06CsbTvvvPNoSBj6tUkMH0m8JBKJuQFli+S+LRgglY8KrOZt6gdvmqOPPnp0wAEHjOYB+vQpnkiKJ2FIiXBiOng2GevyD2hDlJJrzZo1o3mCiSmSkjZoEdRmmUgMDQhS5CF1qok21VxXmzCy8YQTTgg5jik8VCOMfLtcd7rC29/+9jKcAN72treVNm3jlpuggGFEPDTiZejXJjF8JPGSSCTmBqoZRshql2EabBPVh/zFL35xdPbZZxcD3AggWPQ1e28wqliFmJGv/uQIg74+4TxR7swLTjrppOX+CIkVgJe+9KW9HIfSbZ5ADSbxamuPQmBTxSUSQwOy5Vvf+lbZu42UrqoN6gc+Jq961asGte50BRPL9ttvv/LfP/uzP1v8q+aldXfo1yYxfKS5biKRmCvwJmB2a1xgHffM88N4R/4vifWhCsjpH2k1VDDL4+FjMoG+dEZ98xIsJlY+TE1jSHvjjTeWCVqm5lC+MaQ12WRIYKh78sknl3aiPffcs6wN2jivvvrq0cc+9rHiZzMvRsKJ1Qctx0bN+8lzbLvttlv0Hkusj/vuu68Us7RqWdve//73lxHtWpNf8pKXrPhTxoPLCGnrsMlJJh62tR8nEn0giZdEIjF3EBwIrLQCkcMKrCRC0fjqV79aKsMPPvhgaWeQfEn8h2beZsQmSbGpD7wwqnFwE694xStGKxmURmeddVap0vPgueCCC8pUm8TqRh9Jw5133lkmpSB4Ke34SWlh4CehrcGEs6GRL3wQmIRXk3Iktur3wQcfXJKYlY6leNBQ/PGtScw3TLnTFmxyjpa5LmHNoaq56aabCsGjCGDKouk9dbz0ECC+EdtozdGOTNn76U9/uqynd911V/HQevnLXz5a6bGBtWynnXbK2CCx7EjiJZFIJJaIH/3oR8XTRQDCiE1Sos3ove99byFfzjvvvEGZt07yc6gYgjmoRFqwizj61Kc+VcaJT1K8RI2tTqxs9JU0OAZTbUoR5rMVDz/8cCEqSPep8IZOYCMyh6Iim+ThMAl1bHZifqHV2JrAw4i/CwIGUYqs32yzzcKO8/3vf7/cfwjZJz7xiYteMrxFrD0f//jHy/M0BPB9U4hBWPN1ca6o3ayl4h1t3BSmKxlawxXeFJa0mSG/Hv/4x0+MDd7whjf0/hkTqwdJvCQSibmBBEGAcOutt5akp21TVYWOqAYL1CVuEnyVLOZ85KuM6FTTTj/99NFQQAGwMWy++eajlQwSYmaq7gEBrvYIvfttcB+YYpGYb/SVNGgpshbsvffe6/3bZz7zmeL5pPKdSCSWH3/7t39bDOU///nPl2mElGq/+7u/W0iY6m0yCzzvVKRMqMUGFV/60pdKUv+CF7xgMD5wChm+h0lQ1jKT4hSZKHu1VWrjofxdyUC2m9QkNqiT5oZcZEoMG2mum0gk5gbHHXdcIVY2pHaIwKWXXlr8YvbZZ59FKX6dqmTa0dDUFCudVNkUkBEjv6qC54Mf/GC2Gq1yCKAlDfwbJA0//vGPS9IDz3ve88LaSyRuXm1A/lHIDQn8sSh0TIj7l3/5l9FPfvKTTgjslQLKhKc+9anL/TESPcH+4KVIggxBzLqfr7nmmhDixXNz5JFHPop0Ab8jXuxNQyFerGt1vDKimnIE6QJaqNrGMa80iNO8wHXX+pltyInlQhIviURibnD99dcXrxJ+C12C0eSkQJ2/g4BkaKASUpXnSVErQhIuiZfgdO3ataOhgJrlcY973HJ/jMQqSRp4CDCd1bqAlKjwHFHGde0nEQ3qHf4UpjWZYFTP4VDxT//0T0WlOGl901KVVe7VgXXr1hV1pHvBTyoIRRqE7LOe9ayQY/zgBz+Y2Grs7445FFSiQivWlVdeWdp24B//8R+Lp9rQ1rY1a9aUdq9EYrmQxEsikZgb/OIv/mLpqe4alC2qWjvvvHPruNUnP/nJoyFB5f9d73pXqwRX0qU3ekiYBwVPYjhJA/UbspfPkAQO+frQQw8Vlc29995bRtkPCc6Vij1FwDxAC+Lll19elJDf/OY3i7mpNfyWW24pSfI73vGO5f6IiR6gnYj/ijbUHXbYoYyQRrZEq50k9hQ02nPaigJDig/e+ta3lomQ2nWsa3/0R3+0OEUQcfn2t799NCQgkxOJ5UQSL4lEYm7A0M44aUEVEqYr8IkwepmZq75wVW4Bvaq6JIuJ35CgWq/14tRTTx2deeaZpQLsO+iDF3i99KUvXe6PmEis2KQBgWPd4ev0oQ99qBCY1gR///CHP1za4IYEqpDtt99+NC/g5WGsNyLJdBNqhw984AOFdHn1q19djJYT8w+EC7UJvyfkG0+2LlplDj300NGb3vSm8hy98IUvXDTXRf5phz3hhBNGQwETWn414huT2epEJt9BnJXK0kRiaUhz3UQiMTcQSBt7bLyziub42MbIsaESLT4I/BCqUkRrg0RPBXxI0CrBC2PXXXcdXXHFFeV7CRLBFADqHsqBRGJoQCKOJw2UKF0lDVpXtDFJ6hj7GsE8NDDMtCYgK+YBCDCEi2o3MhlpbroNmIBm7aPyScw/ECBUqdqS/WTETiVL+eJl5HQE+LjYO6u/kxiB35Nniw/cUEC1c8wxxxSyOpFIzI7hRQSJRCIxAaowd99992iLLbYoiU+XQLBoL2iOW91uu+2Kj8TQgDCSJAIZ9D333FOqdQJFCaqkJZEYIijfxo0Uq8FuFCRV/+N//I/SusLTBcEjqUNcHH744SXZGhIOO+ywUrGXNJpqUteGJkyIGgp4eNQpdwh5rWZ8X/xdRR9Rn1gdoD55yUteUl51wpFCwyWXXFImnEURL9qYqKnEB4hYBt/iAz+HBIbkv/zLv7zcHyORmBsk8ZJIJOYGlBlHHXVUIUX6Sur4BgwdW2+9delJV/H7jd/4jdKGYcymCvF3v/vd0dAxPpUFhm4Ymlg50J5HAYewqED+7r///qMzzjijkMAHHnjgaCg4+OCDy08+OE3UUaxDG7mKJKI+4OXxa7/2ayX5NRIXKWbd63ICXmJlwRRCexvFy3XXXTf62te+Vv5u72OOHQHkzR577FHej4p0yNBWzZhaEYZnVltr1pD2UuodpFib+TFlpHZra0Ui0RWSeEkkEnMDJpp1akmXoHAxgtIkoFpJHfK41UMOOaTIn30vRpSCxre85S3FjFTr0Y477jgaElS0mQUj4vjwtF2fO+64Y1k+W2L+wLfhv//3/16eowptTFQjj3nMY0p745CIF5M/5glaP/l/8a2iSOL18p73vKckWI888sjoT/7kT5b7IyZ6wOtf//oyycg1p+Lga3bQQQcV8/hIT7inP/3pZSoYJQ2FDQKGFxwCUIwyJFACacfy/LRhCHupz19B1SSu4fMzjmuvvbaQcYlEl0jiJZFIzA1UmhjFUmq0baxROO644wqxQu0yD9VSgYgkRMUHTPmQSKoK83o4/vjjR0MC0sX0CFNm5mEcbmJl43vf+16pBk/yF+EhMiTM2+QPU84QyN/61rfK7wgyZsuIc21oL3/5y5f7IyZ6ek4RLYgQ+1pz9Hv0OPbaxsRTiLnz2rVrS0uvyUpImP322280BMyDsf6JJ55YSJWKSR471HxtkyoTiUikuW4ikZgb/Pmf//no3HPPLdJ+Cc94FUugpdI5KyhA3vzmNxePl8TKg+uDODrggAOW+6MkVgEYT2opsCaMgzKOme/QzFv//u//vvjW3HjjjcWgmHeV54pvDaPiIUGV2/VpI8mZrfp3bUeJRFf40pe+VNYCPlBDa9UbOh544IFFM+23ve1tRfH2pCc96VH/j0Idnz7ESxeTrhKJilS8JBKJuYEAuprXqTaNI6rChdAxCWHe8NWvfrUEKMwmybIlX1q3hmau5zrzqkkk+sCrXvWq0cknn1wMqffcc88ytvb//b//N7r66quLAo/v1JBw5513FlJZhV51njoEQUHlp3pvwtmQyBe+DhdccEEr8SIBRtgn8ZKIxLp160pbk9Hlfmrjdf8x9uYnMyRo19U65bswCvY9fud3fmf0B3/wB+tNjlyJ+JVf+ZVFhZEpc7vttttcKJUTw0QqXhKJRGKJYKRJumpkZGRv+HLB9BKeLp/+9KdLWw7JrTaj9773vYV8Oe+881rN6FYqeGtIfo2NTST6AANK07+Yd4JnSJDPqLZNCbOSgXRlqs0PhUdNBT8r30ciw79iJcMkKWsX3H///cVrg0Fomx8UEl0rUiIRAe1E3//+98seZCrgTjvtVMgW5s5Dg+/B3wUZ6znxHCFh+ab85m/+5ujjH/94UYoMCffdd18hk3x+aj5KJGuE1uQ67SqR6AqpeEkkEoklwrQShprM+YwnHa/6UFww1BwKTF655pprSgDCt0Y1C97+9rcXWe4HPvCB0emnnz4aClQVSYqpDiaNw33FK16xLJ8tMZ9A9kn2TUwxqlgywj9kiJVVFXo+FU3SBfzuOw7B88nnpHIBSdVWW2213rWo7QW5FiQigXChcHF/iQ20Pg+1fcW+zxtHPFPjgto69YY3vKHEBkNYDyooehHLyKSjjz56dMIJJ5SCExJG8cn47PR8SnSJJF4SiURiibBZ33333WVkrKBq6Lj00kvL5I999tlnsWIPSCVGdBG+OH1CQAiXX355eY0DMZbJViIa1G8mpAwdWoy82kA1QiG30iFJrIki5dGkEbKJRDTsOVQhN9xwQxlbzVybQoRihPLFyyCAIcBkwCOPPPJRpAv43T5L9Tsk4sXnZR6OfKF2+eu//uvRYYcdVjzhKHx5BCbxkugSSbwkEonEFMEI34bXvva1c3HuKEMmyaD5O+jrHhJMNEokEtPBxBfeNKa/NH2xtE9pP2JcPiTw3/niF79YvGkkWPC1r32tKP0o+saTykRiVmjJ0bZSW1d4zmnPM56ZF91QiJcf/OAHEwlLf6fsGRJ4OiHCeAEyPadwoZAFCuYhKZUTw0QSL4lEIrFEbLbZZsV0dl5A2YJMahulqGr35Cc/eTS08bGJRGI6UL8x1+V5IClBvj700EMlUbn33ntHZ5999qBO7VVXXVW+U3NMtjWcZ81rXvOa0Yc//OHRs5/97GX9jIn5AuWotkOKl+uuu64QfUDtgtAcCrTgMNXeZZddWgscQ4sNKPn42AEy1rS2GsspMA21JSwxHCTxkkgkEkuEapWKsEBeH/fQIflgRMtwzhQTVe5vfvObJTCRZP3Zn/3ZaGi49dZbyxQGk2ZU6uEnP/nJ6F/+5V9Kf/ratWuX+yMmEisSFC0MxPk7fOhDHyrPjzXB35EUzEKHBN/BBJaTTjpp8W88X84///yy7hmbncRLIgraWPgkPfLII2UiICXFQQcdVNoQh2bGf+ihhxb/KvvoC1/4wkVzXe1UfO60XQ8JT3va04ryDfF65ZVXjn7v935v0WT7rLPOGpyaLzE85FSjRCKRWCKMH9ULzN/FRj0eTElShuaLItEihf7hD3+4SFSoDmmnUi0eEsiF3/Wudy1+jyZUuwTAgqxEIrFhICpVgq11TKr5pQwN22+//egv//Ivy7SZcVAk8H/58pe/vCyfLTF/QPLtuuuuRdmiba/ZrjdE8EXx/FRvJ/sqrycG1jzghoQ77rijxDTaqyn5TGXSMoV4VZgxmW6e1MyJlYckXhKJRGKJoArZ4ML6Uz81SJ8RZnMSEH3bpn1st912RYo7NDAJ/rVf+7XRqaeeOjrzzDPL96La+dznPjd661vfOnrnO985evGLX7zcHzORWJGQWFGB3HLLLcXTpbYcHnHEEaPDDz+8JFxDwm677VY+94EHHrjev0m8EM6mnSQSiXYgX8UGfvJHERv4OTRQtlC7UPQ+5SlPWZxIqY3S6O/HPe5xy/0RE3OO4ZUuEolEYpnBD2UeQbljnPTQcd999xWCRWBIkSSxUq3fe++9yzSqNWvWJPGSSEwAspICzrSPChPc9t9//2JIS/3SRmKsVOy1115Fpfj4xz++kOZUb6rbvCsQTLxsEolEe1v1HnvsUdQ7VDxDx0tf+tLRMcccs97+Xw12E4mukcRLIpFIrHJQuLz//e8vvigMJ9sUPJKUoUCLFKIFmP/dc889pUedPFpVi5w4kUi0g3eD6T+HHHLI4t9Ugnk9POYxjymtfEMiXozDve2220pbhFYpaj6VewaoKve+VyKRWB9Pf/rTRxdddFEpXvB3QcAgL7XmUI4MDaYY8d1JJJYLSbwkEonEKsdxxx1XiBVql//8n//zaOjYeuuty/cxQeI3fuM3SnXbhAlmyN/97neX++MlEisa3/ve94oJZRsoyIxjHRJMKjnvvPNG1157bTHWRjQjkIyR1oZUp5wkEolH493vfvfiOGytup///OeLMb3iBs8kJMx+++03qEEC73vf+0oRxhrXNsUo14NEl0iPl0QikVjl2HHHHUdvfvObywjZecDVV19dqttk0qecckrxplDxNsHgiiuuKFVuk04SicT6IMPXVmBNGAdlHD8EE0ESicTqA/LSOsADihr2G9/4xmhIbYff+c53itqtDb4PA95Eoiuk4iWRSCRWOXi7PPGJTxzNCxAspjAw0IN3vOMdpXXi4osvLlMmjj/++OX+iInEisWrXvWq0cknn1za8/bcc8/RYx/72DIFBKH5sY99bHTUUUeNhoYcL59ITId169aV8dg33XRT+UkxRhnLF4WqdGgeL4nEciIVL4lEIrHKwUiTDN/YyPHR2IlEYvWBHJ8XUq0Mm3TEH+Xggw9uVcKsZOR4+URiOmgn+v73v1/IV/5oO+20UyFbnvrUp+YpTSSmQCpeEolEYpXDtBKGms973vNGv/7rv744YrEpv5W8DA1f/epXy5jYBx98cPT6179+9Pd///ej3/qt30pzvURiI2A4a2w0b6R/+qd/Koa022677SA9oKh0rG2TxstnFTyRaAfChcLlZ37mZ0pcYKJZmy/KkPCv//qvxTCYgofJtjWN39Mf/MEfrBf7JBLRSMVLIpFIrHJoHbjsssvKyFiBVhs++tGPjoaCH/3oR6O3vOUto09/+tPFKE+1XpvRe9/73kK+MNr81V/91eX+mIlEogdoL2QIzLeGx5MJLZdffnn5Ny2J//f//t/RhRdemNcikWjBP/zDP4xuuOGG0fXXX19+8kjRmkz54sVLbSig3vmv//W/ju68887yHUxq8v18p9/8zd8cffzjHy8kcyLRFVLxkkgkEqscEg/ky2tf+9rRPOCMM84YXXPNNcUA0KQm1Sx4+9vfPnrd6143+sAHPjA6/fTTl/tjJhKJHpDj5ROJ6YGceMlLXlJedcIR8vKSSy4Z/Z//838GRbzY901to+CtcUE1DH7DG95QYoP0gEt0iZyhl0gkEqscm222WWnBmRdceumloz/90z8d7bPPPo+SDmujMu3oxhtvXNbPl0gk+h8vD83x8pDj5ROJDYPPkwlGVGMHHHDA6BWveEV5nqhdjj766MEVmY488shHkS7gd8QLA/FEokuk4iWRSCRWOVSs+CA885nPLL3cQ4cJLJPM//7Lf/kvpa87kUisDhxyyCGFcOVVYbz8HnvsUVoR63j5HXfccbk/YiKxIsEbzSSjRx55pHij8Uo66KCDRs95znMGacT/gx/8YGKbsb9bIxKJLpHESyKRSKxyUIXo3959991Hv/3bv71eQMVc9z3vec9oKKBsUdnaeeed1/s3PepPfvKTl+VzJRKJ/pHj5ROJ6aAtB9EiNuCVJBYYMvi4UOvssssu6/3bZz/72YwNEp0jiZdEIpFY5dCn/Uu/9EuL/dvjGFqw9ZrXvGZ07LHHlukFz3/+88vn/+Y3vzn64he/ODr77LPLRJNEIrE6wEx7t912Ky8wxcSo7EQisWGsXbt2rk7RoYceWia2/du//dvohS984aK5LrNtkx1POOGE5f6IiTlHTjVKJBKJxNzhr/7qr4oB4A9/+MMy1aiabDIQ5v+SSCRWB7bffvvRaaedVpQviURideODH/xgmWZm+iGID/7Df/gPo//23/5baUlMJLpEEi+JRCKRmEv88z//8+jLX/5y6ds2InK77bYb/af/9J+W+2MlEoke8aIXvahUuvfdd98874lEovi8iQ38pPYVG1TVbyLRJZJ4SSQSiUQikUjMJc4999zRn//5n4/23nvv0dOe9rTRz//8z6/3/5jUkkgk5n+QAHPt6meXSPSNJF4SiUQiMVegcHn/+98/uvXWW0cPP/zwev/O86WOl00kEvMNZMuGYD34xje+0dvnSSQSywP+bl/4wheKaTB/FwQMH7hnP/vZo8022ywvS6JzJPGSSCQSibmCPm3EynOf+9xipNmGk08+uffPlUgk+sG99947etKTnjT66Z/+6dH999+/0f9/88037+VzJRKJ5YchAp/73OdGn//850df+cpXiv/b7/7u7xYSZr/99lvuj5eYYyTxkkgkEom5wo477jh685vfPPrDP/zD5f4oiURiGfCsZz2rmGv/zu/8zuiYY44Z/fEf//HoV3/1V/NaJBKJR+FLX/pSUcjecsstqX5LdI4cJ51IJBKJucIv/uIvjp74xCcu98dIJBLLBNPMHnzwwfLfl1xyyWj//fdP4iWRSIzWrVs3uvnmm0c33XRT+ak1mTL2BS94QSFsE4kukYqXRCKRSMzdKOlrr722jI1EwiQSidWFgw8+uFSwH/vYxxYCxk/tBG1Iz6dEYnVAO9H3v//9sh7ssMMOo5122qmQLU996lOX+6MlVglS8ZJIJBKJuYLq9ic+8YnR8573vNGv//qvj37u535uvUTrf//v/71sny+RSHSLU089dXTOOeeUajbFiwkmv/zLv5ynPZFYxUC4WBN+5md+psQFv/ALv9A65SyR6AqpeEkkEonEXOGoo44aXXbZZaMtttiiBFpt+OhHP9r750okEv2DYSb128amGyUSifnHP/zDP4xuuOGG0fXXX19+fuc73ymtyZQvXkZOJxJdIYmXRCKRSMwVSIiZab72ta9d7o+SSCQSiURiBU84YsR91VVXpbluonNkq1EikUgk5gqbbbbZ6Ld+67eW+2MkEolEIpFYQfj3f//3MkKa4uW6664bfe1rXyt/p3bZfffdl/vjJeYcSbwkEolEYq5AKvyxj31s9MxnPrP0cicSiUQikVjdeP3rX18mGT3yyCPF84kP3EEHHTR6znOek0b8iV6QxEsikUgk5gpM81SzVK+Yao5PNmKu+573vGfZPl8ikUgkEol+8b3vfa8QLWKDbbbZpsQCiUSfSI+XRCKRSMydmeaGINj67Gc/29vnSSQSiUQikUisbiTxkkgkEolEIpFIJBKJRCLREX66qzdOJBKJRCKRSCQSiUQikVjtSOIlkUgkEolEIpFIJBKJRKIjJPGSSCQSiUQikUgkEolEItERknhJJBKJRCKRSCQSiUQikegISbwkEolEIpFIJBKJRCKRSHSEJF4SiUQikUgkEolEIpFIJDpCEi+JRCKRSCQSiUQikUgkEh0hiZdEIpFIJBKJRCKRSCQSiY6QxEsikUgkEolEIpFIJBKJxKgb/H/HrhNouLMzQQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Highly correlated feature pairs (|corr| > 0.9):\n",
"mean radius mean perimeter 0.997855\n",
"worst radius worst perimeter 0.993708\n",
"mean radius mean area 0.987357\n",
"mean perimeter mean area 0.986507\n",
"worst radius worst area 0.984015\n",
"worst perimeter worst area 0.977578\n",
"radius error perimeter error 0.972794\n",
"mean perimeter worst perimeter 0.970387\n",
"mean radius worst radius 0.969539\n",
"mean perimeter worst radius 0.969476\n",
"dtype: float64\n"
]
}
],
"source": [
"corr_matrix = df.drop(columns=[\"target\"]).corr()\n",
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(corr_matrix, cmap=\"coolwarm\", center=0, square=False)\n",
"plt.title(\"Feature Correlation Heatmap\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"high_corr_pairs = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(bool))\n",
"high_corr_pairs = high_corr_pairs.stack().loc[lambda x: x.abs() > 0.9].sort_values(ascending=False)\n",
"print(\"Highly correlated feature pairs (|corr| > 0.9):\")\n",
"print(high_corr_pairs.head(10))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b4dff92b",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-23T01:21:07.702435Z",
"iopub.status.busy": "2025-11-23T01:21:07.702346Z",
"iopub.status.idle": "2025-11-23T01:21:08.031698Z",
"shell.execute_reply": "2025-11-23T01:21:08.031004Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Explained variance ratios: [0.44272026 0.18971182]\n"
]
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"features = df.drop(columns=[\"target\"])\n",
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(features)\n",
"pca = PCA(n_components=2, random_state=42)\n",
"components = pca.fit_transform(X_scaled)\n",
"pca_df = pd.DataFrame(components, columns=[\"PC1\", \"PC2\"])\n",
"pca_df[\"target\"] = df[\"target\"].map(target_name_map)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(\n",
" data=pca_df, x=\"PC1\", y=\"PC2\", hue=\"target\", palette=[\"#d95f02\", \"#1b9e77\"], alpha=0.7\n",
")\n",
"plt.title(\"PCA (2 components) Colored by Diagnosis\")\n",
"plt.legend(title=\"Diagnosis\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"Explained variance ratios:\", pca.explained_variance_ratio_)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.14.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}