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LogisticRegression
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LogisticRegression
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{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"id": "ae31483f-8e97-474d-9788-ea95669acb06",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The dataset is all TR data\n",
" \n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy train: 56.738095238095234\n",
"Accuracy test: 56.42857142857143\n",
"Sensitivity: The 68.88888888888889 were correctly identified as not having an ictus\n",
"Specificity: The 50.526315789473685 were correctly identified as having an ictus\n",
" \n",
"Accuracy of mice: 52.0\n",
" \n",
"The dataset is all POST data\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy train: 60.42207792207792\n",
"Accuracy test: 59.154929577464785\n",
"Sensitivity: The 58.620689655172406 were correctly identified as not having an ictus\n",
"Specificity: The 59.523809523809526 were correctly identified as having an ictus\n",
" \n",
"Accuracy of mice: 53.84615384615385\n",
" \n",
"The dataset is PRE data\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy train: 52.59761904761905\n",
"Accuracy test: 60.0\n",
"Sensitivity: The 62.06896551724138 were correctly identified as not having an ictus\n",
"Specificity: The 58.536585365853654 were correctly identified as having an ictus\n",
" \n",
"Accuracy of mice: 56.00000000000001\n",
" \n",
"The dataset is POST 24H data\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy train: 57.38095238095238\n",
"Accuracy test: 56.52173913043478\n",
"Sensitivity: The 66.66666666666666 were correctly identified as not having an ictus\n",
"Specificity: The 50.0 were correctly identified as having an ictus\n",
" \n",
"Accuracy of mice: 47.05882352941176\n",
" \n",
"The dataset is POST 48H data\n",
" \n"
]
},
{
"data": {
"image/png": 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GIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYKByxf38+fOaPn26unfvroiICD3zzDM6fvy44/H09HQNHDhQISEh6t+/v3bv3l1pAwMAylZm3IuLi/X888/rxIkTWr58uf7xj3+ofv36Gj16tL7//ntlZmYqJiZG/fr1U1pamnr37q0JEyYoIyOjKuYHAJSiZlk7HD16VPv379f27dsVGBgoSXr11Vdls9m0e/du7du3T6GhoYqJiZEkTZ48WZ9//rlSUlL0pz/9qXKnBwCUqsxX7s2aNdOqVat03333ObbVqFFDlmXp0qVLstvtstlsTs/p3Lmz7Ha756cFAJRLmXFv1KiRIiMj5eX1/7umpqYqPz9f3bt3V3Z2tpo0aeL0nMaNGys7O9vz0wIAysXlq2U++OADvf766xozZowCAwN17do1+fj4OO3j4+Oj/Px8jw0JAHCNS3F/++23FRsbq0cffVTTpk2TJNWqVUuFhYVO+xUUFKhOnTqemxIA4JJyx33FihWaOXOmhg8frkWLFjlO0zRr1kw5OTlO++bk5JQ4VQMAqDplXi0jSWvWrNGSJUsUGxurCRMmOD0WHh6uvXv3Om3bs2ePIiIiPDclAMAlZb5yP3r0qBITEzVkyBA98cQTys3NdXz8+OOPioqKkt1u17Jly5SVlaWlS5fqwIEDGjVqVFXMDwAoRZmv3Ldv366ioiJt2bJFW7ZscXps0qRJGj9+vJKTk/Xqq69qzZo1uv/++7Vy5UrHNfEAgKpXZtzj4uIUFxd3y30iIyMVGRnpqZkAAG7ixmEAYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGIu4AYCDiDgAGcjnu8+bN0+zZs522paena+DAgQoJCVH//v21e/dujw0IAHBdueNuWZaWLl2qt956y2l7ZmamYmJi1K9fP6Wlpal3796aMGGCMjIyPD4sAKB8yhX306dPa+TIkdq4caN+/etfOz2WkpKi0NBQxcTEKDAwUJMnT1ZYWJhSUlIqZWAAQNnKFff9+/erRYsWeu+99xQQEOD0mN1ul81mc9rWuXNn2e12z00JAHBJzfLsNGDAAA0YMKDUx7Kzs9WkSROnbY0bN1Z2drb70wEAKsTtq2WuXbsmHx8fp20+Pj7Kz89399AAgApyO+61atVSYWGh07aCggLVqVPH3UMDACrI7bg3a9ZMOTk5TttycnJKnKoBAFQdt+MeHh6uvXv3Om3bs2ePIiIi3D00AKCC3I57VFSU7Ha7li1bpqysLC1dulQHDhzQqFGjPDEfAKAC3I57mzZtlJycrJ07d2rQoEHatWuXVq5cqcDAQE/MBwCogHJdCvlzqampJbZFRkYqMjLSE/MAADyAG4cBgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYiLgDgIGIOwAYyCNxLyoq0muvvabu3bsrLCxMsbGxOn/+vCcODQCoAI/EPSkpSWlpaUpISND69euVnZ2tiRMneuLQAIAKcDvuBQUFSklJUVxcnLp166Z27drp9ddf1759+7Rv3z5PzAgAcJHbcT969Kh++OEH2Ww2x7aAgAA1b95cdrvd3cMDACqgprsHyM7OliQ1adLEaXvjxo0dj91KUVGR03EqqvDH79x6fkWcOXOmyj8ngMpzJ3XkRjNvNPSX3I771atX5eXlpbvuustpu4+Pj/Lz88t8fm5uriRpxIgR7o5S5XrveuV2jwDgDuduR3Jzc3XvvfeW2O523GvXrq3i4mJdv35dNWv+/+EKCgpUp06dMp8fHBysDRs2yN/fX97e3u6OAwD/E4qKipSbm6vg4OBSH3c77s2aNZP0058eN/5bknJyckqcqilN7dq1FRER4e4YAPA/p7RX7De4/YZqUFCQ6tWrp88++8yx7cyZM/r222/VqVMndw8PAKgAt1+5+/j46Omnn9aiRYvUqFEj/epXv9JLL70km82m0NBQD4wIAHBVDcuyLHcPcv36dS1evFhpaWm6fv26evTooXnz5snPz88TMwIAXOSRuAMAqhduHAYABiLuAGAg4g4ABqr2cXf1dsIHDx7U8OHD1aFDB/Xt21dbt26tumE9xNU1b9++XQMHDlRoaKh++9vfavXq1Tf9keTqyp3bRo8bN07R0dGVPKFnubre7OxsxcbGKiwsTF26dNH8+fN19erVKpzYfa6u+ZNPPtHQoUMVGhqqPn36aM2aNbqT3yKcN2+eZs+efct9PNovq5pLTEy0unXrZqWnp1uHDh2yhg0bZg0fPrzUfS9cuGDZbDYrPj7eyszMtFJSUqwHHnjA+uijj6p4ave4suYPP/zQatu2rZWammqdPHnS2rFjhxUREWElJydX8dTucWXNP7dx40ardevWVlRUVBVM6TmurDc/P9/q16+fFR0dbR05csT65JNPrIceesh66aWXqnhq97iy5hMnTlghISFWUlKSderUKWvHjh1Whw4drPXr11fx1O4rLi62lixZYrVu3dqaNWvWTffzdL+qddzz8/OtsLAwa8uWLY5tp0+ftlq3bm19/vnnJfZfuXKl1atXL6uoqMixbcaMGdaYMWOqZF5PcHXNf/jDH6xJkyY5bUtOTrZ69epV2aN6jKtrvuHEiROWzWaznnzyyTsq7q6ud/PmzVZ4eLh18eJFx7ZNmzZZQ4YMqZJ5PcHVNaemplo2m81pW2xsrDVu3LhKn9WTTp06ZUVFRVmdO3e2IiMjbxl3T/erWp+WcfV2wna7XZ06dZKX1/8vy2azad++fSouLq6Smd3l6ppjYmL0/PPPO23z8vJSXl5epc/qKRW5bXRRUZGmT5+uZ599VoGBgVU1qke4ut709HR17dpVvr6+jm1Dhw7V5s2bq2ReT3B1zX5+frp48aK2bdum4uJiHT9+XHa7/ab3Uamu9u/frxYtWui9995TQEDALff1dL+qddxdvZ1wdnZ2qftevXpVFy9erLQ5PcnVNYeEhKhVq1aOX1+5ckUbN25Ujx49KndQD6rIbaNXrVolSXrmmWcqd7hK4Op6T5w4oebNm2vJkiXq1auXevfurYSEhHLddbW6cHXNffv21dChQzV16lQFBwerf//+6tSpk8aPH18l83rKgAEDtHDhQvn7+5e5r6f7Va3j7urthK9duyYfH58S+0o/3aXyTuDOLZSvXr2q8ePHKz8/Xy+88EJljulRrq758OHDWrt2rRISEpxe5dwpXF3vlStXtHnzZp0+fVpLly7VzJkztX37ds2bN6+qRnabq2vOy8vT2bNn9eyzz2rz5s1KSEjQxx9/rOTk5Koaucp5ul9u31umMrl6O+HatWuX+CLc+HV5bj9cHVT0Fsrfffedxo8fr8zMTL355ptq3rx5VYzrEa6sOT8/X9OmTdPkyZNveUe86szV73HNmjXl6+urRYsWydvbW+3bt9f169c1adIkzZgxQ40aNarK8SvE1TUvXrxYXl5emjp1qiTpgQce0PXr1zV//nxFR0ffEWt2laf7Va1f9vz8dsI/d7PbCTdt2rTUfevWrasGDRpU3qAe5OqapZ/uwvnUU0/pzJkzWr9+vUJCQip9Tk9yZc0HDhxQVlaWFi9erLCwMIWFhWnr1q2y2+0KCwvT2bNnq2zuinL1e9ykSRMFBgY6/XsHN07Fffvtt5U4qee4uuYDBw6UOL/eoUMHFRYW6r///W/lDXobebpf1Trurt5OODw8XHa73ela2D179qhjx453zF/fXV3zhQsXNHLkSBUXF2vjxo0KCgqqynE9wpU1h4SE6P3339fWrVsdH3369FFwcLC2bt2qxo0bV/X4LnP1exwREaEjR46osLDQse348ePy9va+Y/6G5uqamzZtqmPHjjlty8jIkJeXl1q2bFnp894OHu9Xha6xqUKvvvqq1bVrV2v37t2Oa2NvXPaWn59v5eTkWPn5+ZZlWVZubq4VHh5uzZ0713GdaLt27ayPP/74di7BZa6seeLEiVZoaKh14MABKycnx/GRm5t7O5fgMlfW/EuzZs26oy6FtCzXf1/bbDYrLi7OyszMtP7zn/9YkZGR1owZM27nElzmypo//PBDq02bNtYbb7xhnTp1ytq1a5fVvXt3Kz4+/nYuwS1RUVFOl0JWdr+qfdwLCwutl19+2bLZbFbHjh2tSZMmWRcuXLAsy7I+/fRTq3Xr1tann37q2H///v3WkCFDrODgYKtv377Wtm3bbtfoFVbeNV+9etUKCgqyWrduXeKjbdu2t3kVrnH1+/xzd2LcXV1vRkaGNXbsWCskJMR68MEHrYULF970D7vqytU1/+tf/7IGDx5shYaGWn369LGSkpKsgoKC2zW+234Z98ruF7f8BQAD3RknogEALiHuAGAg4g4ABiLuAGAg4g4ABiLuAGAg4g4ABiLuAGAg4g4ABvo/IyNYgvhmCA8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy train: 52.607142857142854\n",
"Accuracy test: 58.333333333333336\n",
"Sensitivity: The 66.66666666666666 were correctly identified as not having an ictus\n",
"Specificity: The 53.333333333333336 were correctly identified as having an ictus\n",
" \n",
"Accuracy of mice: 52.63157894736842\n",
" \n",
"The dataset is POST 72H data\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy train: 65.78571428571428\n",
"Accuracy test: 62.5\n",
"Sensitivity: The 61.53846153846154 were correctly identified as not having an ictus\n",
"Specificity: The 63.63636363636363 were correctly identified as having an ictus\n",
" \n",
"Accuracy of mice: 50.0\n",
" \n",
"The dataset is POST 48H & 72H\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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WYOTIkThw4ADWrFmDuro6LF26FF9//bVpbJNcLsfnn3+ORx99FOXl5fjuu++QmJiImJgYrF692uxMNaJbjUiw1hB6IiIioi7CFhgiIiJyOAwwRERE5HAYYIiIiMjhMMCQVUycOBFTpkwxu+jZ4sWL8fLLL3dZLadOnWoxuyMiIsK0fgYRWd/EiRMRERFh+i8qKgpDhw7FI488YlrD52YcOXLEtF4QABQWFrZYsbir/8aQfWCAIavJzc3F+++/b+sycN999+HSpUumfyclJWH69Ok2rIjo1vfoo48iKSkJSUlJ2LdvH7755hvTSsa1tbU3de7Y2FgkJSWhW7duAICXXnoJBw4cMG3/6KOP8OKLL97Uc5DjYYAhq+nVqxfWrFmDkydP2rSOayfW+fn5XXctEyK6Oc7OzvDz84Ofnx+6d++O/v374/nnn0dZWZnFN9lsi1wuh5+fn2ndomt/xz09PW/4XlzkuBhgyGri4+MRGxuLl19+GSqVyuw+hYWFePLJJzF48GCMHj0aTz/9NIqKikzbtVot3n33XYwePRqxsbF48cUXsWzZMrzwwgumfX744QfMnDkTAwYMQGxsLB566CFTi8vEiROh0+nw4osvYvHixQCudiElJycjIiKi1RLud955Jz744AOL6iMiy0kkEgCGAFJRUYG//e1vGDduHGJiYrBkyRKkpaWZ9j19+jQWLFiAQYMGYcSIEfjrX/9qWiSweRfSCy+8gMOHD2PDhg2m2y8Yu5Dq6uoQGxuLn3/+uUUdr732Gu69914AhhWily9fjrFjx2Lw4MG47777cPr06c6/GGR1DDBkNSKRCG+99RYKCgrw0UcftdpeX1+PxYsXQ6FQ4Mcff8RXX30FjUaDJUuWmJaQ/9e//oWNGzfizTffxNq1a6FWq1v0dScmJuLtt9/G0qVLkZiYiM8//xz5+fl45513AADr16+HRCLBSy+91KqGESNGICAgANu3bzc9du7cOWRmZiIuLs6i+ojIMnl5eXjvvffg5+dn+qCRmpqKFStWYO3atfDy8sJ9992Hy5cvQ6fT4U9/+hNGjRqFrVu34osvvkBqaqrp97q5l19+GUOHDsUdd9yBpKSkFttcXFwwZcqUFn8ztFotEhMTTassP/fcczh27BhWrFiBn376CSNHjsT999/f6vYNZP8YYMiq+vTpgyeeeAL//e9/W92Ubtu2bWhoaMDy5csRHh6OqKgovP/++6bl7RsaGvDDDz/g6aefxu23346wsDC8/fbb8PPzM53D29sbb731FmbMmIGAgAAMHz4cd955JzIyMkzbAcON+jw9PVs8v0gkwuzZs1vcQXjz5s0YNGgQgoODr1sfEbXtP//5D2JjYxEbG4vo6GhMmTIFNTU1+Pjjj3Hy5EmkpaXh/fffx5AhQxAREYF//vOfcHd3x3fffYeamhpUVFTA19cXAQEBiImJwSeffIIlS5a0eh43NzfIZDIolcoWfxuM4uPjcfjwYdP9q5KSklBfX4877rgDly5dQkJCApYvX46hQ4ciODgYjz/+OIYMGdLqnmFk/3gvJLK6Bx98EDt27MCLL77Yoik3LS0N5eXlGDp0aIv9GxoakJWVhT59+qCxsRGxsbGmbXK5HAMGDDD9e/jw4cjIyMDHH3+MixcvIjs7GxkZGaZ77FxPfHw8Pv30U1y4cAF9+/bF9u3b8dhjj1lUHxG1bdGiRVi4cCEAQ9dR83EpK1euhJeXF4KDg037y+VyDBw4EBcuXICnpycefPBBvP766/joo48wZswY3H777bjjjjs6XMeIESPQrVs3JCYmYtGiRdiyZQsmTZoENzc3U4vNvHnzWhyjVqvZyuqAGGDI6iQSCd566y3Ex8fjs88+Mz0uk8kQGhpquotvc25ubiguLgYA6PX6Ns+9adMmvPzyy5g9ezaGDh2K++67D7/++is2b95sUW1BQUGIjY3F1q1bMXr0aJSXl2PGjBkW1UdEbfPw8Gh1LymjtgbR6/V60x3Kn3/+eSxatAj79+9HUlISXnzxRWzevBlffPFFh+oQi8WYM2cOtm7divj4eOzevRsffvghAMPvOAD8+OOPUCqVLY6z5J5fZF/YhUSdIiwsDH/605/w+eefIzc31/TY5cuX4enpiaCgIAQFBcHHxwdvv/02MjIyEBQUBKVSiZSUFNN5NBpNi4F+3377LRYsWIC33noLCxcuxODBg5Gbm9tiVoJIJGq3tvj4eOzcuRMJCQm4/fbb4eHhYVF9RHRjwsLCUFFRgYsXL5oeU6vVSE1NRWhoKHJzc/Hqq6/Cz88PixYtwqeffop33nkH+/fvN3UFNXe93/G4uDicPn0a69atg6urq+nmlmFhYQCAsrIy0+94UFAQvv76a+zevduKr5i6AgMMdZo//vGPCA0NNS0+NWvWLHh5eeGpp55CamoqMjIysGzZMqSkpCAsLAxOTk5YuHAhVqxYgX379iErKwt/+9vfUFhYaPqD5e3tjRMnTiA9PR05OTn4+OOPsX379hbNvy4uLsjMzDT7hw8AZsyYgfz8fGzevBlxcXGmx69XHxHdmJEjRyI2NhbPPvssTpw4gYyMDLz44ouorq7G/Pnz4eXlhYSEBLz22mvIyspCVlYWEhIS0Lt3b3h5ebU6n4uLCy5fvoz8/HyzzxccHIyBAwfiww8/xMyZM02zoYKCgjBjxgy88sor2L9/P3Jzc/HBBx/gxx9/RN++fTv1GpD1McBQp5FKpXjrrbdMTcRKpRKrVq2CUqnEkiVLcO+990Kr1eKbb76Bj48PAODpp5/GtGnT8Nxzz+Huu++GVCpFbGysqen3lVdegZubGxYsWIB7770XqampeP3111FWVoaCggIAhgW1fvjhBzz88MNm63Jzc8OkSZOgUChw2223mR63pD4i6jiRSISPP/4YwcHB+OMf/4j58+ejoqIC33//PXr16gU3NzesXLkSeXl5mDdvHu6++26oVCp88cUXprVfmlu0aBGys7MxY8YMlJSUmH3OuLg41NXVtfiQAgBvvPEGxo8fj5deegkzZ87Er7/+io8++gijRo3qjJdOnUgkXLsiEJEN7dq1C0OGDGnxqWv69OmYNWsW/vznP9uwMiIisiccxEt2ZeXKlVi/fj2eeeYZKJVK/Pzzz7h8+TJvBUBERC2wBYbsSl5eHt566y2cOHECarUakZGReOqppzBy5Ehbl0ZERHaEAYaIiIgcDgfxEhERkcNhgCEiIiKH4/CDeFfsXmHrEoioizyYVGXrEoioC3m8+mqb29gCQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcBhgiIiIyOEwwBAREZHDYYAhIiIih8MAQ0RERA6HAYaIiIgcDgMMERERORwGGCIiInI4DDBERETkcKS2LoDIHJ1Wh3Vvr0NFYQXi/xqPHsE92tx384ebkX8+36Lz/uk/f7JWiURkZU5z5kA+aFCHj6v9+mvoLl2yfkFk19gCQ3bpyKYjqCissGjfsstlnVwNEdk1nc7WFZANsAWG7M7JxJNI2Z1i0b615bVorGsEAAyZMQQhMSGdWRoRdaLGvXuhSk6+7n7ygQOhGD0aAKBOTYXu8uXOLo3sEAMM2Q2dVoekdUlIO5Bm8TGll0tNXwf1D4JvL9/OKI2IuoBQXQ2hurrdfcR+fpAPGwYA0JWWomHz5q4ojewQAwzZhaKcIhz48QBKcksAACKxCIJeuO5xxgAjEongHeDdqTUSkY2JRHCKi4NIJoOg16Ph558BrdbWVZGNMMCQzSVvTMapX04BTXmlz8A+8PDzsKgbqTTPEGA8u3tCJpd1ZplEZGPykSMh9fcHAKiPHoWusNDGFZEtcRAv2VxRdhEgAAoXBSYsmoA7HrsDMoVlYcTYAsOuI6Jbm8jFBcrx4wEA+tpaNO7da+OKyNbYAkM2p3BWIHZqLGKnxkLhrLD4OHWDGjXlNQAAnwAfZBzJQMbRDJTklkCtUsPZzRn+4f4YOHEg/Hr5dVb5RNQFFLfdBpHC8PdBtX8/oFbbuCKyNQYYsrlpj06DSCzq8HGll0tN3U4nE09C3djyD1ptRa0p1AydMRTD7hxmjXKJqIuJXFwgHzwYAKCvrob65EkbV0T2gAGGbO5GwgtwdfwLAKgb1egZ2hNRY6Lg0c0DmgYN8s7l4eyvZ6HVaHF823FIZVLETo21VtlE1EXkw4dDJDW8XamSkwG93sYVkT1ggCGH1XwK9dAZQzFsZssWll79eiF8eDg2rdgEdYMaRzYfQcigEHh08+jqUonoRkkkkA8ZAgAQGhuhPnHCxgWRvWCAIYc19p6xGDBhABpqGtC7f2+z+/j28sWouaOw/7v9EPQCUvenYuw9Y7u4UiK6UbIBAyB2cQEAQ9cRx75QE7uZhaTVarF9+3Z89NFHqKysxNGjR1FeXm7rssiOyZ3k8Ovt12Z4MYoYHgGJTAIAuJzOFTuJHIksOtr0tfr0adsVQnbHLlpgiouL8cADD+DKlStobGxEXFwcVq1ahTNnzuDbb79F3759bV0iOTCJTAKv7l4ovVyK2opaW5dDRJZSKCDt0wcAoCsuhr6kxLb1kF2xixaY5cuXIzQ0FMnJyVA0TZN79913ER0djeXLl9u4OroVSOWGrK7XcvAfkaOQhYVBJDG0nmrSLL/FCP0+2EWAOXLkCJYuXQq5XG56zNXVFcuWLcNpNhmSGVq1Fnlpecg4kmFRt1BDTQMAwMnNqbNLIyIrkYaFmb5mgKFr2UUXUmNjI2Sy1iuvqtVqCML174dDvz86rQ5bP94KAOjWpxsCIwPb3Le+qh5VpVUAAL/eXNCOyFFIg4IAAPq6OnYfUSt20QIzZswYrFy5skVYqampwfvvv48RI0bYsDKyVwpnBbz9DTdvLL5UjIorFW3um7InxbTgXejQ0K4oj4huksjVFWIPw5IHuvx8G1dD9sguAsxLL72EEydOYNy4cVCpVHj88ccxYcIE5Obm4oUXXrB1eWSnom9rmp0gAPu+2weNWtNqn+yUbNNNIb39vREyKKQrSySiGyTp3t30NQMMmWMXXUg9evTA5s2bsXXrVpw7dw4ymQyhoaGYPXu2aVAv0bWixkbhwvELKMwsxJWsK/hp+U+ImRwDb39vqOpUyDqZhfPJ5yEIAuRKOSYtmQSxxC4yOxFdh9jHx/S1nktqkBl2EWA+/PBDxMfH45577rF1KeRAxGIx7njsDvzy1S/IO5eHiisV2LdmX6v9XL1cMeXhKbxjNZEDEbu7m77WV1fbsBKyV3YRYHbu3InPPvsMMTExmDt3Lu644w64ubnZuixyAApnBe58/E5kn87G+SPnUZxTjMa6RsiVcnh080DwoGBEj4uGTNl6kDgR2bFmre8MMGSOSLCTaT7nzp3D5s2bkZCQgIqKCtx+++2Ii4vDbbfdBrG47Wb/FbtXdF2RRGRTDyZV2boEIupCHq++2uY2u2iBAYCoqChERUXhueeew7Fjx5CQkIBnn30WSqUSSUlJti6PiIiI7IjdjWi8ePEiDh8+jCNHjkCj0WD48OG2LomIiIjsjF20wOTn52Pbtm3Ytm0bMjIyMGjQIDzwwAOYMWMGXF1dbV0eERER2Rm7CDCTJk2Cv78/5syZg48++gi9e7d/d2EiIiL6fbOLAPPNN99wxV0iIiKymM0CzJYtWzBt2jTI5XIUFxdjy5Ytbe47a9asLqyMiIiI7J3NAsxf//pXjB49Gj4+PvjrX//a5n4ikYgBhoiIiFqwWYBJT083+zURERHR9djFNOr7778f1WZWWiwvL8fcuXNtUBERERHZM5u1wJw8eRK5ubkAgKNHj2Lz5s2tpkxnZmYiJyfHBtURERGRPbNZgBGLxfi///s/CIIAkUiEt99+u8V2kUgEFxcXLF261EYVEhERkb2yWYAZNGgQfvvtNwDAxIkTsX79enh7e9uqHCIiInIgdjEGZs+ePW2GlytXrnRxNURERGTv7GIhu7y8PLzzzjvIyMiATqcDAAiCALVajfLycqSlpdm4QiIiIrIndtEC89prryEzMxOzZs1CUVERZs+ejUGDBqGsrAx///vfbV0eERER2Rm7aIE5deoUvvjiCwwdOhR79+7F+PHjMWjQIISEhGD37t245557bF0iERER2RG7aIHRarUICAgAAAQHB5sWtps1axZSU1NtWRoRERHZIbsIMEFBQUhJSQFgCDDG2UkNDQ2or6+3ZWlERERkh+yiC2nhwoV44YUXoNfrMW3aNMTHx8PJyQknTpxATEyMrcvrEomfJ6IsvwwL/rYAJxNP4vj24x0+x6J/LIK7j3snVEcdUXGlAl49vEz/ri6rxnevfAcAeOT9RyBTyrqslitZV7DhvQ2Y9OAkhA8L77LnpetznjcP4u7dUfvJJ4BeDwDwePVVi49XJSejcceOG35+xfjxUE6YAE1aGurXrbvh8/xeyGJi4BwXB21BAepWrmy5USKByM0NQmWlZft3MsXYsVCMG4fazz+Hvry8S5+7K9lFgLn33nvh7e0Nb29vhIWF4c0338Tq1avh6+uLV155xdbldbqMoxnITsnGlIenQCKVwNXbFT369mi1X8mlEui0Onh084CTm1Or7VKpXXw7f7cqiyvx6w+/QuGswLRHp9m6HABAj749EBIbgqT/JSEwIhDO7s62LokAyAYMgCwqyhAcmsJLc7qiIggqVbvn0FdUdFZ51AHSkBAoZ8yA+sgRqI8ds3U5AADV4cOQDx0KpzlzULdqla3L6TR28443bdrVP/hz5szBnDlzbFhN11E3qnH458Pw7eWLvoP7AgCiRkchanRUq33X/N8a1JTXYPC0wYgcFdnVpdJ1XDh6Afnn8xESG9LicRdPFyz42wIAgFTR9b9yw2cPx//+8T8kb0zGxPsndvnz0zXkciinTIGuoACaNpaIaEhIgO7SpS4ujNqjSU9HzccfQ9BqWzyuGDcOEh8fi/fvEjodGvfvh/Ps2ZDFxEDTNETjVmMXAebFF180+7hIJIJMJkOPHj0wffp0BAcHd3FlnS9ldwrqq+sxdt5YiEQiW5dDnUAikbToUupqXt29EDIoBOePnEfM5Bj4+Lf+Y0tdRzFqFMRubqhLTLR1KdQRKhX012kVu6n9rUyTkgL9hAlQ3n47NKmpZlv6HJ1dDOJVq9XYuHEjDh48iOrqalRXVyM5ORkbNmxARkYGNm/ejDlz5uCYnTTPWYtGpUHq3lQoXZXoE9PH1uXQLSxqdBQgAKd2nLJ1Kb9vMhnkI0ZAX1cHbdNsS6JOoddDnZICsYcHZIMG2bqaTmGVFhitVntT4y8UCgVmzJiBt99+G3K53HTOV155BTKZDK+//jpWrFiBDz74AN9//701SrYLmcczoapXof+4/pBIJFY556YPNqHgQgHil8Uj41gGMo5mAAC6BXXDrCdmYfOHm1FwoQBj543FgAkDWh2/fvl6lOSW4PbFt7fqpqqvqcfpnaeRk5qD2opaSKQS+PX2Q/9x/U3dX5bIz8jH5hWbERQdhCkPT8GJxBPIOpmFuoo6yJ3lCIwIxNAZQ+HZ3bPVsYJewPkj55F+OB1l+WXQaXVw93FHSGwIYibHQOGkMPucWSezkLovFeWF5dDr9OjepzuGzhiKqpIq7F29FxEjI1p1r5RdLkPq/lQUXChAXVUdBJ0AJzcn9AztiZhJMfDr7Wfa99Oln5q+vnjqIj5d+in8w/wx5+k5rQbxShVSfPfKd6gpr8HUR6eib2zra6dRafD1819Dq9ZiwSsL4NXzagtOdko2zv56FsW5xdCqtHDxdEFQdBBip8XCxcPF7OsPjAyE0lWJrFNZGHPPGDi5th5DRZ1PFh0NsZMTVMeOWf8TsVwOxbBhkIaHQ+zrC5FCAUGthr6oCOozZ6A5ZWF4FYshHz4csqgoiH18IJLLoa+pgS4nB6pDh6AvK2t9jEQC+dChkA0YAImvLyASQV9WBnVqKtRHjwJNK6xbwuPVVyFotah+803IR42CfMgQiN3dIdTWQnPhAlQHDkCorTV7rDQyEvIhQyAJCIBIJoNQWwttdjZUSUlmB7OKPD2hHDcOksBAiD09Ab0eutJSaM6dM9TdrPvn2kG5kqAguD7wgGm704wZcJoxA4379kG1f3+r/UWennD/y18g6PWoee89CGZm2Er69IHrkiXQ19Sg5oMPAEG4qeur+e03KMeNg2LIEGhOnrT4e+AoOtQCk5OTg3fffRdC00XNz8/H/PnzMWDAANx2223YsGHDDRWxY8cOLF261BReAMOA1EceeQTbtm0DAMydOxfnzp27ofPbq4unLwIAevXrZfVzH/r5EM7+ehZu3m6QK+Rw8XCBSHzjXVQluSVY+8ZapOxOQW15LTy7eULpqkT++Xzs/HIn9q7ea/q5sJS6UY2N723EqR2noNPo4NXDC421jbhw7AJ+fvdnVJdWt9hfp9Eh4bME7F29F4WZhVA4KeDVwwtVpVU4kXAC699e3+oYAEham4SdX+5EYWYh5Eo5PPw8UJBRgE0fbMLFUxfN1paenI51y9fh3MFzUNWr4NXdC65erqirqjPU96+fUXChwLR/j7494OrlCgBQuijRo28PePubv7+XSCRC2PAwAIYQa072mWxo1Vr49fYzhRdBELDvu31I/DwReefyIJFK4O3vjfqaeqTuS8XaN9ei+FKx+ecUixAYGQi9Vo+cMzlm96HOJ4syjG3TZmVZ9bwid3e4/vGPUE6eDIm/P4TaWuiLiyESiSDt0wfOs2dDeeedFp3Lef58OE2bBklAAIT6euhLSyF2cYF88GC4/uEPkDSt2WV6bqUSLg88AKfp0yHp2RP62lroy8sh7t4dTlOnwuWhhyBy6nhgdpo1C05Tp0KkVEJXUgKRqysUw4fD9dFHIfb1bb1/fDxc5s+HLDQUUKuhKyqCyMkJ8thYuD72GKSRLT+QiX194fqHP0A+eDBEbm7Ql5ZCX1sLSUAAnKZMgcv99wPitt8iBZUK2txcCI2NAABdeTm0ubnQV1WZ37+yEtrcXIjEYsj69ze7jzw6GgAMXT5Nf09v5vrqi4uhr66GxN8fIk/PNl+Lo7K42SQtLQ2LFi1CY2MjFi5ciICAALzyyitISUlBUFAQqqur8dJLL8Hb2xvjx4/vUBFKpRKXL19G374tP4levnzZ1LKjUqlaBBxHp9fpUZhZCADoHtLd6ucvyi7CtD9MQ8igEAh6AaqGG++LVTWokPh5IhpqGhA1Jgqj7xoNudLwvSjMKsQvX/6C9MPp8A7wRsxEy6e9F2YWwtndGbOenIXAyEAAhinIm1dsRn11PU7vOo3bFtxm2v/whsO49NslePXwwqQHJ8Gvl6EFpLG2Efu+34fs09nYsXIH7n7+blNYM7a8SGVSTH5wMoIHGcZR1ZTXYOfKnbj0W+uBkvXV9Tjw4wEIegGj5o7CwIkDIW76Q1ZdWo3ELxJRdrkMp3aegn+YPwAgflk8jm09huPbj8M/3P+6s5DCR4TjZOJJ5P6WC02jptXU6sxjhmBjDDoAcGbPGZw7eA4uHi6YuGSi6ZppVBoc3nAYZ389ix1f7MD8V+abvj/N9QjpgczjmSjIKDA7SJw6mUgEae/eAABdXp5VT+00bRok3t7Q5uSgft26q5/uJRIoJ06EYvRoyIcMgWrfPgh1dW2eRxoWBll4OHSlpaj79lsINTWGDXI5nOPiIIuKgnLiRNStXn31uePiIA0MhDY3Fw0bN5pmR4nc3eE8dy6kQUFwmj0b9f/7n8WvRySVQj54MBqTkqDaswcQBIicneF8992QBgfDKS4OdV9+adpfcdttkA8cCKGxEfU//wzthQtNL0hqeP2jRsF57lzUrlwJfUkJAEA5YYKhNSw5GY2//GJqERP36AGX++6DtFcvyKKjoTlzxmyN+itXULdqFVyWLIG0Tx+ok5OvOwtJc+YMpL17Q9a/f+t9xWJImwKuutlz3uz11V2+DHG/fpAGB1veCucgLG6B+fTTT6HX67FixQr07NkT+fn5OHToEAYNGoTExEQkJiaiR48eWHUDU7bi4uLw8ssvY8OGDbh48SKysrLw888/45VXXsGsWbNQVVWF9957D0OHDu3wue1VSW4JNCoNlK5KOLtZf2pr9+DuCBlkmA0jEougdFHe8LnSktJQW1EL/zB/jF84vsWbY8++PTH+PkNgPbXjlOlmnJYac/cY0xsxAHj18EL0eMOnkKLsItPjdZV1OHvgLMRSMab9YZopvACA0lWJyQ9Ohqu3K0rzSpGTmmPadiLhBABgRNwIU3gBADdvN0x/bDpkitZrshRkGFpWugd3x6DJg0zhBQDcfd0xaNIgAEBF4Y1PY/Xq7oVuQd2g1WiRfSa7xbbGukbkncuDSCxC2FBDgNFqtDiZaGgCnvTApBbXTKaQ4bYFt6Fbn26orahF+iHzYyu8expahJq3HFHXkfj7Q6RQQF9XZ7b7oDnXBx6Ax6uvtvmfNCKi2YklkAQGQhAENGzd2vLcOh0ad+2CoNVCJBKZbbloUWO3bgAAbWbm1fACAGo1GnbsgCYrC7qmAAAAkp49IYuIgL6+HvX/+1+Lqd1CdTXq166FoFJBFhkJcfeOfVDTnDsH1e7dppYIob4e9WvXQt/QAGlAAKQhTbP9ZDIoRo8GADRs3Xo1vACAVovGnTuhSU+HSCaD4rarH4iM9ahPn27Rnae/cgWqffugSUuz+gwi9dmzELRaSHr3hsjNrcU2aWgoxM7O0BUVQV9k+Ntnjetr/H5Jg4Ks+lrsgcUtMCdOnMCMGTNM05337t0LwLDcv0gkgoeHByZNmoSNGzd2uIhnnnkGOp0Of//736FSqSAIApRKJRYuXIinn34a+/fvR2VlJf71r391+Nz2qqbM8MfB3bdzFp7rEdJ6HZkbZexyCB0SanamVO9+vaFwVqChpgEluSXoEWzhc4uA3v17t3rYOPZF3ag2PZZ7Nhd6nR7d+nQzO6NHKpMiOCYYqXtTkXs2F8Exwagpr0FZfhnEYjGiRrVucXDxcEFwTLBpnJBR6NBQhA4NhVZj/o+XVG74tdGoNZa9zjaEDw9H8aViZB7PRPjwq4vMXTx1EXqdHr379zat23Il6woa6xrh5O6EgIgAs+cLHRqK4pxi5KblYuDEga22e/h5AABqK2uh1+khltjFGP7fDXFTE74l67dcbx0YoaGh2c46w3gJqbTFmA0TqRRCQwNEbm4QydpfRFHXVJs8Nha64mJoz50zdZEIVVWoX7Om5ambumW0Fy+aDWVCfT202dmQRUZCFhoKVVFRq33aojpypPX5GhuhPXcO8sGDIQ0Ph/biRUh79zYFQ83Zs22eSxYZCVlYGBpEIkAQoC8vh8TXF0533onG3buhy801hSX18eNQH+/4YqLX1dgIbUYGZP36QRYdDfXhw6ZNsqbuo+atL9a4vsaxP+LfcxdSbW0t/Pyufur99ddfIRKJMHbsWNNjMpmsw+MgAMM00xdeeAFPPfUUsrKyIJFI0KdPHyiVhlaDyZMnY/LkyR0+rz1rqDX8ATLX1G8N1lywrOKK4Y9a6r5UZBzLMLuPseWlsqjS4gAjU8ggd2r9+iUyw4BmQX/1Z8lYQ3VJNTa8Z36sVX1VvamG5se4+bq1ufqtby/fVgHGVIdEgsKsQpTnl6OqtArVJdUovVxqCp/o+I96C6HDQnHo50PIS8+Dql4FhbNhAPKFY4ZPkM27j4ytPRqVps3Xr6ozvOEZX/+1ZE4yU92NdY1c1K6LiZwN1/t6C9QBN7gOjFYLkYcHpL16QezjA7GnJ8R+fpB07w6RcZLFdZZq0KanQ3v5MqSBgXCePRvCzJnQFRRAm5UF7fnz0BUWtthf0tSiI+3dGy4PPmj2nMY3TrGZtVLaoysw31KoKzaM8xJ7e7c4r76dcGSsW6RQQOTqCqGmBqpff4U0OBjSXr3g+sADhnCUnQ1NZia058+329V2M9RnzhgCTP/+VwOMTAZZRAQEvd4w/qWJNa6v8efN+PN3K7E4wAQEBOBCU9NcVVUVjh49isDAQAQ1a5ZKTk423ZSxo7RaLfbs2YOsrCwsXrwYZ86cQWhoKLy9zQ+EdHTqBkPrgvHTvLUZQ4A1aBoMLQ3GQNAe4+uyxHVnXjULCMbWmMa6RlzJutJ+Dc32BQCZvO1PnW0Fm4unLiJ5UzKqiq8OyBOJRPD290bwoGBkn842e1xHOLk6oVe/XriUegkXT11E1Jgo1FbWojCzEDKFDMExV7u8jK9Jq9Je//W38T1ofh1UDSoGmC4mavpABs3NtdyZPbe7O5ymT4c0MrJFK6m+pgaatDRIw8IgtmQgrV6Pum++gWLUKMhiYiDx8YE0MBDSwEBg/HjoiovRsHXr1TE8CkPoFru7Q+zefmuy6fVbQNDp2rxOgtrw8y1qem7j/9sNhuqrvxMiuRwCAF1+Pmq/+AKKceMgi4iASKmELCoKsqgoCHfeCc1vv6Fh+3bAymu5aC9cgL6+HtKAAIi9vKCvqDA8v1xuaGlp3nVnhetrul4duP6OwuJ3z3HjxmH16tV48cUXkZmZCZVKhdmzZwMAUlJS8OmnnyI9PR3PPPNMh4soLi7GkiVLUFRUhMbGRsTFxWHVqlU4c+YMvv3221aDe28FEqnhzbsjb/hW1UbrgVbduglaqpBC3aDG3S/c3WLqcFcyBr3o8dEYN3+cRccY37DVqravsaax9R/JvLQ87PhyByAAQQOCEBIbAp8AH3h294RMLkNeWp5VAgwARIyIwKXUS8g8kYmoMVHIOpEFQRAQPCi4ReAwruAbFB2EGUtn3NBzNR/IzdtOdD3jeArjG67VSKVwuf9+SHx8oK+oQOPx49AVFEBfUmJqRXDryN9lrRaqAwegOnAAYm9vSENCDP+FhkLSrRtc7rvPsMJsTY0pZDTs3NmiO+RmiSQSwwwgM1PNTYGlqUvl2kBj9nzN3ryFZmFGX1qKhg0b0CAWQ9KrF6TBwZCFhUHi7w/5wIEQyWSoX7vWKq/p6pPqoTl7FophwyDr3x+qpKSr3UfNWl8AWOX6ml67LVYE7mQWd4I/9dRTGDt2LDZs2IDU1FTExMTgkUceAWCYBr1v3z5MnToVS5Ys6XARy5cvR1hYGJKTk6Fo+iF89913ER0djeXLl3f4fI7AeC8jYytBVzHOztFpWw+2FQQB9dWt+1mNYyfaG7San5GPiisVZs9rDZ7dPA01tNMKVFFYgeJLxVDVG96ojdOPa8pqWoynaa68oPXaEKd3nQYEIGJkBGb8aQYiR0bCr5efKVDUVppfg+JG9BnQB3InOQoyCqCqVyHzhGH2UcSIiBb7efp5AgAqitp+/dVl1biSfQX1NeYHiJp+1kSA0u3W+zRm74xhwtpN+bLISEN4qa9H7cqVUB86BF1OztUuEInE4mnMIicnSHr1MtWoLy+H+vhx1K9di5qPPoK+pgYiuRyyprEZxvEVknYGB4t79DAMMO3gLFKxn/kPS5Kmwaq60lJDDU3/b2+QsKRnTwCG8GJs4RB5ekJi7EHQ66G7dAmqfftQu3Il6jdtAtA07f0644ZuhHFpf2lkJKBQQNq3LwSNptWtJaxxfcXG72UndYnZksUBxtnZGStXrsSWLVuwadMm/Pjjj3Bq+qWYPXs21q5diw8//PCGpjofOXKk1Towrq6uWLZsGU6fPt3h8zkC40DVuqqu/aEyjrOoLK5sta0wq9D05t9cULThlzztYJrZMU4FmQXYvGIzfvzHj6gpr2m13Rp69+8NkUiEggsFZt/E9To9Ej5PwE/v/ISU3YY/Dp7dPOHV0wuCXkDGkdbjXFT1KmSntG5JMb4G316t/2gIgoDzyecNz3nNp0NjOOzIODCJTIK+g/tCr9cj7WAainOK4eLhgoDwll2xPcN6QqaQobqkGpfTL5s91741+7Dh3Q04/JP5T2p1lYafNVdP13a71ahzGBeAu3b2yc0yjoEQqqpaDu5tIouJuToGpp11TQDAae5cuD70EOSxsa22CTU1prBgHEujyTD8XsmiosyHJIUCLvffD7fHHmtz7ZO2yGNaL8kgcnIyhSdt07pgxrVYxC4uba+vMmyYYd9sw++7yNUVbk8+CZf774fI1bXV/tqLzdaHus41My0214Fbwejy86ErKzO09AwZApFUCk16eouuLsA619f482Z2AUIH1+FpCGFhYYhomsJX39SEFxkZiYEDW896sFRjYyNkZlKuWq2+oUHBjsA30BcSqQSqOpXZMNFZjLOTLhy7gMKsqwPySnJLsOebPWaP6T++P5SuShRmFmLfmn0tuiKKLxVj11e7AADBA4NNLSXW5u7rjrBhYRD0AhL+k4CS3KtTOVX1Kuz+ejeqiqsgVUjRb1w/07YhdwwBACRvTMal1KuDIuur65H4RaLZwGZ8DecOnmvRIlVXVYddq3aZ1u/RaVq2NhmnZNeWd6yFJnyEYQbSie2GKd+hw0JbLTooV8pNM4t2rdrVIsRo1VocXH8Q+efzIRKLzM5AAq5OS7fmDDWynO7KFQhaLcTOzqYBqFY5b9Mbk7h7d0jDr85mg1gMWWwsnJrdKFd0na5D4wBSxbhxV6cpN5H26wdJ794Q9HrTQny6S5egzcmByMkJzgsXQux1dYagyNUVLvPnQ+zkZBiLc233yHXIhw9vsQS+yMUFzvPnQ6RUQpORcXWQr0YDVVP3itPMmZCGXR38DokEyqlTIYuMhKDVonHfPgCAUFsLXU4ORGIxnOfObRliZDIoJ00CYAhH1xsDY+ySEnt4dOj1ac6cgUgkgrJpare562ON6ysJNCy5YO21h+xBhzrCBUHAjz/+iJ9//hnp6enQ6XRIS0vDmjVrcPbsWSxbtgy+11lnwJwxY8Zg5cqVePvtt02P1dTU4P3338eIESM6fD5HIJFJ4B/mj7xzebhy8UqnvfFfK3J0JFL3paKmrAYb398Irx6GForKokp4dPNA2LAw0ywYI2c3Z0x7dBoSPktA+uF0XDh+Ad49vaFuUKOqxDDI1SfAB7cvvr1Tax+3YBxqymtQmFmI9cvXw6ObB2QKGSqLKqFVayGWiDHt0Wlw9bz6xyhsaBgKMgqQlpSG7Z9uh7uvO+ROcpQXGppmvf29UV5Q3iIwDL5jMPLS81BeUI41r6yBZ3dP6HV6VBVVQa/Xwz/MH4VZhdBpdWisazStseMTYJgFUJJbgu9f+x4+AT7XXdAOMKyl4+bjZprdFDE8wux+Q2cMRWVRJbJOZmHLv7fAzdsNSlclqoqrTF1k4+8d3+Y4paKLhgDTGSs/kwV0OmhzciALDYWkVy+zS9vfCG16OrQFBZD6+8Pl3nuhKy+H0NgIiZcXRE5O0NfXG6YM9+hx3dYfzZkz0EREQNavH1wWL4a+qgr62lqI3dxMg0gbd+9u8Wm+/qef4LJ4MaSBgXB94gnDQnF6veF2BlIphMZG1H33XYfHYOjLyuA8Zw70EyZAX1cHSbduEEml0F25goYtW1rsqzpwAGJfX8gHDIDLwoXQV1Yajml2S4WGLVugv3J1AHz95s1wffRRSIOD4fbUU4bvh04HsZeXYVp2fT0atm69bp26oiLIIiIgHznSsFhcWhpUSUnXPU595gwUEyaYpoBrM82vyn2z11faNLFGY+XVn+2BxQFGq9Vi6dKlOHDgAKRSKVxcXFDVtGTy5cuXsWHDBpw4cQI//vhjh2cOvfTSS1i8eDHGjRsHlUqFxx9/HJcvX4anpye+/vrrDp3LkYQOC0XeuTxcPncZkSMjr3+AFSicFLjrubtwIuEEss9ko6qkCi7uLhg4cSCG3jkUx7aaX0nSP8wf8/9vPk7vOo3cs7ktAkDfwX0RMzGmzRk91iJXyjHrL7Nw/vB5nD9yHuUF5agprYGTuxOCY4IROyUWPoGtpxKOXzge3UO64+yvZ1FeWI6G2gYEhAdg+KzhOHfwHMoLyiGVXf1V6BHcA/e8cA+Obj2KktwSVBRUQOYkQ/eQ7ogYGYHIkZHY8N4GFGUXISc1x/S9C4wMxIjZI/Dbr7+hprwGep2+xVTwtohEIoQPD8eJhBPw9vc2+xoAQCwRY8rDUxAyKATnDp1DSV4J6irroHBRIDgiGAMnDYR/qL/ZY7UaLQqzCiGRSVos6EddS/Pbb5CFhkIaEmIaB3HTBAF1X38NxZgxhvsXeXoCrq7QV1VBe+oUVIcPQxYRAaeZMyELD4c6Obnd09X/9BPkly5BFh0NiZ8fJK6uEOrrDQvLHT0KXU5Oy6evrUXtypWGFpN+/QzjNaRSCNXVUGdlQZWUBKGN5fXbrWPDBsjCwyEfNAgSPz/oKyqgSU01rA9zTVcLBAENP/8MbXo6ZIMHQ+LvD4mrK/TV1dCeOQN1cnKrwChUVhpmIY0dC2lwsKF1QxAM1+3kSagOHrRoKrUqKQlid3dIIyIg9vVtc+zOtYTKSuhycyENCoLmt9+udkVdu99NXF9JYCBESiW0eXkQKistqsuRiAQL+2i++OILvP/++3jwwQfx5JNP4ssvv8R//vMfnDt3DlqtFp9//jk++ugjLFmyBC+++GKHC2loaMDWrVtx7tw5yGQyhIaGYvbs2aZBvW1ZsXtFh5/LXug0Oqx5ZQ3UDWrcv/z+Nm9ESJ1n55c7kXUyC8NnDTd1N92KMo5lYPeq3eg/rj9uu/e26x9gpx5M6vgboV2RSOD2l79ApFSi+r33rD5F91bg8eqrAICa//zHtOw/3RinmTMhHzIE9evWtRog7CiMPw/mWNwCs3HjRgwePBjPP/88ALRYa0AqleLPf/4zjh07hn379lkUYF555ZU2t2k0Gpw5cwZnmvoIX3/9dUvLdCgSmQQDJw1E8oZkZJ3IQr+x/a5/EHXID3//AUoXw60G3HxaNp9rNVrTsvrmBuzeSs4fPg+RWIRBUwbZupTfN50OquRkOE2ZAln//rfkHYLJTkilkPXvD11ZmcOGl+uxeBBvXl7ede9FFB0djStX2l9kyygnJ6fd/5KSkrBu3Tr8/PPPlpbokKLHRcPJzQln9p6xqLuBOsbDzwNXLl5B8sbkFmvuNNY2Ys83e9BQ0wAPPw8ERgS2cxbHVpZfhsvnLyN8eHin3bqCLKc+dgz62loobtHxfWQf5LGxECmVUB04YOtSOo3FLTDu7u7Iz89vd5/c3Fy4WThFcHWzu5k2p9Vq8dlnn+HUqVOIiorCW2+9ZWmJDkmmlGHc/HHY+eVOnD96vsvGwvxejJgzAoVZhcg8kYmc1Bx4dPOAXqdHdWk1dBodnNydMOXhKVZdudjeHNl0BEoXJUbNHWXrUggANBo0JCTA5Z57IIuJsd5YGCKjphtXarOzb+mfL4tbYEaNGoVffvkF55rm3l/r9OnT2LNnD0aOHHnDxaSlpeGuu+7CF198gaVLl2L9+vWIimp9E75bTd/BfRESG4LjW4+3mppLN8cnwAf3/u1exE6NhYefB2rKalBbXgt3X3fETo3FPS/eY7PVhbtCYWYhLv12CePmjYOTq2WLmVHn06alQZOWBuWECcD1bqlB1EGKkSMhkstRv3mzrUvpVBYP4s3NzcXcuXOh1Wpx991349KlS0hKSsJbb72F1NRUrF+/HlKpFOvWrevw0v9qtRoff/wxvvrqK/Tv3x9vvfUWQkNDLTrWkQfxElHHOPwgXiLqkPYG8VocYADg7NmzeOGFF0w3dQQMg3kFQUBgYCDeeecdDBnSsZkcp0+fxssvv4z8/Hw88cQTePDBByG+3sqHzTDAEP1+MMAQ/b5YZRYSAPTv3x9btmxBSkoKfvvtN9TU1MDZ2RkREREYNmxYh4KHSqXC+++/jzVr1iA2Nhaffvopevfu3ZFyiIiI6Hfqhm5JGxMTgxgz96noiNmzZyM3Nxe9evXCmDFjsH379jb3feyxx27quYiIiOjWYnGA2b17t8UnndR0H4n2aDQa9OzZE1qtFuvWrWtzP5FIxABDRERELVgcYP785z+3WLyuPW3NVGpuzx7zNw4kIiIiup6bDjANDQ3Izc3F/v37ERMTgyVLlli1QCIiIqJrWRxgnnjiiXa3p6WlYeHChaipqbnpooiIiIjaY/m0oevo168fpk+fjv/+97/WOiURERGRWVYLMADg5eWFS5cuWfOURERERK1YLcCUl5djx44d8PO7dZdlJyIiIvtg8RiYxx9/3OzjgiCgvr4eZ86cQX19Pf785z9brTgiIiIicywOMLt27Wp3u4eHBx544AH86U9/uumiiIiIiNpz0wvZiUQiyGQy+Pj4dOhWAkREREQ3yuIAExAQ0Jl1EBEREVmszQCTnp5+wyeNjIy84WOJiIiIrqfNABMXF2fxrQOuZcmtBIiIiIhuVKcEGCIiIqLO1GaAWb58eVfWQURERGQxq08bysvLs/YpiYiIiFqweBYSAOzfvx9btmxBeXk5dDodBEEAYFjMTqvVorKyEjk5ORwDQ0RERJ3K4gCzc+dO/OUvfzGFFnOcnJwwadIkqxRGRERE1BaLu5BWrVoFiUSCFStW4ODBg+jXrx/mzZuHgwcP4ptvvkH//v0hEonw7LPPdma9RERERJYHmIyMDEyePBnTp0+Hj48PBg8ejBMnTsDHxwcjRozAV199Bblcjs8++6wz6yUiIiKyPMCoVCoEBQWZ/h0SEoKcnByo1WoAgKenJyZPnozTp09bvUgiIiKi5iwOML6+vigvLzf9u3fv3tDr9bhw4YLpMS8vLxQVFVm3QiIiIqJrWBxghg0bhp07dyI7OxvA1dsFNL/J48mTJ+Hh4WHlEomIiIhasjjA/OEPf0BjYyNmzZqFxMRE+Pr64vbbb8fnn3+Op556CosXL8bJkycxevTozqyXiIiIqO0Ak5+f3+LfYWFhWL16NUaOHAk3NzcAwN/+9jeEhIQgMTERx44dw4ABA7Bs2bLOrZiIiIh+90RCGwu79OvXD8OGDUN8fDymTZsGJyenNk+Snp4OhUKBPn36dPn9k1bsXtGlz0dEtvNgUpWtSyCiLuTx6qttbmtzIbuIiAgcOXIER48exeuvv45p06Zh7ty5GDZsWKt9jeNhiIiIiLpCmwFmw4YNuHjxIjZv3oxt27Zhw4YN2LhxIwICAhAXF4c5c+agV69eXVkrEREREYB2upCulZKSgs2bNyMxMRFlZWUQiUQYOnQo5s6di2nTpsHZ2bmzazWLXUhEvx/sQiL6fWmvC8niAGOk0+mQlJSErVu3Yvfu3aivr4eTkxOmTZuGuLg4jBw58qYL7ggGGKLfDwYYot+XGxoD0xaJRILx48dj/PjxaGxsxO7du5GYmIgdO3Zg06ZN8Pf3b7E2DBEREZG1dTjANKdUKnHnnXciMjISYWFhWLVqFQoKCqxVGxEREZFZNxxgsrKysH37dmzfvh05OTkAgOjoaMTFxVmpNCIiIiLzOhRg8vLysH37dmzbtg0XLlyAIAjo0aMHHnnkEcTFxaFv376dVScRERGRyXUDTGFhIRISErBt2zakpaVBEAQ4OTlh5syZiI+Px6hRo7p88ToiIiL6fWszwKxevRrbt29HSkoKjBOVhg4dalqZ18XFpcuKJCIiImquzQDz5ptvAgCCgoIwZ84cxMXFwd/fv8sKIyIiImpLmwFm3rx5iI+PR2xsbFfW02FcF4Lo92PVWA9bl0BEXeipdra1GWBef/1161dCREREZAViWxdARERE1FEMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKH0+YspPT09Bs+aWRk5A0fS0RERHQ9bQaYuLi4G75FwLlz5264ICIiIqLr6ZQAQ0RERNSZ2gwwy5cv78o6iIiIiCxm9UG8eXl51j4lERERUQtttsCYs3//fmzZsgXl5eXQ6XSmu1QLggCtVovKykrk5ORwDAwRERF1KosDzM6dO/GXv/zFFFrMcXJywqRJk6xSGBEREVFbLO5CWrVqFSQSCVasWIGDBw+iX79+mDdvHg4ePIhvvvkG/fv3h0gkwrPPPtuZ9RIRERFZHmAyMjIwefJkTJ8+HT4+Phg8eDBOnDgBHx8fjBgxAl999RXkcjk+++yzzqyXiIiIyPIAo1KpEBQUZPp3SEgIcnJyoFarAQCenp6YPHkyTp8+bfUiiYiIiJqzOMD4+vqivLzc9O/evXtDr9fjwoULpse8vLxQVFRk3QqJiIiIrmFxgBk2bBh27tyJ7OxsAFdvF7B7927TPidPnoSHh4eVSyQiIiJqyeIA84c//AGNjY2YNWsWEhMT4evri9tvvx2ff/45nnrqKSxevBgnT57E6NGjO7NeIiIiIssDTFhYGFavXo2RI0fCzc0NAPC3v/0NISEhSExMxLFjxzBgwAAsW7as04olIiIiAgCR0N7CLhZKT0+HQqFAnz59uvz+SVV//3uXPh8R2c6qseyiJvo9eWrSU21u69BKvG0xjochIiIi6goWB5i3337bov1EIhFeeOGFGy6IiIiI6HosDjDffPNNu9tFIhEEQWCAISIiok5ncYD59ttvzT7e0NCA3NxcfP/99/D19cWKFSusVRsRERGRWRYHmOHDh7e7fdasWZg1axa+/fZbPP300zddGBEREVFbLJ5GfT2enp6YNm0aNm/ebK1TEhEREZlltQADABqNpsXtBoiIiIg6g9UCzIEDB7BlyxaEhIRY65REREREZt30GBhBENDQ0ACdTgdBEPDII49YrTgiIiIicywOMK6urmYfF4lE8PHxQUhICObNm4cJEyZYqzYiIiIisywOMHv27OnMOoiIiIgsZvEYmI8//hjHjh1rd5+9e/filVdeuemiiIiIiNrToQBz9OjRdvfZv38/Nm3adNNFEREREbWnzS6k7777DuvXr2/x2A8//IBdu3aZ3V+j0eDixYsIDAy0boVERERE12gzwMyZMweffPKJaV0XkUiE0tJSlJaWmj+RVIqePXvi5Zdf7pxKiYiIiJq0GWBcXV1x6NAh078jIyPx+OOP4/HHH++SwoiIiIja0qGbOQYEBJjdplKpoFAorFYUERERUXssHsQ7fPhw1NXVYenSpVi3bl2LbWPHjsVjjz2G/Px8qxdIREREdC2LA8z58+exYMEC7N27F1VVVabHGxsbER0djaSkJNx1113Izs7ulEKJiIiIjCwOMP/+978hCAK+//77FrcLUCqVWLVqFVavXo2GhgZ88MEHnVIoERERkZHFASYlJQUzZ85EbGys2e2xsbGYMWMGkpOTrVYcERERkTkWB5j6+nrIZLJ293FxcYFKpbrpooiIiIjaY3GACQ0Nxf79+1FXV2d2u0qlwoEDBxASEmK14oiIiIjMsTjAzJ8/H/n5+XjssceQkpICnU4HANDr9UhNTcXSpUuRm5uL+fPnd1qxREREREAH1oG56667kJKSgrVr12LBggWQSCRQKBRQqVTQ6XQQBAF33XUXFixY0Jn1EhEREVkeYADg9ddfx4wZM7B161acP38e1dXVcHZ2Rnh4OGbPno0xY8bgwoULCAsL66x6iYiIiDoWYABg5MiRGDlyZIvH6uvrsW3bNsyfPx+pqalIS0uzWoFERERE1+pwgGkuJSUF69atw/bt29HQ0ABBEODu7m6t2oiIiIjM6nCAqaysxKZNm7B+/XpkZmZCEASIxWKMGjUKc+fOxdSpUzujTiIiIiITiwPM4cOHsW7dOuzatQsajQaCIAAARowYgeXLl6Nnz56dViQRERFRc+0GmKKiIvz888/46aefkJ+fD0EQ4OPjg+nTp2PmzJm49957ERwczPBCREREXarNAPPYY48hKSkJWq0Wbm5uiIuLw4wZMzBmzBiIxRYvH0NERERkdW0GmH379sHJyQl/+tOf8Oijj0Iul3dlXURERERtarMpZezYsVCr1fj4448xbtw4PPPMM9i1axfUanVX1kdERETUSpstMF9++SVKS0uxefNmbNy4Edu3b0dCQgJcXFwwZcoU3HnnnV1ZJxEREZFJu4NZfH198dBDD2Hz5s3YtGkTlixZAqVSiQ0bNuDRRx+FSCRCWloaTp061VX1EhEREUEkGOdDW0iv1yMpKQmbNm3C7t270djYCJFIhICAAMyaNQuzZs3q0jtSV/397132XERkW6vGeti6BCLqQk9NeqrNbR0OMM3V1dUhISEBmzZtwvHjx02L2nXlrQQYYIh+PxhgiH5f2gswN3UrARcXF9x99924++67UVBQgI0bN2LLli03c0oiIiKi67Lagi7+/v5YunQpEhISrHVKIiIiIrO4Ih0RERE5HAYYIiIicjgMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDocBhoiIiBwOAwwRERE5HAYYIiIicjgMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDocBhoiIiByO1NYFELVJLIbrH/8ISbduqP3yS+jy8y06TDFuHJQTJ0J1/Dgat23r5CKJyBp0Wh3Wvb0OFYUViP9rPHoE92hz380fbkb+ecv+HvzpP3+yVolkZ9gCQ3ZLOXkyJN26degYSc+eUNx2WydVRESd5cimI6gorLBo37LLZZ1cDTkCtsCQXVKMHQvFqFEdOkbs5wfn++6DSMofayJHcjLxJFJ2p1i0b215LRrrGgEAQ2YMQUhMSGeWRnaMf+nJvojFUN5xBxRDh3boMGl4OJzj4yFSKjupMCKyNp1Wh6R1SUg7kGbxMaWXS01fB/UPgm8v384ojRwAAwzZDYm/P5QzZkAaEAAAEPR6iMTX6eVUKqGcMAHy4cMhEoksO4aIbK4opwgHfjyAktwSAIBILIKgF657nDHAiEQieAd4d2qNZN8YYMguKCZNgmLMGIhEIgCAJj0d+vJyKEaPbvMYSWAgnO+9F2JnZwCAvqYGjYmJcL7nni6pmYhuTPLGZJz65RTQlFf6DOwDDz8Pi7qRSvMMAcazuydkcllnlkl2jgGG7II0MBAikQj6+no07toFzalTUIwf3+4xYh8fiJ2dIQgCNCkpaNyxA1AouqhiIrpRRdlFgAAoXBQYFTcKUWOicGzrMYuONbbAsOuIGGDILggNDWhMSoLq4EGgsdHCgwRoMjKg2r8fuoICAICIAYbI7imcFYidGovYqbFQOFv+O6tuUKOmvAYA4BPgg4wjGcg4moGS3BKoVWo4uznDP9wfAycOhF8vv84qn+wEAwzZhfq1azt8jObMGWjOnOmEaoioM017dBpEYlGHjyu9XGrqdjqZeBLqRnWL7bUVtaZQM3TGUAy7c5g1yiU7xQBDRERd6kbCC3B1/AsAqBvV6BnaE1FjouDRzQOaBg3yzuXh7K9nodVocXzbcUhlUsROjbVW2WRnGGCIiMghNJ9CPXTGUAyb2bKFpVe/XggfHo5NKzZB3aDGkc1HEDIoBB7dPLq6VOoCDDBEROQQxt4zFgMmDEBDTQN69+9tdh/fXr4YNXcU9n+3H4JeQOr+VIy9Z2wXV0pdwW4WzLh06RJeffVVLF68GEVFRfjuu++QnJxs67KIiMhOyJ3k8Ovt12Z4MYoYHgGJTAIAuJx+uStKIxuwiwCTkpKCOXPmIC8vD6dOnYJarUZmZiYefvhh7N2719blERGRA5HIJPDq7gXAMLCXbk12EWD+9a9/4dFHH8V///tfyGSGhYleffVVPPLII/joo49sXB0RETkaqdwwQkKv1du4EuosdhFg0tLSMHPmzFaP33333bh48aINKiIiInuiVWuRl5aHjCMZFnULNdQ0AACc3Jw6uzSyEbsYxOvk5ISysjIEBQW1eDw7Oxuurq42qoqIiOyFTqvD1o+3AgC69emGwMjANvetr6pHVWkVAMCvNxe0u1XZRQvMzJkz8fbbbyMrKwsikQgqlQqHDx/GP/7xD0yfPt3W5RERkY0pnBXw9jfcvLH4UjEqrlS0uW/KnhTTgnehQ0O7ojyyAbsIMM888wwCAgJw5513or6+HrNmzcJDDz2EAQMGYNmyZbYuj4iI7ED0bdGGLwRg33f7oFFrWu2TnZJtuimkt783QgaFdGWJ1IXsogtJLpdjxYoVuHTpEs6dOweZTIawsDD07t3+VDkiIvr9iBobhQvHL6AwsxBXsq7gp+U/IWZyDLz9vaGqUyHrZBbOJ5+HIAiQK+WYtGQSxBK7+JxOncAuAsyiRYsQHx+P6dOns8uIiIjMEovFuOOxO/DLV78g71weKq5UYN+afa32c/VyxZSHp/CO1bc4uwgwYWFheO+99/DGG29g0qRJiIuLw9ixYyES3dj9MoiI6NakcFbgzsfvRPbpbJw/ch7FOcVorGuEXCmHRzcPBA8KRvS4aMiUMluXSp1MJAiCYOsiAECn0+HAgQPYsmUL9uzZA1dXV8yaNQtz5sxBREREm8dV/f3vXVglEdnSqrG8pw3R78lTk55qc5tdtMAAgEQiwYQJEzBhwgQ0NDRg3bp1+PDDD7Fq1SqcO3fO1uURERGRHbGbAAMA5eXlSExMxLZt23Dq1CkMHDgQcXFxti6LiIiI7IxdBJiNGzdi69atSE5Ohp+fH2bPno0333wTffr0sXVpREREZIfsIsD8/e9/x9SpU7Fy5UqMHDmSg3eJiIioXXYRYA4ePAhnZ2dbl0FEREQOwmYB5pVXXsELL7wAFxcXvP322+3u+49//KOLqiIiIiJHYLMAk5OTA51OZ/qaiIiIyFI2CzCrV682+/W1ysrKuqIcIiIiciB2cZOIqKgolJeXt3q8oKAAkydPtkFFREREZM9s1gKzfft2HDhwAAAgCALeeOMNKBSKFvtcvnwZLi4utiiPiIiI7JjNAszgwYOxfv16GO9kUFxcDJns6r0rRCIRPD098e6779qqRCIiIrJTNgswPXr0wH//+18AwIsvvoiXX34Zrq6utiqHiIiIHIjNAkxRURG6d+8OAHjqqadQV1eHuro6s/sa9yMiIiICbBhgJkyYgKSkJPj4+GD8+PFmV98VBAEikYg3cyQiIqIWbBZgvvnmG3h4eAAAvv32W1uVQURERA7IZgFm+PDhZr82Ki8vh7e3d1eWRERERA7CLtaBqaqqwssvv4zz589Dr9fjsccew5gxYzBt2jRcunTJ1uURERGRnbGLmzm++eab+O233/Dwww8jISEBhw8fxvvvv4/t27fj7bffxmeffWbrEq3Ked48iLt3R+0nnwB6PQDA49VXLT5elZyMxh07bvj5FePHQzlhAjRpaahft+6Gz0OWE/v6Ql9a2uIxt7/8BWJPT9R9/z20Fy50XTFyOdyefBLa9HQ0bN3adc9L15X4eSLK8suw4G8LcDLxJI5vP97hcyz6xyK4+7h3QnW/H3u+3YPzyecRMykGo+8a3WJbfXU9JFIJFM4Ki/bvbFs/2oq6qjrc/fzdkMgkXfrctmYXAWb//v1YuXIlQkJC8Mknn2Ds2LG44447EB4ejnnz5tm6PKuSDRgAWVSUITg0hZfmdEVFEFSqds+hr6jorPLI2uRyKCdPhiwqCjXvvWfragzUaqj274fTjBnQnDsHbVaWrSsiABlHM5Cdko0pD0+BRCqBq7crevTt0Wq/kksl0Gl18OjmASc3p1bbpVK7+LN+S0rZk4LjW48j7tm4FgHGlkbFj8K6t9fh2PZjGDlnpK3L6VJ28ZOuVqvh5+cHADh06BCeeOIJAIbF7MRiu+jlsg65HMopU6ArKIAmLc3sLg0JCdCx2+yWIenZE4phw6Cvr2+1re7bbwGxGPrq6i6vS33iBBSjRkE5fTpqP/3UbJimrqNuVOPwz4fh28sXfQf3BQBEjY5C1OioVvuu+b81qCmvweBpgxE5KrKrS/1dGDFnBGKnxkLpomzx+KH1hzq0f1fwCfRB6NBQpOxOQeTISHh29+zyGmzFLtJBZGQkfvrpJ/zwww+oqKjAhAkToFar8eWXXyIy8tb5BVWMGgWxmxsaDx60dSlkB/QVFdCXlQEajQ2eXA/VoUOQ+PpCPnhw1z8/tZCyOwX11fUYPG2w2SUlqGu5eLjAq4eX2RYua+xvbYOnD4Zeq8fRLUdt8vy2YhctMM8//zyWLl2KiooKPPzww/D398drr72G3bt3Y+XKlbYuzzpkMshHjIC+rg7a9HRbV0MEdWoqlFOnQjFmDNQnTgBNt/WgrqVRaZC6NxVKVyX6xPSxdTnkgLx7eqN7cHdcPHURFUUV8OruZeuSuoRdBJhBgwYhKSkJNTU1prVhHn74YTz77LO3zO0FZNHREDs5QXXsmPWb6+VyKIYNgzQ8HGJfX4gUCghqNfRFRVCfOQPNqVOWnUcshnz4cMiioiD28YFILoe+pga6nByoDh0ytBZcSyKBfOhQyAYMgMTXFxCJoC8rgzo1FeqjRwGdzuKX4fHqqxDUalS//TZksbGQDx1qOKdeD21+PtSHDkF78aLZYyW9e0MxciQkvXpBpFRCqKuD9uJFqA4caHPMkLhnTyjHjoUkMBAiJyfoS0uhOnoU2uxsuD/1FPSVlaj58MMWx4hcXCAfPhzS0FBIvLwAuRxCYyN0hYVQnzwJbbNFF12WLIG0Tx/Dczk7mwZqV/397wBaD+J1iouDPCYGqqNH0ZiQYLZm4zkbtm2D+vjVAZ7i7t2hGD0a0j59IHJ2htDYCK3x+1ZYaP6Cq1TQXrgAWb9+kIaFQZuRYX4/6lSZxzOhqleh/7j+kEisMwhz0webUHChAPHL4pFxLAMZRw3f225B3TDriVnY/OFmFFwowNh5YzFgwoBWx69fvh4luSW4ffHtrbqp6mvqcXrnaeSk5qC2ohYSqQR+vf3Qf1x/U/eXJfIz8rF5xWb06tcLUx6egiMbjyA7JRvqRjXcfd0RMSIC0ROiIZW1fpvSarQ4++tZZB7PRPmVckAPuPm6IWRQCGImxZgdn5KfkY/Uvakoyy9DbWUt5Eo5/Hr7IXJkJEKHhrbY99pBuce2HmsxoHrtG2sBALOfmo2A8IBW+587dA771uyDt7835v/ffLOv/+jWozix/QT6Du6LqY9MvenrGzY0DEXZRTiXdK7LBxLbil0EGAC4cuUKvvvuO1y4cAFSqRRhYWGYN2/erRNgogx92dYeMClyd4fLkiWQeHtD0GqhLy+HUFUFsZcXpH36QNqnD1T+/mjctu2653KePx+y8HAIOp3hPNXVEHt7QzJ4MGTR0aj79lvo8vOvPrdSCedFiyANDISg1xuCgkYDcffucOrZE7LoaNSvWQOhoaFDr8lp1izIBw+GvqEB+tJSiH18IOvbF9KQENSvXduqBUsxbhyUEycCAPR1ddAVF0Pi5QV5bCxk/fujft06aDMzWxwj698fTvHxEEkkV4/x9YXznDnQtNFCJu7eHS6LF0Ps4mIIiE3BSOzlBVloKGShoWjctQuqpi5CXXExRE5OkHTvDkGna3HtzFGnpEAeEwNZv35oTExs1SIicnODJCgIglYLzdmzV19LTAycZs2CSCKB0NgIfXExRO7ukEdHQ9avHxq2bm0zxGovXoSsXz/I+vVjgLGRi6cNobxXv15WP/ehnw+hKLsI3v7eUNWp4OLhApH4xruoSnJLsO2TbWioaYBEKoFnd09o1Brkn89H/vl8RI6KxIT7JnSoG0yj0mDTB5tQdrkM7r7uULoqUV5YjsMbDiMnNQczls6AXCk37d9Q04At/96CsvwyQAR4dfeCRCpBeUE5TiScwPkj5zHz8Znw6nG1FSLjWAb2fL0HgiDAxdMFPv4+qK+uR15aHvLS8lB8qbjdN33jgOorWVcAAL69fCGVSyF3kpvdv+/gvkj6XxLKC8pRXlAOb//Wa5plHjf8TQofEW6V6xvYLxAAkHUyiwGmK507dw733Xcf3N3dMXDgQOj1emzatAlr1qzB999/j4iICFuXeHNEIkh79wYA6PLyrHpqp2nTIPH2hjYnB/Xr1kEwDhaVSKCcOBGK0aMhHzIEqn37ILRxrykAkIaFQRYeDl1pKeq+/RZCTY1hg1wO57g4yKKioJw4EXWrV1997rg4SAMDoc3NRcPGjaY3dJG7O5znzoU0KAhOs2ej/n//s/j1iORyyAYNQsP27VAfO2aqweXeeyHt0wfK229HbbOAIY2MhHLiRAiNjYY3auMbu1gMxZgxUE6cCOe77kLNp59CaBosK3J3h9OcORBJJGjcvx+q/fsNYUEmg9Mdd0AeG2v+Ws+eDbGLC9S//YaGLVsAtdpUn9Odd0I+cCAUY8dCdfgwoNejMSEBkqAguD7wAASVCnWrVrX72nXZ2dBXV0Ps7g5Jnz7QZWe32C6LjoZIJIImM9MUCiX+/nCaNQsAWl4zALLYWDjdeSec7rwT+itXoDPTEqPNzTVcx6aWIupaep0ehZmG70v3EOvf860ouwjT/jANIYNCIOgFqBran+HYHlWDComfJ6KhpgFRY6Iw+q7RpmBRmFWIX778BemH0+Ed4I2YiTEWn/dK1hVIZBJMfWSqqYWh9HIptv9nOwozC3F82/EWb8i//PcXlOWXwdvfG1MfngqvnoagUldZh93f7Eb++XwkfJaAeS/Pg1QmhaAXcOinQxAEAVMenoLQIVdbW84nn8ee1XtwZs8ZRE+IbnP6uXFA9adLPwUATFwyET7+Pm2+JrlSjj4xfZB5PBOZJzIx3L/lYq3Fl4pRVVwFpavSFFxv9vp6dfeC0kWJ2opaVJVUwcPP47rX3tHZxSDed955B7fddht27tyJDz/8EB999BF++eUXTJgwAf/85z9tXd5Nk/j7Q6RQQF9XdzVgtMH1gQfg8eqrbf4nbR7mJBJIAgMhCAIatm5teW6dDo27dkHQag2zuXx926+xWzcAgDYz82p4AQC1Gg07dkCTlQVdScnV/Xv2hCwiAvr6etT/738tummE6mrUr10LQaWCLDIS4g7ejFN98mSLN2Ko1Wjcs+dqnfKrn3qUt98OAIYam7VKQK+H6sABqH/7DSKlEopRo0ybFKNHQySTQXPuHFT79l1t6dBo0LB5M7RmWkpE7u4Qe3pC0GgMa6cYw4uxvl27DPsplRC5uXXo9TanSU0FAMijo1ttMz6mPnPm6msZPx4iiQSqpKSW1wyA5tQpqJOTIZJIoBg3zuzz6cvKIOh0EHt4QOTpecN1040pyS2BRqWB0lUJZzdnq5+/e3B3hAwKAQCIxKKbmiWTlpSG2opa+If5Y/zC8S1aRXr27Ynx940HAJzacQq6DnQdA8DIuJEtukd8A30xackkAEDq/lSoGw2/bwWZBcg/nw+JTIIZf5phCi8A4OLpgul/nA4XTxdUFVch/bDhg05DTQMaqhugcFa06oKJGBmBfmP6IXRoKNQNalhT+HBDy0rmicxW24ytL6FDQk3dhta4vsbrUXChwHovxI7ZRYA5ffo0li5dCplMZnpMJpPhj3/8I05ZOn7Djomb3hgsWb9FV1QEbW5um/+16I7R6VDzwQeofust8+NTpFLT/qJm19bs8zbVJo+NhSw2FiLl1T90QlUV6tesMXRrGE/dNDtMe/Gi2VAm1NdD29SCIAsNbbW9PeYWdWv++kQKQ/+22MsLkm7dIOj10Pz2m9lzGR+XNqtBFm74w6I+ccLsMc3HlhgJ1dWoefddVP/zn4C5dXqazSS63rVujzGcSCMjgWZLCIi9vSHx94fQ0HC1q0cigTTE8OZkDD6tztf0uLRvX8Bcs75eD31VleE5GGC6XE2Z4cOCu2/nLDzXI6T1OjI3KudMDgDDm665Loze/XpD4axAQ00DSnJLWm1vi1QmRdSY1tPFAyIC4O7nDr1Wj8vnLgMAcn8ztBj27t8bbj6tPyjIlXLTmJ1LqYblKJSuSsid5FDVq7BvzT6UF5S3OGb8wvGY/OBk+Aa2/yGvo3pF9YKTuxOqiqtaXA9BL5hCTfPuI2tcX2Ori/Hn6lZnF11I7u7uqDPTvVFbW3tLLMokcjZ8srreAnXADa4Do9VC5OEBaa9eEPv4QOzpCbGfHyTdu0NkvH7X6ZPWpqdDe/kypIGBcJ49G8LMmdAVFECblQXt+fOtuh8kTS060t694fLgg2bPaXxDFPu03dRqjrl1UYTmU42b3tjFTWsHQRDgsnix2XMZw4TYeF8tiQRiL8OnFF1RkdljdFeutF2cVguxry8kAQEQe3tD7OkJSbduEDe1YBme9MbHGOiLi6ErLISkZ09I+/Y1hTnZAMNAS01ammlgtNjHx/T9dZozx/wsoqZaRHI5RO7uEJrCSgtNP5diFxd07HMz3ayGWsMHjOaftq3J2d16rToVVwwfclL3pSLjmPnxUsaWgcqiSvQItiw8efX0gkxuPvR79/RGdUk1qkqqTOcFAL9efm2ez7itqrgpmEvEGDZzGA6uO4j0w+lIP5wOVy9XBEYFIqh/EHr179Xm898MsUSMsKFhOLPnDC4cvwC/3oa6CjILUFdZB49uHuje52rrtDWur3FMjvHn6lZnF+lgwoQJeP3117FixQr0bhorkpOTgzfffBPjx4+3cXU3z9Sa0QnrfYjc3eE0fTqkkZEtUru+pgaatDRIw8IgdrJgbQK9HnXffAPFqFGQxcRA4uMDaWAgpIGBwPjx0BUXo2Hr1qtjeIytIO7uELu3/+mxeWuORSxsfja2xIgkEtMYozb3FYsBuRyiZt1PQlvfjzaCprhbNzhNm2Zq9TDSV1ZCc/q01dZTUZ85YxgE3b//1QBjpvvI+PoBQNrr+gNARQoFzE2UNl6HDn+f6KYZuy2k8s75U2zNpeU1DYafE+MbbXs60h3T3oq2xmBnPJ9GZahBpmg7cMiUhm1q1dUaBt4+EB7dPHBm9xkUZBSgtqIW6YfSkX4oHTKlDLFTYjHkjiEW12yp8OHhOLPnDLJOZmFU/CiIRKKrg3eHh7fY1xrX1/hzZO3uMHtlFwHmmWeewYMPPohp06bBq+nTcUVFBWJiYvDiiy/auLqbJ2i1AFq+4ViFVAqX+++HxMcH+ooKNB4/Dl1BAfQlJaYBu27PPGP5+bRaqA4cgOrAAYi9vSENCTH8FxoKSbducLnvPtR8/LFhjEzTm17Dzp1QHz5s3ddlIaFpHIquqAi1Ft4vS2gW8kRyuflWMTPfJ5GLC1yWLIHY2Rm6K1egPnUKusJC6EtLDd10YrHVAowmNRXKKVMgi4xEg0RiaE3z9YW+shK6pkG3wNXXL6hUqF6+/IafzxhcjD+n1HUkUkPAsNkbThtL/2jVrX8WpAop1A1q3P3C3abWBGsw91xGxrEvSlfDz6gxuBgfN8c4UPnakBPUPwhB/YOgalCh4HwBLp+/bJiqXF6Lo1uOQqaQYeDEgTf1Wq7l19sPXj29UFFYgaKLRfDr44eLpwyzzq4NMNa4vsafI+PP1a3OpgGmvr4eycnJkMvlWL16NU6cOIELFy5AoVAgNDQUo5oNvHRkxjBh7EqyFllkpCG81NejduXK1tOVJRKILGl9ASBycjLccLCsDEJ9PfTl5VCXl0N9/DhEbm5wffRRiN3cIIuMhPrYMejLDf3IknYGB4t79AAEwTD2R239P9DGGsReXoZuJTPr64hcXCD29oa+stIQvFSqqzN9uneHtqZ1X7GkeXdQE3lsrCG8lJSg9quvgGve7EXXaYXqCOMaNrLQUEOADAoC0LL1BTCMqRL0eogUCojc3FoOvjYVLoekZ0/D6zfXfQSYfkaE2lqrvQayjHHl1sa6xi59XuNUap22dWunIAior249rs3DzwMluSWoKKxo8w02PyMfzu7OcPd1t/hNtKKoAoJeMDu9uyzfMPbNODjVuEx+aV5pq32NjONDjONBdBodKksqIegE+PbyhcJJgeBBwQgeFIyx94zF3jV7cT75PDKOZlg9wACGoHJk0xFcTLkIVaMKjXWN6NG3R6txT9a4vsafI2t2Hdozmw3iTU9Px9SpU7F06VI88sgjuPPOO+Hl5YVHHnkEixcvvmXCC3B1AOrNzE4xxzjGRKiqMrvWiiwm5uoYmOvcU8pp7ly4PvSQ2SnEQk3N1TspN7VgaJoGksqiosyHJIUCLvffD7fHHoOsf38LX1HH6EtKoK+oMEy9jjE/bVM5aRJcH3oIznfdZXpMc/68ofZBg8weIzfzuGkgdmlpq/ACoGXrS/NrfYOr22pSUgAA0ogI04BpzTUBBmq1qUVGPnSo2fMoRo6E6wMPwPWBB8yPzZFITMFaZ24gOHUq4xtyXVXbSxx0BmO3TWVxZatthVmFUNW3bpkMijYE6bSDaRDM/FwXZBZg84rN+PEfP6Km3PJBpKo6FXJ+y2n1+OX0y6gpq4HcSY6A8AAAQO9oQ1dx7tlcswNV1Y1qZBwx/G3qFWXoVr2YchFr31iLXat2tapbJBaZzm3uNbVi/BXqwK91+PBwiEQi5JzJQfbpbNNj17LG9a2rNPwceXS79adQAzYMMO+99x569eqFH3/8EWvXrkWfPn3w+uuv26qcTqW7cgWCVguxs/PVwaTWOG/TG464e3dIw5v9QojFhjVApk0zPSS6zmBo4ywWxbhxrcZ4SPv1g6R3bwh6vWkhPt2lS9Dm5EDk5ATnhQtNA2MBQOTqCpf58yF2cjKMxWljhow1NP76KwDAafr0lkFJJIJ89GhTIFM16+ZSHToEQaOBvH9/w/Ri4xu7RALl1KmQBge3eh7jtZaGhEDi7391g1QKxZgxUIwZc/Wpm11rYzePSKEAOjDGRJOeDkGlgjw6GhIfH2jz883ONGv89VcIggDF2LGQDx/eIqTIBgyA4rbbDK85OdlsmJL07GlYzK+2FkJlpcX1kXX4BvpCIpVAVacyGyY6i3F20oVjF1CYdXWAfkluCfZ8s8fsMf3H94fSVYnCzELsW7OvxZoyxZeKsesrw1ICwQOD4dnNs0P17P9+P4qyrw6qL75UjN3f7AYADJk+xNTa4B/qD/9wf+i0Omz/dHuL8SJ1lXVI/DwRdZV1cPd1N81s6hPdBzKlDBVXKnBw/UFo1FfHvtWU1+D0rtMADLN8rsfYLdWRgObq5Qr/cH9UFVch83gmxFJxi7VojG72+up1elPrkzVnn9kzm3UhnT59Gt9++y2imlaofeONNzBt2jTU19fD2cpdLTan00GbkwNZaCgkvXqZuj5uljY9HdqCAkj9/eFy773QlZdDaGyExMvLsDR+U1eQpEeP67b+aM6cgSYiArJ+/eCyeDH0VVXQ19ZC7OZmGqTbuHt3izfR+p9+gsvixZAGBsL1iSegLykB9HrD7QykUgiNjaj77juzLRbWojl9Gqpu3aAYNQrOd98N/bRphi4iLy+Im36OGvfvh7ap1QUAhMpKNGzZAqe4OCgnTjTco6qyEhJvb4icnKDNz4c0IABCsy4p9cmTUAwfDrGnJ1weecR0E0bTLRcqKqAXBMM5ml1rfXk5BI0GIpkMbn/+M/TV1Ya7UF9vRppWC825c6bWoFatL0102dlo3LEDymnT4HTHHVCMHw99RYVhcHVTHerTp6E+csTs8ZKmwb/XrlRMXUMik8A/zB955/Jw5eKVDr/x36jI0ZFI3ZeKmrIabHx/I7x6eEHQC6gsqoRHNw+EDQvDhWMtlzNwdnPGtEenIeGzBKQfTseF4xfg3dMb6ga1aZaQT4APbl98e4dqkSqkkMqk+Pndn01dRRWFhmASOjS0VbfOlAenYMtHW1BeUI4f//EjvHp4QSIxrMSr1+vh5u2G6X+YbhoALFPKMGnJJCR+kYjUvalIP5wOD18P6LQ6VBVXQa/Xw6+3H2KnmV/AsjmfAB9cybqCX/77C7y6e2HE7BEWraAcPjwc+efzoVFpEBwTbHbg8s1e39LLpdCqtXDzdmuxCvGtzGYtMHV1dfBtNn6iV69ekEgkqLxFPwWa1iO5pnXjpggC6r7+Go3790NXXAyxq6thsGdtLVSHDqH2009Na5rIwls3WV6r/qef0JCQAG1eHkQKBSQ9egAiETTnzqH2m2+gSkpq+fS1tahduRINv/wCXUEBxB4eEPv5Qaipger4cdR89hn0bUxVtqbGnTtRt3q14RYAIpGhbgCazEzU/fCDYbG6a2hSU1H39deGrjCxGJJu3aCrqED9Tz9BnZzctFOzWUoqFWq/+AKqI0egLyszTFX39oa+rAyN+/ah5vPPDVOccc21VqtRv26d4bYCSqXhGlnYCmcc8yLodG2ucwMA6iNHUPfll4Y1X7RaQ2CVyQyrM2/ciIZNm9o8VtrXsLBXe+enzhU6zPBp3LjWSVdQOClw13N3YcCEAXD1ckVVSRV0Gh0GThyIu56/yzRo9lr+Yf6Y/3/zMeB2w3HlheWorayFt783hs0chvhl8e3OKjJHKpVi7rNzETkqEg3VDaitqEX34O6YuGQiJj84GWJJy7cpZw9nzH1uLkbGj4RvoC9qymtQVVIFr55eGD5rOO556R74BLZcuiE4Jhhznp6D4EHBkCvkKC8oR11lHXx7+2LU3FGIXxZv0VT22++7Hf7h/oBgmKZtDBbXExIbYpohZK77yOhmrm/eOcMM0Wvv63QrEwkWdfxZX2RkJA4ePAifZmuExMbGYvPmzehlwZRQI+ON8eyeRAK3v/wFIqUS1e+9d/1P4GQz8qFD4XTnndBkZaF+zRpbl9NpRG5ucHvqKehLS1H76ae2Lsciq8been37Oo0Oa15ZA3WDGvcvvx8KJyvPVrRTxps5Kl2UePBd82tJkeW+f+171JTVYNHri+DqdWvcQxAAnpr0VJvb7GIl3t8FnQ6q5GSIZLJOG9RKlnGaMweuf/hDy3FDzRhbJfTtLWh3C5APGgSRWGy6+STZhkQmwcBJA6HVaJF1wro3e6Xfh8KsQlQVVyF8ePgtFV6ux6bTqL/99ls4NZvBotPp8P3338PDo+WnrMcee6yrS+sU6mPHoBg1CooRI6A5edLW5fxu6YqLIR80CMpJk1BXVHR1erFYDPmoUZBFRkLQaqE+fdqmdXYqiQTyIUOgKyvr1EHWZJnocdFI2ZWCM3vPIGp01E3dMZp+f87sOQOxRIzYqdcfx3MrsVmA8ff3x5YtW1o85uvrix07drR4TCQS3TIBBhoNGhIS4HLPPZDFxJimylLXUh8/DvnAgZD06AG3J5+8OiC3afCzoNOhYdu2q1PHb0Hy4cMhcndH/Tff3PBUb7IemVKGcfPHYeeXO3H+6HlEjoy0dUnkIIovFePiqYsYeudQ07T83wubBZg9e8xP1bvVadPSoElLg3LCBMPAyQ7etZWsQKNB7VdfQT5oEGQDBxqCi5cXhJoaaM6fNwzUvZW7jxQKKMaOhfrEiY7fd4s6Td/BfRESG4LjW48jbEiYVW8DQLeu5I3J8Pb3xuDp1lkJ3JHYbBCvtTjMIF4iumm34iBeImobB/ESERHRLYUBhoiIiBwOAwwRERE5HAYYIiIicjgMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDocBhoiIiBwOAwwRERE5HAYYIiIicjgMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDocBhoiIiBwOAwwRERE5HAYYIiIicjgMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDocBhoiIiBwOAwwRERE5HAYYIiIicjgMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDocBhoiIiBwOAwwRERE5HAYYIiIicjgMMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDkckCIJg6yKIiIiIOoItMERERORwGGCIiIjI4TDAEBERkcNhgCEiIiKHwwBDREREDocBhoiIiBzO/wNjmNjJxUNyygAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy train: 65.66190476190476\n",
"Accuracy test: 62.5\n",
"Sensitivity: The 57.692307692307686 were correctly identified as not having an ictus\n",
"Specificity: The 68.18181818181817 were correctly identified as having an ictus\n",
" \n",
"Accuracy of mice: 52.17391304347826\n",
" \n"
]
}
],
"source": [
"# \n",
"# COMBIO PROJECT: DATA ANALISIS\n",
"# Marta Alcalde & Núria Mercadé \n",
"# \n",
"# ===========================================================================\n",
"# PREDICCTION MODELS - LOGISTIC REGRESSION\n",
"# ===========================================================================\n",
"\n",
"# This prediction includes a mice-based prediction. It works by reading whether \n",
"# videos of the same mice were predicted to have or not have stroke, and if\n",
"# the prediciton does not match with the majority of videos output predicitons,\n",
"# it is changed. \n",
"# Moreover, only specific data from data analysis is taken into account.\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.model_selection import RepeatedStratifiedKFold,StratifiedKFold\n",
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.metrics import confusion_matrix,roc_curve,roc_auc_score\n",
"#from sklearn.discriminant_analysis import LinearDiscriminantAnalysis \n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import RocCurveDisplay\n",
"from sklearn.preprocessing import StandardScaler\n",
"#from sklearn.tree import DecisionTreeClassifier\n",
"#from sklearn.neighbors import KNeighborsClassifier\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# Set seed\n",
"#seed = 100\n",
"seed = 90\n",
"\n",
"# Read Excel\n",
"#file = \"C:/Users/Marta/Dropbox/COMBIO/dades.xlsx\"\n",
"file = \"/Users/nmercade/Desktop/dades.xlsx\"\n",
"\n",
"data_dirty = pd.read_excel(file,header = 0, usecols = \"A,B,H:AD\")\n",
"# Non coherent data\n",
"data = data_dirty.drop([0,1,118,219,342,445])\n",
"mydataTR = {0: data.loc[(data[\"Test\"] == \"TR - POST - 24H\") | (data[\"Test\"] == \"TR - POST - 48H\") |\\\n",
" (data[\"Test\"] == \"TR - POST - 72H\") | (data[\"Test\"] == \"TR - PRE\")],\\\n",
" 1: data.loc[(data[\"Test\"] == \"TR - POST - 24H\") | (data[\"Test\"] == \"TR - POST - 48H\") |\\\n",
" (data[\"Test\"] == \"TR - POST - 72H\")],\\\n",
" 2: data.loc[(data[\"Test\"] == \"TR - PRE\")], 3: data.loc[(data[\"Test\"] == \"TR - POST - 24H\")],\\\n",
" 4: data.loc[(data[\"Test\"] == \"TR - POST - 48H\")], 5: data.loc[(data[\"Test\"] == \"TR - POST - 72H\")],\\\n",
" 6: data.loc[(data[\"Test\"] == \"TR - POST - 48H\") | (data[\"Test\"] == \"TR - POST - 72H\")]}\n",
"datTR = {0: 'all TR data', 1: 'all POST data', 2: 'PRE data', 3: 'POST 24H data', 4: 'POST 48H data', 5: 'POST 72H data', 6: 'POST 48H & 72H'} \n",
"\n",
"for jj in range(7):\n",
" data = mydataTR[jj];\n",
" print('The dataset is {}'.format(datTR[jj]))\n",
" print(' ')\n",
" # Define predictor and response variables\n",
" # 1. Response variable:\n",
" # 0: Not having an ictus\n",
" # 1: Having an ictus\n",
" inf = np.array(data[\"% Infarct\"].dropna()); y = [];\n",
" for i in range(len(inf)):\n",
" if inf[i] > 0:\n",
" y.append(1)\n",
" else:\n",
" y.append(0)\n",
" y = np.array(y)\n",
"\n",
" # 2. Independent variables\n",
" x = data.loc[:,\"Moving_time(%)\":\"vm_pawd\"].join(data.loc[:,\"d_nose-but\"]) \n",
"\n",
" # Creation of two datasets: test and train\n",
" Xtrain, Xtest, Ytrain, Ytest = train_test_split(x,y,test_size = 0.25, random_state = seed)\n",
"\n",
" # Scale the data\n",
" sc = StandardScaler()\n",
" XtrainN = sc.fit_transform(Xtrain)\n",
" XtestN = sc.transform(Xtest)\n",
"\n",
" # Visualization of the response variable to prove if it is balanced.\n",
" plt.hist(Ytrain)\n",
" plt.tick_params(labelsize = 15)\n",
" plt.title('Histogram for Y train', fontsize=15)\n",
" path = './LR/H_{}'.format(jj)\n",
" plt.savefig(path)\n",
"\n",
" # Training of the data\n",
" model = LogisticRegression(max_iter = 1000)\n",
" model.fit(XtrainN,Ytrain)\n",
"\n",
" # KFold method\n",
" cv = RepeatedStratifiedKFold(n_splits = 10, n_repeats = 10, random_state = seed)\n",
" #cv = StratifiedKFold(n_splits = 10)\n",
" # Evaluate model \n",
" scores = cross_val_score(model, Xtrain, Ytrain, scoring = 'accuracy', cv = cv)\n",
" Ypred = model.predict(XtestN)\n",
"\n",
" # Confusion matrix\n",
" cm = confusion_matrix(Ytest,Ypred)\n",
" sns.set(style = 'white')\n",
" fig, ax = plt.subplots(figsize=(8, 6))\n",
" sns.heatmap(np.eye(2), annot = cm, fmt = 'g', annot_kws = {'size': 30},\n",
" cmap = sns.color_palette(['lightcoral', 'darkseagreen'], as_cmap=True), cbar=False,\n",
" yticklabels=['Negative', 'Positive'], xticklabels=['Negative', 'Positive'], ax=ax)\n",
" ax.xaxis.tick_top()\n",
" ax.xaxis.set_label_position('top')\n",
" ax.tick_params(labelsize=19, length = 0)\n",
" ax.set_xlabel('Predicted Values', size = 20)\n",
" ax.set_ylabel('Actual Values', size = 20)\n",
" additional_texts = ['(True negative)', '(False positive)', '(False negative)', '(True positive)']\n",
" for text_elt, additional_text in zip(ax.texts, additional_texts):\n",
" ax.text(*text_elt.get_position(), '\\n' + additional_text, color=text_elt.get_color(),\n",
" ha='center', va='top', size=24)\n",
" plt.tight_layout()\n",
" plt.tick_params(labelsize = 15)\n",
" plt.show() \n",
" path = './LR/CM_{}'.format(jj)\n",
" fig.savefig(path)\n",
"\n",
"\n",
" # Test accuracy\n",
" acc = (cm[0,0]+cm[1,1])/sum(sum(cm))*100\n",
" print('Accuracy train: {}'.format(np.mean(scores)*100))\n",
" print('Accuracy test: {}'.format(acc))\n",
" # Sensitivity\n",
" sensitivity = cm[0,0]/(cm[0,0]+cm[1,0])*100\n",
" print('Sensitivity: The {} were correctly identified as not having an ictus'.format(sensitivity))\n",
" # Specificity\n",
" specificity = cm[1,1]/(cm[1,1]+cm[0,1])*100\n",
" print('Specificity: The {} were correctly identified as having an ictus'.format(specificity))\n",
" print(' ')\n",
"\n",
" # =========================================================================\n",
" # MICE ACCURACY\n",
" # =========================================================================\n",
" # Read the identification of the rat\n",
" rat = pd.read_excel(file,header = 0, usecols = \"A,B,H:AD\");\n",
" rat = rat.Mouse;\n",
" # Select those identifications that are from the test part\n",
" ratTest = rat.iloc[Xtest.index];\n",
" # Vector that contains each identification of the rat ones.\n",
" lrt = list(set(ratTest));\n",
"\n",
" #convert each Series to a DataFrame (it is easier to operate with them)\n",
" rt_df = ratTest.to_frame(name = 'Id');\n",
" yp_df = pd.DataFrame(Ypred, columns = ['Pred']); yp_df.index = Xtest.index;\n",
" yt_df = pd.DataFrame(Ytest, columns = ['Test']); yt_df.index = Xtest.index;\n",
"\n",
" Rpred = []; Rtest = [];\n",
" ix1 = 0;\n",
" \n",
" # Loop to gather predictions and identification of the rat\n",
" for ix in lrt:\n",
" # Prediction\n",
" pos = yp_df[ratTest == lrt[ix1]]\n",
" ones = (pos.values == 1).sum()\n",
" zero = (pos.values == 0).sum()\n",
" \n",
" if ones > zero:\n",
" Rpred.append(1)\n",
" if ones < zero:\n",
" Rpred.append(0)\n",
" if ones == zero:\n",
" Rpred.append(2)\n",
" \n",
" # Test data\n",
" pos = yt_df[ratTest == lrt[ix1]]\n",
" ones = (pos.values == 1).sum()\n",
" if ones >= 1:\n",
" Rtest.append(1)\n",
" else:\n",
" Rtest.append(0)\n",
"\n",
" ix1 = ix1 + 1\n",
" \n",
" # Accuracy of rat\n",
" cm = confusion_matrix(Rtest,Rpred)\n",
" # Test accuracy \n",
" acc = (cm[0,0]+cm[1,1])/sum(sum(cm))*100 \n",
" \n",
" print('Accuracy of mice: ', acc)\n",
" print(' ') \n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "10ba7cf9-ff7a-4711-b7a3-79365b297d8e",
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (<ipython-input-15-d5fe942275f7>, line 69)",
"output_type": "error",
"traceback": [
"\u001b[0;36m File \u001b[0;32m\"<ipython-input-15-d5fe942275f7>\"\u001b[0;36m, line \u001b[0;32m69\u001b[0m\n\u001b[0;31m x = data.loc[: , append(\"Mouse\" , [\"Moving_time(%)\":\"TurnR(%)\"])];\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "8c8bc28f-ebe3-46fd-a743-b9889f298328",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "4217fb86-3d26-47f9-8390-984763c22840",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
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"name": "python",
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