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Copy pathKNeighboursClasifier
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KNeighboursClasifier
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{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"id": "7e013a77-3e08-4b97-ab75-0da53da412f7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The dataset is all TR data\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 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: 55.61904761904762\n",
"Accuracy test: 63.57142857142857\n",
"Sensitivity: The 70.83333333333334 were correctly identified as not having an ictus\n",
"Specificity: The 59.78260869565217 were correctly identified as having an ictus\n",
"Accuracy of mice: 60.0\n",
" \n",
"The dataset is all POST data\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 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: 62.18161683277963\n",
"Accuracy test: 61.97183098591549\n",
"Sensitivity: The 58.333333333333336 were correctly identified as not having an ictus\n",
"Specificity: The 65.71428571428571 were correctly identified as having an ictus\n",
"Accuracy of mice: 54.166666666666664\n",
" \n",
"The dataset is PRE data\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 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: 49.846689895470384\n",
"Accuracy test: 57.14285714285714\n",
"Sensitivity: The 54.054054054054056 were correctly identified as not having an ictus\n",
"Specificity: The 60.60606060606061 were correctly identified as having an ictus\n",
"Accuracy of mice: 58.333333333333336\n",
" \n",
"The dataset is POST 24H data\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 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: 50.71428571428571\n",
"Accuracy test: 69.56521739130434\n",
"Sensitivity: The 60.0 were correctly identified as not having an ictus\n",
"Specificity: The 76.92307692307693 were correctly identified as having an ictus\n",
"Accuracy of mice: 60.0\n",
" \n",
"The dataset is POST 48H data\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 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: 57.31428571428571\n",
"Accuracy test: 75.0\n",
"Sensitivity: The 73.33333333333333 were correctly identified as not having an ictus\n",
"Specificity: The 77.77777777777779 were correctly identified as having an ictus\n",
"Accuracy of mice: 68.75\n",
" \n",
"The dataset is POST 72H data\n"
]
},
{
"data": {
"image/png": 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DoEmTJsWWVfTGcvToUWtb7dq1i50LdnV15fvvv2fTpk0cPHiQw4cPc+LECYBLviI5NTWVzp07F2uvV68eV111lbXeIuffNle07ecfMi7r9dapU8fuZffv39/6Iejk5ISHhweNGzembt26Nv2KAt6JEycueptk0R0c5wdCgDZt2tCmTRsef/xxTpw4wYcffsiSJUt45513uOOOO2jXrp3ddZfmwIED/P7770yYMOGi/UwmE48//jiffvopnTt3tt4Ceb7rr7+ejh07XlYtp06d4u+//+aaa64pNu26667j888/t/7fxcWFI0eOsHjxYg4cOMDhw4ftfhaBk5MTJ0+eZNmyZfzyyy8cPnyYo0ePWgNaYWHhBedNS0uzXgdwfn1ltQ44eyHtwoUL2bNnD4cPHyY1NdX6+1A079ChQ9m6dSurV69m9erV+Pv70717dwYOHGi9G+jw4cMYhkG3bt1KXE9FX6h7JVAoqKamT59u/TB65pln6NevH7GxsYSHh5f4xl2k6Bd1yJAhxf5CLXL99ddb/11YWGi9Uv2HH34gIyOD+vXr2/Qv6fxx0RtBSX+BGiVc5HT+fOcus6RlzJ8/n+XLl9OqVSsCAwPp378/QUFBPPvsszahxh6l1XP+9p17dOKfuNT1XspFco0bN7brwy4kJIT169fz/fffXzRQ7tixA8B67nbjxo38+uuvxT6c69Spw/Dhw/Hz82P8+PEkJSWVaSgoegjRxW4t/Pvvv3n00Uf55ptv6N69Oy+88EKx0FqWSrrD4vwP0XfeeYfp06fTpEkTQkJC6NmzJ+3atWPVqlV8+OGHF13+li1beOSRR/Dz86NDhw7Wi/m2bt3KsmXLLjqvk5NTifWd/9r7J+tITk5m2LBheHh40LFjR+68805atWrF4cOHeeaZZ6z9vL29Wb16NT/88AOfffYZX331FatWreKtt95izpw59O3bl8LCQry8vFi6dGmJ6yqvC1erEoWCaurcD6bGjRszduxYZs2axbRp0y76S1z0V7SLi0uxD40DBw6QmpqKp6ente3NN9/khx9+YMKECbz44otMnz692H3pqampGIZhU1PRvdZFRwxKquHgwYPFpv32228AF/2rNS0tjeXLl9O/f/9iD7XJysq64HwX0qhRoxJryczM5PTp0zaHhstSRa33XJGRkXh5ebFy5Ur69OlTYgDLyclh3bp1NGrUiJCQEODslegbNmzg7rvvxt/fv9g8zZo1A86e+ilLO3fupH79+sX+0i1iNpuJjo7mm2++4ZZbbmHevHnldtGjj48P3t7eJT5X4Nw7W/Ly8pg9ezbh4eG88cYb1lMxwAUvTj3Xs88+y7XXXsuGDRuoWbOmtb20MAHg7+9fYn3nPwnwn6xjzpw5uLm58dFHH9kcRTv/feK3337jr7/+IjAwkMDAQJ544gkOHDjAkCFDWLFiBX379qVRo0Zs3bqV1q1bc9VVV9nM/8knnxS7UFSK0zUFApy95a5du3Zs2bKF9evXX7Cfn58frVu3JiEhwebwZX5+PpMnT2bMmDHW29UOHz7M4sWLiYiIYNSoUYwePZovvvii2BtFVlYWmzdvtv4/NzeXNWvW8K9//avER73Wq1eP1q1b88EHH9jcUmUymVixYgVubm506tTpgttQ9Jjec49owNm/Ig8dOmStH/731/XFDn92796dgwcPFrsdcvny5QAXPJT5T1XUes911VVX8cQTT5CcnMzMmTOLnQI5c+YMTzzxBOnp6cTExFiDX9FRhdjY2BL/El27di0uLi5lvg179+6lVatWF5z+4osvsnXrVnr27MmCBQvK9S4IJycnevTowddff83+/fut7ampqTbnvs+cOUNubi7/+te/bALB3r172b59O/C/W0SLQtm5r9dTp05x9dVX23xYHzt2jE8//RS4+Gmrnj17kpKSwldffWVt++uvv9i4caNNP3vXcaH6fH19bQLBX3/9ZX3UetG8sbGxPPLII+Tk5Fj7XXfddVx11VXW39Oi24Zffvllm/o+//xzxowZY/Pe4+zsXOppjepIRwoEOPsL8txzzzFgwABmzZpFx44dufrqq0vsO3XqVO677z7uvPNO7r33XmrXrs1HH33E7t27efzxx/Hx8cEwDKZMmUJhYaH1grEHH3yQDz74gNjYWDp27Gg9x+3q6srTTz/Nnj178PPzY8OGDWRkZBT7S6GkGgYOHMi9996Ll5cXH3zwAXv27GHq1KnF/ko41/XXX8/VV1/NK6+8Ql5eHg0aNODHH38kISEBd3d3mzedojeqNWvWkJWVVeIh8lGjRvHpp58ybtw47r33Xv71r3+xbds2Pv30U3r27FluT2+rqPWeb/DgwZw4cYKlS5eSlJRE3759qVu3LmlpaWzcuJGMjAymTZtm8wF/4403MmLECFasWEGfPn247bbbaNy4MX/99Reff/4527dvZ9KkSRd8DV4Os9nM0aNHLzgup06d4o033sDV1ZUOHTqwadOmYn169Ohh88H3T40dO5YtW7ZYn9fh4uLCqlWr8PLysj4vo1atWrRr14733nsPb29vmjRpQkpKCuvWrbN+GObk5FCrVi18fHyAsxfSGobBgAED6NKlCx9//DExMTG0adOG1NRU3n33XXJzc63zXsiIESP44IMPiI6O5r777sPX15e1a9cWO31g7zqKru/5/PPPufrqq+nZsyddunTh1VdfZezYsURERJCZmcn69eutR+2K5h0xYgQPPfQQQ4YM4fbbb8fd3Z3PPvuMw4cPExcXB0DXrl2JjIzkjTfeIDU1lY4dO5KWlsZbb73F1VdfzQMPPGCt2dfXl3379vH2228TFhZW7I+E6kqhQKyaNWvG6NGjWbJkCVOmTOGNN94o8fx3UFAQa9asYcmSJaxYsQKz2UyTJk2YPXu29TsT3nnnHbZv3864ceOsF1K5ubkxffp0hg8fzsyZM3nhhReAs0cfJk+eTFxcHJmZmdxwww2sWLGi2B0DJdXwwgsv8MYbb1BYWEiLFi148cUXL3itQxE3NzeWL1/O7NmziY+PxzAMrrnmGiZPnozZbOa5554jOTmZ1q1bc+ONN9K7d2+++OILtm3bRs+ePYstr3bt2qxdu5ZFixbx8ccf8+eff9K4cWOefPJJhg8fbu/wX7KKWm9JoqOjiYiI4M033+Tdd98lKyuLevXq0aFDB6Kiokp8LPSkSZMICwvj3XffZcOGDZw6dQovLy/atm3L66+/fkl3S9jjjz/+wDAMvL29S5z+448/cubMGQCbc9nnSkxMLNNQ0LBhQ9asWcOcOXN47bXXcHNz46677gKwOY23ePFiZs2axYYNGzCZTDRq1IiRI0fStGlToqOj2bZtG7169aJp06YMGzaM9957j59++onw8HBmzJhBzZo1+fzzz9m4cSMNGjTg9ttvp0ePHtx7771s27btgkdPvL29efvtt5k7dy5r166loKCAPn360KxZM2JjY6397F2Hp6cn48eP5/XXXyc2NpZrrrmG6OhoCgoK+Pjjj/niiy/w8/OjY8eO3H///dx6661s27aNHj16EBERwcsvv8yyZct46aWXyMvLo1mzZixYsMB6N4STkxOLFy/mtdde4/333+eLL77A19eXnj17MnbsWJsLZaOjo5k+fTrPP/88jz76qEKBhZNxsauVRMrZsGHDSEtLs7nSWkREKoauKRARERFAoUBEREQsFApEREQEqObXFJw5c4bk5GTq1atX6mNaRURErnQFBQVkZmbSunXrEp8DUq3vPkhOTrb5Nj0REZHq4K233rI+TOxc1ToU1KtXDzg7OBd7Ap6IiEhVkJ6ezpAhQ6yff+er1qGg6JRBgwYNSnzUqoiISFV0oVPmutBQREREAAeHgoKCAubPn09ERARBQUGMGTPmol9A8+233zJw4EACAwO5+eabefXVV20er5mbm8u0adMIDw8nJCSEqVOnXvSRnSIiInJhDg0FS5YsISEhgbi4OFavXk16ejrR0dEl9v39998ZPXo03bp148MPP+SJJ57gxRdf5O2337b2iYmJISkpiWXLlvHKK6+wfft2YmJiHLU5IiIiVYrDQoHJZCI+Pp4JEybQqVMnbrjhBhYsWMDOnTvZuXNnsf5ff/01Hh4ePPbYYzRu3JhbbrmFrl278vXXXwOQkZHBpk2bmD59OoGBgYSEhBAbG8tHH31k8+19IiIiYh+HhYJ9+/aRk5NDWFiYtc3f359GjRqxY8eOYv19fX05deoUmzZtorCwkP3797Njxw5at24NQFJSEs7OzgQHB1vnCQ4OxsXFhaSkpPLfIBERkSrGYaGg6Hvv69evb9Pu5+dnnXaunj17MnDgQJ544glat25N3759CQ0N5ZFHHgHOHinw9fW1+b7zGjVq4Ovry7Fjx8pxS0RERKomh4WC3NxcnJ2dbT7E4ezX2Obl5RXr/+eff3L06FEefPBB1q9fT1xcHN988w1Lly61Ls/d3b3YfBdanoiIiFycw55T4OHhQWFhIWazmRo1/rdak8mEp6dnsf7z5s3D2dmZJ554AoBWrVphNpuZMWMGw4YNw8PDA5PJVGw+k8lUpt93LiIiUl047EhBw4YNAcjMzLRpP378eLFTCgC7d++2Xj9QpF27duTn53Ps2DEaNGhAdnY2BQUF1ulms5ns7Gz8/PzKYQtERESqNoeFghYtWuDl5cX27dutbampqaSlpREaGlqsf4MGDfjll19s2lJSUnB2duaaa66hffv2mM1mdu3aZZ2elJREYWEh7du3L78NERERqaIcFgrc3NwYPHgwc+bM4auvvmLPnj1MmDCBsLAwAgMDMZlMZGZmWk8JREVFsWXLFl566SWOHDnCF198waxZsxg8eDDe3t7Ur1+f3r17M2XKFJKSktixYwfTpk2jf//+JR55EBERkYtz6HcfjBs3DrPZzMSJEzGbzXTu3Nn6sKFdu3YRFRVFfHw84eHhdO3alaVLl/LSSy/x6quvUrduXe655x5GjRplXV5sbCyxsbGMHDmSGjVq0KtXLyZPnuzITRIREakynIxznxtczaSmphIZGUliYqK+EElERKq80j739IVIIiIiAlTzr06ubLYkHSF+816yTuZS18eTqN4t6da+cUWXJSIi1YRCQSWxJekIS9ftJi//7C2WmSdzWbpuN4CCgYiIOIROH1QS8Zv3WgNBkbz8AuI3762gikREpLpRKKgksk7mXlK7iIhIWVMoqCTq+hR/1PPF2kVERMqaQkElEdW7Je6uLjZt7q4uRPVuWUEViYhIdaMLDSuJoosJdfeBiIhUFIWCSqRb+8YKASIiUmF0+kBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQGghiNXVlBQwKJFi0hISCAnJ4fOnTsTExND3bp1i/UdNmwY27dvL3E5q1evJjQ0lC1btjBq1Khi07/88ksaNGhQ5vWLiIhUZQ4NBUuWLCEhIYG4uDhq167NzJkziY6OZs2aNSX2zc/Pt/6/sLCQ0aNH4+3tTVBQEAD79++nVatWLF++3GbeOnXqlO+GiIiIVEEOCwUmk4n4+HimTp1Kp06dAFiwYAGRkZHs3LmT4OBgm/61a9e2+f/y5cs5cuQImzdvpkaNs2WnpKQQEBBAvXr1HLIN/9SWpCPEb95L1slc6vp4EtW7Jd3aNy7TZZTFOkREpHpy2DUF+/btIycnh7CwMGubv78/jRo1YseOHRedNzMzk5dffpnx48fbBICUlBSaNm1abjWXpS1JR1i6bjeZJ3MxgMyTuSxdt5stSUfKbBllsQ4REam+HBYK0tPTAahfv75Nu5+fn3Xahbz66qvUqVOHQYMGWdsKCgo4ePAgycnJ9OvXj4iICB5++GEOHjxY9sWXgfjNe8nLL7Bpy8svIH7z3jJbRlmsQ0REqi+HhYLc3FycnZ1xdXW1aXdzcyMvL++C850+fZoNGzbw4IMP4uLiYm0/fPgweXl5mEwmYmNjWbRoESaTiSFDhnDixIly247LlXUy95LaL2cZZbEOERGpvhwWCjw8PCgsLMRsNtu0m0wmPD09LzhfYmIiBQUF9O3b16a9SZMmbNu2jZdeeom2bdsSEhLC0qVLKSwsZOPGjeWyDf9EXZ+St/FC7ZezjLJYh4iIVF8OCwUNGzYEzl4fcK7jx48XO6VwrsTERLp164aXl1exaT4+Pjg7/28TPD09ady4MceOHSujqstOVO+WuLu62LS5u7oQ1btlmS2jLNYhIiLVl8NCQYsWLfDy8rJ59kBqaippaWmEhoZecL6dO3fSoUOHYu2fffYZQUFBZGdnW9tOnz7NoUOHaNasWdkWXwa6tW/MY3e1o56PJ05APR9PHrur3SXdGVDaMspiHSIiUn057JZENzc3Bg8ezJw5c/Dx8aFOnTrMnDmTsLAwAgMDMZlM/PHHH9SqVQs3Nzfg7FGEzMxMAgICii0vNDQUb29vJk6cyMSJEykoKGDBggX4+PjQv39/R23WJenWvvE//oAubRllsQ4REameHPqY43HjxtG3b18mTpxIVFQUV199NYsXLwZg165dREREsGvXLmv/olMN5z+zAKBWrVqsXLkSV1dXoqKiGDZsGDVr1uTNN9/E3d3dIdsjIiJSlTgZhmFUdBEVJTU1lcjISBITE/H396/ockRERMpVaZ97+kIkERERARQKRERExEKhQERERACFAhEREbFQKBARERFAoUBEREQsFApEREQEUCgQERERC4UCERERARQKRERExEKhQERERACFAhEREbFQKBARERFAoUBEREQsFApEREQEUCgQERERC4UCERERARQKRERExEKhQERERACFAhEREbFQKBARERFAoUBEREQsFApEREQEUCgQERERC4UCERERARQKRERExEKhQERERACFAhEREbFQKBARERFAoUBEREQsFApEREQEUCgQERERC4UCERERARQKRERExEKhQERERACFAhEREbFQKBARERFAoUBEREQsFApEREQEUCgQERERC4UCERERARQKRERExEKhQERERACFAhEREbFQKBARERFAoUBEREQsFApEREQEUCgQERERC4UCERERARQKRERExEKhQERERACFAhEREbFQKBARERFAoUBEREQsFApEREQEUCgQERERC4eGgoKCAubPn09ERARBQUGMGTOGrKysEvsOGzaM5s2bl/jz/fffA5Cbm8u0adMIDw8nJCSEqVOnkpOT48hNEhERqTJqOHJlS5YsISEhgbi4OGrXrs3MmTOJjo5mzZo1JfbNz8+3/r+wsJDRo0fj7e1NUFAQADExMezZs4dly5ZhNpuZPHkyMTExzJ8/32HbJCIiUlU47EiByWQiPj6eCRMm0KlTJ2644QYWLFjAzp072blzZ7H+tWvXpl69etafjRs3cuTIERYsWECNGjXIyMhg06ZNTJ8+ncDAQEJCQoiNjeWjjz4iIyPDUZslIiJSZTgsFOzbt4+cnBzCwsKsbf7+/jRq1IgdO3ZcdN7MzExefvllxo8fT7169QBISkrC2dmZ4OBga7/g4GBcXFxISkoqn40QERGpwhwWCtLT0wGoX7++Tbufn5912oW8+uqr1KlTh0GDBlnbMjIy8PX1xdXV1dpWo0YNfH19OXbsWBlWLiIiUj04LBTk5ubi7Oxs8yEO4ObmRl5e3gXnO336NBs2bODBBx/ExcXFZnnu7u7F+pe2PBERESmZw0KBh4cHhYWFmM1mm3aTyYSnp+cF50tMTKSgoIC+ffsWW57JZCrW32QyUbNmzbIpWkREpBpxWCho2LAhcPb6gHMdP3682CmFcyUmJtKtWze8vLxs2hs0aEB2djYFBQXWNrPZTHZ2Nn5+fmVYuYiISPXgsFDQokULvLy82L59u7UtNTWVtLQ0QkNDLzjfzp076dChQ7H29u3bYzab2bVrl7UtKSmJwsJC2rdvX7bFi4iIVAMOe06Bm5sbgwcPZs6cOfj4+FCnTh1mzpxJWFgYgYGBmEwm/vjjD2rVqoWbmxtw9ihCZmYmAQEBxZZXv359evfuzZQpU3j++ecxDINp06bRv3//ix55EBERkZI59ImG48aNo2/fvkycOJGoqCiuvvpqFi9eDMCuXbuIiIiw+cu/6FRD7dq1S1xebGwswcHBjBw5kkcffZQOHTowY8aM8t4MERGRKsnJMAyjoouoKKmpqURGRpKYmIi/v39FlyMiIlKuSvvc0xciiYiICKBQICIiIhYKBSIiIgIoFIiIiIiFQoGIiIgACgUiIiJioVAgIiIigEKBiIiIWCgUiIiICKBQICIiIhYKBSIiIgIoFIiIiIiFQoGIiIgACgUiIiJioVAgIiIigEKBiIiIWCgUiIiICKBQICIiIhYKBSIiIgIoFIiIiIiFQoGIiIgACgUiIiJioVAgIiIigEKBiIiIWCgUiIiICKBQICIiIhYKBSIiIgIoFIiIiIiFQoGIiIgACgUiIiJioVAgIiIigEKBiIiIWCgUiIiICKBQICIiIhYKBSIiIgJAjYouQK48W5KOEL95L1knc6nr40lU75Z0a9/4kvqUxTLKotayWIeISFWhUCCXZEvSEZau201efgEAmSdzWbpuN4D1w7S0PmWxjLKotSzWISJSlej0gVyS+M17rR+iRfLyC4jfvNfuPmWxjLKotSzWISJSlSgUyCXJOplbantpfcpiGfYoizpERKoTu0PB7Nmz+eWXX8qzFrkC1PXxLLW9tD5lsQx7lEUdIiLVid2h4Mcff+T222/n9ttvJz4+nuzs7PKsSyqpqN4tcXd1sWlzd3UhqndLu/uUxTLKotayWIeISFVi94WGb7/9NqmpqXzwwQesWbOGOXPm0KVLF+644w66detGjRq6ZrE6KLoA72JX7JfWpyyWURa1lsU6RESqEifDMIzLmfGnn35i8+bNrFmzBg8PD2677TYGDx5MkyZNyrrGcpOamkpkZCSJiYn4+/tXdDkiIiLlqrTPvUu+0LCwsJCvv/6a1atXs379ejw8PLj11lvJyMigf//+vP3222VSuIiIiDiW3cf8k5OT+eCDD/j44485deoUXbp04fnnn7c5dfDaa6+xcOFCBg8eXG4Fi4iISPmwOxQMHDiQFi1a8OCDD9KvXz98fX2L9WnZsiUdO3Ys0wJFRETEMewOBQkJCbRs2RKTyYSbmxsAR48e5eqrr7b26dSpE506dSr7KkVERKTc2X1NQd26dRk8eDBLly61tt15550MGzZMtyeKiIhUAXaHgtjYWJycnLjjjjusbatXr6awsJDZs2eXS3EiIiLiOHafPvj222956623+Ne//mVta9q0KdOmTWP48OHlUJqIiIg4kt1HCpycnMjNLf5M+IKCAvLz88u0KBEREXE8u0NBREQEzz//PEePHrW2HTt2jNmzZ+viQhERkSrA7tMHkydPZsSIEURGRlpvR8zOzqZVq1bMmzev3AoUERERx7A7FNSpU4eEhAS++eYbUlJSqFGjBk2bNqVjx444OTmVZ40iIiLiAJf0LUYuLi507tyZzp0727Snp6fToEGDMi1MREREHMvuUHDkyBHi4uLYv38/BQUFABiGgclkIjs7m59//rnUZRQUFLBo0SISEhLIycmhc+fOxMTEULdu3RL7p6en8/zzz/P111/j4eFBr169eOqpp/D0PPt991u2bGHUqFHF5vvyyy8VUkRERC6R3RcazpgxgwMHDtC3b18yMjLo168fgYGBnDhxgpkzZ9q1jCVLlpCQkEBcXByrV68mPT2d6OjoEvuaTCZGjBjBqVOnWLNmDQsXLmTLli3MnTvX2mf//v20atWKrVu32vz4+fnZu1kiIiJiYfeRgl27drF8+XJCQkL44osv6Nq1K4GBgVx33XUkJiZy1113XXR+k8lEfHw8U6dOtd6tsGDBAiIjI9m5cyfBwcE2/T/88EMyMzN55513qFWrFgCPPfYY77zzjrVPSkoKAQEB1KtXz+4NFhERkZLZfaTAbDbTqFEjAJo0acK+ffsA6Nu3Lz/99FOp8+/bt4+cnBzCwsKsbf7+/jRq1IgdO3YU679161Y6duxoDQRw9kuZ1q9fb/1/SkoKTZs2tXcTRERE5CLsDgXXXnstu3fvBs6GguTkZAByc3P5+++/S50/PT0dgPr169u0+/n5Waed69ChQzRq1IhFixZx0003ERkZSVxcHHl5ecDZ6xMOHjxIcnIy/fr1IyIigocffpiDBw/au0kiIiJyDrtPHwwePJhJkyZRWFhIr169GDBgAJ6eniQlJdGuXbtS58/NzcXZ2RlXV1ebdjc3N+sH/blOnz7N+vXr6dKlC4sXLyYjI4Nnn32W7Oxs4uLiOHz4MHl5eZhMJmJjYzGZTLz88ssMGTKETZs2UadOHXs3TURERLiEUHDvvffi6+tLnTp1aNasGc899xyrVq2ibt26TJs2rdT5PTw8KCwsxGw2U6PG/1ZrMpmsdxPYFFajBrVq1WLOnDm4uLjQpk0bzGYzY8eOZdKkSTRp0oRt27ZRq1YtnJ3PHvBYunQp3bp1Y+PGjdx///32bpqIiIhwCaFg0qRJjBo1iiZNmgDQv39/+vfvb/eKGjZsCEBmZqb13wDHjx8vdkoBzp5mcHd3x8XFxdp2/fXXA5CWloaPjw8+Pj4283h6etK4cWOOHTtmd10iIiJylt3XFHz22WfFDv1fihYtWuDl5cX27dutbampqaSlpREaGlqsf0hICHv37rX5sqX9+/fj4uJCo0aN+OyzzwgKCiI7O9s6/fTp0xw6dIhmzZpddp0iIiLVld2hoG/fvrzwwgv8/vvvmM3mS16Rm5sbgwcPZs6cOXz11Vfs2bOHCRMmEBYWRmBgICaTiczMTEwmEwCDBg0iLy+PSZMm8euvv/LNN98wd+5c+vfvj4+PD6GhoXh7ezNx4kT27dvHnj17GDt2LD4+Ppd0BENERETOsvv0wbfffsuhQ4f48MMPcXJysp7HL1J0N8LFjBs3DrPZzMSJEzGbzdYnGsLZ5yBERUURHx9PeHg4devW5a233mLWrFnccccd1KxZk379+vH4448DUKtWLVauXMncuXOJiorCbDbTqVMn3nzzTdzd3S9lDERERARwMgzDsKdjQkLCRacPGDCgTApypNTUVCIjI0lMTMTf37+iyxERESlXpX3u2X2k4Er80BcRERH72R0KSrvt8Nlnn/3HxYiIiEjFsTsUHDp0yOb/BQUFHD58mNOnT3PrrbeWdV0iIiLiYHaHglWrVhVrMwyDmTNn8n//939lWpSIiIg4nt23JJbEycmJESNG2HxJkYiIiFyZ/lEoADhy5Ij12QIiIiJy5fpHFxqePn2ar7/+msjIyDItSkRERBzvsi80hLNPKbzvvvsYMWJEWdYkIiIiFeAfXWiYl5enpweKiIhUEXZfU5Cbm8vEiRN56aWXrG233HILTz/9NGfOnCmX4kRERMRx7A4Fzz33HD///DMdO3a0tj3zzDP8+OOPzJs3r1yKExEREcexOxR8/vnnzJo1i8DAQGtb586diY2N5d///nd51CYiIiIOZHcoyMvLw8PDo1i7t7c3OTk5ZVqUiIiIOJ7doSA0NJTFixfz999/W9tyc3NZunQpwcHB5VKciIiIOI7ddx88/fTTDB06lC5dunDdddcB8Ntvv+Hl5cXrr79ebgWKiIiIY9gdCq699lo+/vhjPv74Y/bv30+NGjUYOHAgffv2xdPTszxrFBEREQewOxQAHD9+nJYtW3LPPfcA8MYbb3D06FGaNm1aLsWJiIiI49h9TcGXX37JgAED+Oqrr6xtX3zxBXfeeSfbtm0rl+JERETEcewOBYsWLeKRRx7hscces7atWrWKkSNHMn/+/HIpTkRERBzH7lDw22+/ceuttxZr79u3LykpKWValIiIiDie3aGgfv367Nq1q1j7Tz/9hK+vb5kWJSIiIo5n94WG9957L8888wxHjhyhTZs2ACQnJ7Ny5UoefPDBcitQREREHMPuUDB8+HBMJhOrVq1iyZIlANSrV49HH32U++67r9wKFBEREce4pFsSBw4cSHBwMCdOnMDV1RVvb29MJhMvv/wyDz/8cHnVKCIiIg5gdyh4//33iYmJIT8/v9i0a665ptqHgi1JR4jfvJesk7nU9fEkqndLurVvXNFlXZYrZVscVWdp67Gnjn9aa2XZJ5WlDpGKVhbvC5WR3RcavvLKK9x+++18+umnXHXVVWzYsIHly5fTsGFDRo0aVZ41Vnpbko6wdN1uMk/mYgCZJ3NZum43W5KOVHRpl+xK2RZH1Vnaeuyp45/WWln2SWWpQ6SilcX7QmVldyhITU1lxIgRNG7cmBYtWnD8+HE6d+7MlClTiI+PL88aK734zXvJyy+wacvLLyB+894KqujyXSnb4qg6S1uPPXX801oryz6pLHWIVLSyeF+orOwOBZ6enjg7n+1+7bXXsn//fgBatmzJ77//Xj7VXSGyTuZeUntldqVsi6PqLG099tTxT2utLPukstQhUtHK4n2hsrI7FAQFBfH666+Tl5dHq1at+OKLLwDYvXs3Xl5e5VbglaCuT8lfCHWh9srsStkWR9VZ2nrsqeOf1lpZ9kllqUOkopXF+0JlZXcomDBhAomJiaxatYrbbruN9PR0wsPDmThxIv369SvPGiu9qN4tcXd1sWlzd3UhqnfLCqro8l0p2+KoOktbjz11/NNaK8s+qSx1iFS0snhfqKzsvvugRYsWfPbZZ+Tm5uLt7c27777Lp59+iq+vL7179y7PGiu9oitKr8QrTc93pWyLo+osbT321PFPa60s+6Sy1CFS0crifaGycjIMw6joIipKamoqkZGRJCYm4u/vX9HliIiIlKvSPvfsPn0gIiIiVZtCgYiIiAAKBSIiImKhUCAiIiKAQoGIiIhYKBSIiIgIoFAgIiIiFgoFIiIiAigUiIiIiIVCgYiIiAAKBSIiImKhUCAiIiKAQoGIiIhYKBSIiIgIoFAgIiIiFgoFIiIiAigUiIiIiIVCgYiIiAAKBSIiImKhUCAiIiKAQoGIiIhYKBSIiIgIoFAgIiIiFgoFIiIiAjg4FBQUFDB//nwiIiIICgpizJgxZGVlXbB/eno6Y8aMISgoiBtvvJEZM2aQm5trnZ6bm8u0adMIDw8nJCSEqVOnkpOT44hNERERqXIcGgqWLFlCQkICcXFxrF69mvT0dKKjo0vsazKZGDFiBKdOnWLNmjUsXLiQLVu2MHfuXGufmJgYkpKSWLZsGa+88grbt28nJibGUZsjIiJSpTgsFJhMJuLj45kwYQKdOnXihhtuYMGCBezcuZOdO3cW6//hhx+SmZnJkiVLaNGiBR06dOCxxx7jxx9/BCAjI4NNmzYxffp0AgMDCQkJITY2lo8++oiMjAxHbZaIiEiV4bBQsG/fPnJycggLC7O2+fv706hRI3bs2FGs/9atW+nYsSO1atWytg0cOJD169cDkJSUhLOzM8HBwdbpwcHBuLi4kJSUVI5bIiIiUjU5LBSkp6cDUL9+fZt2Pz8/67RzHTp0iEaNGrFo0SJuuukmIiMjiYuLIy8vDzh7pMDX1xdXV1frPDVq1MDX15djx46V45aIiIhUTTUctaLc3FycnZ1tPsQB3NzcrB/05zp9+jTr16+nS5cuLF68mIyMDJ599lmys7OJi4sjNzcXd3f3YvNdaHkiIiJycQ4LBR4eHhQWFmI2m6lR43+rNZlMeHp6Fi+sRg1q1arFnDlzcHFxoU2bNpjNZsaOHcukSZPw8PDAZDIVm89kMlGzZs1y3RYREZGqyGGnDxo2bAhAZmamTfvx48eLnVKAs6cZmjZtiouLi7Xt+uuvByAtLY0GDRqQnZ1NQUGBdbrZbCY7Oxs/P7/y2AQREZEqzWGhoEWLFnh5ebF9+3ZrW2pqKmlpaYSGhhbrHxISwt69e8nPz7e27d+/HxcXFxo1akT79u0xm83s2rXLOj0pKYnCwkLat29fvhsjIiJSBTksFLi5uTF48GDmzJnDV199xZ49e5gwYQJhYWEEBgZiMpnIzMy0nhIYNGgQeXl5TJo0iV9//ZVvvvmGuXPn0r9/f3x8fKhfvz69e/dmypQpJCUlsWPHDqZNm0b//v1LPPIgIiIiF+ewawoAxo0bh9lsZuLEiZjNZjp37mx92NCuXbuIiooiPj6e8PBw6taty1tvvcWsWbO44447qFmzJv369ePxxx+3Li82NpbY2FhGjhxJjRo16NWrF5MnT3bkJomIiFQZToZhGBVdREVJTU0lMjKSxMRE/P39K7ocERGRclXa556+EElEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBHDwVydL5bAl6Qjxm/eSdTKXuj6eRPVuSbf2jSu6rGrNEfvEUfu9tPXYU0dleI1WhhqqmsoypmXxGq1KdZxLoaCa2ZJ0hKXrdpOXXwBA5slclq7bDaA3vAriiH3iqP1e2nrsqaMyvEYrQw1VTWUZ07J4jValOs6n0wfVTPzmvdYXWZG8/ALiN++toIrEEfvEUfu9tPXYU0dleI1WhhqqmsoypmXxGq1KdZxPoaCayTqZe0ntUv4csU8ctd9LW489dVSG12hlqKGqqSxjWhav0apUx/kUCqqZuj6el9Qu5c8R+8RR+7209dhTR2V4jVaGGqqayjKmZfEarUp1nE+hoJqJ6t0Sd1cXmzZ3VxeieresoIrEEfvEUfu9tPXYU0dleI1WhhqqmsoypmXxGq1KdZxPFxpWM0UXqFSGK4DlLEfsE0ft99LWY08dleE1WhlqqGoqy5iWxWu0KtVxPifDMIxyXUMllpqaSmRkJImJifj7+1d0OSIiIuWqtM89nT4QERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBFAoEBEREQuFAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKREREBHBwKCgoKGD+/PlEREQQFBTEmDFjyMrKumD/MWPG0Lx5c5uf4cOHW6dv2bKl2PTmzZuTnp7ugK0RERGpWmo4cmVLliwhISGBuLg4ateuzcyZM4mOjmbNmjUl9k9JSeHxxx9nwIAB1jY3Nzfrv/fv30+rVq1Yvny5zXx16tQpnw0QERGpwhwWCkwmE/Hx8UydOpVOnToBsGDBAiIjI9m5cyfBwcHF+h8+fJi2bdtSr169EpeZkpJCQEDABaeLiIiI/Rx2+mDfvn3k5OQQFhZmbfP396dRo0bs2LGjWP+DBw9iNptp2rTpBZeZkpJy0ekiIiJiP4eFgqLz/PXr17dp9/PzK/EagP379+Pq6sqSJUvo1q0bvXr1YuHCheTl5QFnr084ePAgycnJ9OvXj4iICB5++GEOHjxY/hsjIiJSBTksFOTm5uLs7Iyrq6tNu5ubm/WD/lwHDhwAoEmTJixbtozHHnuM9evXExMTA8Dhw4fJy8vDZDIRGxvLokWLMJlMDBkyhBMnTpT/BomIiFQxDrumwMPDg8LCQsxmMzVq/G+1JpMJT0/PYv3HjRvH/fffT+3atQFo3rw5Li4ujB8/nkmTJtGkSRO2bdtGrVq1cHY+m22WLl1Kt27d2LhxI/fff79DtktERKSqcNiRgoYNGwKQmZlp0378+PFipxQAnJ2drYGgSEBAAPC/UxE+Pj7WQADg6elJ48aNOXbsWFmWLiIiUi04LBS0aNECLy8vtm/fbm1LTU0lLS2N0NDQYv3Hjh3Lo48+atOWnJyMm5sb11xzDZ999hlBQUFkZ2dbp58+fZpDhw7RrFmz8tsQERGRKsphocDNzY3BgwczZ84cvvrqK/bs2cOECRMICwsjMDAQk8lEZmYmJpMJgF69epGYmMiKFSs4fPgw//73v4mLi+P+++/Hy8uL0NBQvL29mThxIvv27WPPnj2MHTsWHx8f+vfv76jNEhERqTIc+vCicePGYTabmThxImazmc6dO1svHNy1axdRUVHEx8cTHh5Onz59MJlMvP766yxcuJA6deoQFRXFqFGjAKhVqxYrV65k7ty5REVFYTab6dSpE2+++Sbu7u6O3CwREZEqwckwDKOii6goqampREZGkpiYiL+/f0WXIyIiUq5K+9zTFyKJiIgI4ODTByJSfrYkHSF+816yTuZS18eTqN4t6da+cUWXVS7s2dbS+lSn8bpSaL9WPIUCkSpgS9IRlq7bTV5+AQCZJ3NZum43QJV7Q7RnW0vrU53G60qh/Vo56PSBSBUQv3mv9Y2wSF5+AfGb91ZQReXHnm0trU91Gq8rhfZr5aBQIFIFZJ3MvaT2K5k921pan+o0XlcK7dfKQaFApAqo61P8UeEXa7+S2bOtpfWpTuN1pdB+rRwUCkSqgKjeLXF3dbFpc3d1Iap3ywqqqPzYs62l9alO43Wl0H6tHHShoUgVUHQRVXW46tqebS2tT3UaryuF9mvloIcX6eFFIiJSTejhRSIiImIXhQIREREBFApERETEQqFAREREAIUCERERsVAoEBEREUChQERERCwUCkRERARQKBARERELhQIREREBFApERETEQqFAREREAIUCERERsVAoEBEREUChQERERCwUCkRERARQKBARERELhQIREREBFApERETEQqFAREREAIUCERERsVAoEBEREUChQERERCwUCkRERARQKBARERELhQIREREBFApERETEQqFAREREAIUCERERsVAoEBEREUChQERERCwUCkRERARQKBARERELhQIREREBFApERETEQqFAREREAIUCERERsVAoEBEREUChQERERCwUCkRERARQKBARERELhQIREREBFApERETEQqFAREREAIUCERERsVAoEBEREUChQERERCwcGgoKCgqYP38+ERERBAUFMWbMGLKysi7Yf8yYMTRv3tzmZ/jw4dbpubm5TJs2jfDwcEJCQpg6dSo5OTkO2BIREZGqp4YjV7ZkyRISEhKIi4ujdu3azJw5k+joaNasWVNi/5SUFB5//HEGDBhgbXNzc7P+OyYmhj179rBs2TLMZjOTJ08mJiaG+fPnl/u2iIiIVDUOCwUmk4n4+HimTp1Kp06dAFiwYAGRkZHs3LmT4ODgYv0PHz5M27ZtqVevXrHlZWRksGnTJlauXElgYCAAsbGxREVF8eSTT1K/fv1y3yaRqmZL0hHiN+8l62QudX08ierdkm7tG1d0WZVWaeNlz3hWp2VI5eew0wf79u0jJyeHsLAwa5u/vz+NGjVix44dxfofPHgQs9lM06ZNS1xeUlISzs7ONmEiODgYFxcXkpKSyn4DRKq4LUlHWLpuN5knczGAzJO5LF23my1JRyq6tEqptPGyZzyr0zLkyuCwUJCeng5Q7C94Pz8/67Rz7d+/H1dXV5YsWUK3bt3o1asXCxcuJC8vDzh7pMDX1xdXV1frPDVq1MDX15djx46V45aIVE3xm/eSl19g05aXX0D85r0VVFHlVtp42TOe1WkZcmVw2OmD3NxcnJ2dbT7E4ew1AkUf9Oc6cOAAAE2aNGHIkCHs37+f2bNnk56eTlxcHLm5ubi7uxeb70LLE5GLyzqZe0nt1V1p42XPeFanZciVwWFHCjw8PCgsLMRsNtu0m0wmPD09i/UfN24cW7duZcSIETRv3py+ffsyZcoU3n//fU6ePImHhwcmk6nYfCaTiZo1a5bbdohUVXV9iv8eXqy9uittvOwZz+q0DLkyOCwUNGzYEIDMzEyb9uPHj5d4UaCzszO1a9e2aQsICADOnopo0KAB2dnZFBT873CV2WwmOzsbPz+/Mq5epOqL6t0Sd1cXmzZ3VxeieresoIoqt9LGy57xrE7LkCuDw04ftGjRAi8vL7Zv307//v0BSE1NJS0tjdDQ0GL9x44di9ls5sUXX7S2JScn4+bmxjXXXIOvry9ms5ldu3YREhICnL34sLCwkPbt2ztmo0SqkKKrxHX1uH1KGy97xrM6LUOuDE6GYRiOWtm8efNISEhg1qxZ1KlTh5kzZ+Lu7s6qVaswmUz88ccf1KpVCzc3Nz7++GMmTJjAU089RWRkJD///DMzZ87k7rvvZvz48QCMHz+en3/+meeffx7DMJg8eTLBwcHMnj3brnpSU1OJjIwkMTERf3//8tx0ERGRClfa555DH140btw4zGYzEydOxGw207lzZ2JiYgDYtWsXUVFRxMfHEx4eTp8+fTCZTLz++ussXLiQOnXqEBUVxahRo6zLi42NJTY2lpEjR1KjRg169erF5MmTHblJIiIiVYZDjxRUNjpSICIi1Ulpn3v6QiQREREBFApERETEQqFAREREAIUCERERsVAoEBEREUChQERERCwUCkRERARQKBARERELhQIREREBFApERETEQqFAREREAAd/IVJlU1BQAEB6enoFVyIiIlL+ij7vij7/zletQ0FmZiYAQ4YMqeBKREREHCczM5Nrr722WHu1/pbEM2fOkJycTL169XBxcanockRERMpVQUEBmZmZtG7dGg8Pj2LTq3UoEBERkf/RhYYiIiICKBSIiIiIhUKBiIiIAAoFIiIiYqFQICIiIoBCgYiIiFgoFIiIiAigUCAiIiIWCgV2KCgoYP78+URERBAUFMSYMWPIysqq6LKuWDExMUyZMsWmbevWrfTv35+2bdvSt29fvvzyywqq7sqQlZXFU089RUREBCEhITzwwAPs37/fOl3jeenS09MZM2YMYWFhhISEMH78eDIyMqzTNaaX74cffqBVq1Z899131jaN56VLSUmhefPmxX527NgBlM2YKhTYYcmSJSQkJBAXF8fq1atJT08nOjq6osu64hiGweLFi1m7dq1N+4EDB3j44Ye55ZZbSEhIIDIykkcffZSUlJQKqrRyKyws5LHHHuPQoUO89NJLvPPOO3h7ezN8+HBOnjyp8bwMhmEwcuRI/vzzT+Lj41m9ejWZmZk8/PDDgF6j/8Tff//Nk08+afMFPBrPy5OSkoKPjw9bt261+WnXrl3ZjakhF5WXl2cEBQUZGzZssLYdOXLECAgIMJKSkiqwsivL4cOHjaFDhxrh4eFGt27djMmTJ1unTZs2zRg6dKhN/6FDhxpTp051dJlXhD179hgBAQHGgQMHrG15eXlGu3btjISEBI3nZTh+/Lgxbtw448iRI9a2//znP0ZAQIBx6tQpjek/UDR2AQEBxrZt22zazqXxLN3ChQuNIUOGlDitrMZURwpKsW/fPnJycggLC7O2+fv706hRI+shGyndrl27aNy4MR9++CH+/v4203bs2GEzvgDh4eEa3wto2LAhy5Yto0mTJtY2JycnDMPgjz/+0Hhehnr16rFw4ULrazM9PZ21a9fSpk0batWqpTG9TF9++SVbtmxh6tSpNu0az8uTkpLCddddV+K0shrTav3VyfYo+u7p+vXr27T7+flZp0np+vXrR79+/Uqclp6ervG9BD4+PnTr1s2mbdWqVeTl5REREcHixYs1nv/AI488QmJiIrVq1SI+Ph7Qa/RyZGdnM2XKFJ5//nlq1aplM03jeXlSUlLIy8vj7rvvJi0tjWbNmjFhwgTatm1bZmOqIwWlyM3NxdnZGVdXV5t2Nzc38vLyKqiqquXMmTO4ubnZtGl87ZeYmMiCBQsYMWIETZs21Xj+Q2PGjGHdunUEBwczYsQIMjIyNKaXYfr06dx000106dKl2DSN56U7c+YMR44c4fTp0zz55JO8/PLL+Pn5MXToUH799dcyG1MdKSiFh4cHhYWFmM1matT433CZTCY8PT0rsLKqw93dnfz8fJs2ja993nvvPaZNm0afPn2YOHEioPH8p1q0aAHAwoUL6datGwkJCRrTS5SQkMDPP//MBx98UOJ0jeel8/Dw4Pvvv8fNzc364T979mz27NnD22+/XWZjqlBQioYNGwKQmZlp/TfA8ePHix2qkcvTsGFDjh8/btOm8S3dyy+/zKJFixg6dChTp07FyckJ0HhejqysLL777jtuvfVWa5unpyeNGzcmIyNDY3qJ3nvvPTIyMoiIiADO3t0B8NBDD3H77bdrPC+Tt7e3zf+dnZ25/vrrOXbsWJmNqU4flKJFixZ4eXmxfft2a1tqaippaWmEhoZWYGVVR/v27fn+++9t2r777jtCQkIqqKLK79VXX2XRokWMGTOGadOmWQMBaDwvx9GjR5kwYQI//fSTte2vv/7it99+4/rrr9eYXqJ58+bx0Ucf8f777/P+++/z2muvARAbG8vYsWM1npchOTmZ4OBg9uzZY20rKChg3759NGvWrOzG9DLvjKhW5s6da3Ts2NH48ssvjeTkZOOuu+4qduuH2G/o0KE2tyTu27fPuOGGG4zFixcbBw4cMBYtWmS0adPG5pY7+Z+9e/caLVu2NJ5++mnj+PHjNj85OTkaz8tQUFBgDB482OjXr5+xe/duY8+ePcb9999v3Hzzzcbp06c1pv/QsWPHbG5J1Hheuvz8fOO2224zBgwYYPzwww/G/v37jYkTJxqhoaFGVlZWmY2pQoEd8vPzjVmzZhlhYWFGcHCwMXbsWOPEiRMVXdYV6/xQYBiG8cUXXxh9+vQxWrdubfTr18/473//W0HVVX7z5883AgICSvx58cUXDcPQeF6OEydOGE899ZTRoUMHIygoyIiOjjbS09Ot0zWml+/8UGAYGs/LkZ6ebkyYMMHo0KGD0a5dO2PEiBHGL7/8Yp1eFmPqZBiWkz0iIiJSremaAhEREQEUCkRERMRCoUBEREQAhQIRERGxUCgQERERQKFARERELBQKRMRhmjdvzsaNGyu6DBG5AIUCERERARQKRERExEKhQEQqxNGjR+nevTtjx47FbDZXdDkigkKBiFSA48ePM3z4cNq1a8f8+fOpUUPf4i5SGSgUiIhDnTx5kuHDh9OqVSvmzZunQCBSiSgUiIhDzZ8/n4MHD9KwYUMFApFKRqFARByqS5cuxMXF8eabb/Ljjz9WdDkicg6FAhFxqJ49e9K/f386duzI5MmTMZlMFV2SiFgoFIhIhZgxYwapqam88sorFV2KiFgoFIhIhfD39+exxx5j+fLl7Nu3r6LLERHAyTAMo6KLEBERkYqnIwUiIiICKBSIiIiIhUKBiIiIAAoFIiIiYqFQICIiIoBCgYiIiFgoFIiIiAigUCAiIiIW/w9YpYxJYL9NBQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x576 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: 64.70476190476191\n",
"Accuracy test: 79.16666666666666\n",
"Sensitivity: The 80.0 were correctly identified as not having an ictus\n",
"Specificity: The 78.57142857142857 were correctly identified as having an ictus\n",
"Accuracy of mice: 73.33333333333333\n",
" \n",
"The dataset is POST 48H & 72H\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 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: 62.258620689655174\n",
"Accuracy test: 75.0\n",
"Sensitivity: The 60.86956521739131 were correctly identified as not having an ictus\n",
"Specificity: The 88.0 were correctly identified as having an ictus\n",
"Accuracy of mice: 70.0\n",
" \n"
]
}
],
"source": [
"# \n",
"# COMBIO PROJECT: DATA ANALISIS\n",
"# Marta Alcalde & Núria Mercadé \n",
"# \n",
"# ===========================================================================\n",
"# PREDICCTION MODELS - K- NEAREST NEIGHBOR\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.ensemble import RandomForestClassifier\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 import metrics\n",
"from sklearn.neighbors import KNeighborsClassifier\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",
"import os\n",
"\n",
"# Set seed\n",
"#seed = 100\n",
"seed = 2\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",
"# Extract 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",
" # 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",
" # Explore which is the optimum value for k\n",
" k_range = range(1, 50)\n",
" scores = []\n",
" for k in k_range:\n",
" knn = KNeighborsClassifier(n_neighbors = k)\n",
" knn.fit(XtrainN, Ytrain)\n",
" scores.append(knn.score(XtestN, Ytest))\n",
" plt.figure(figsize=(8,8))\n",
" plt.xlabel('k',fontsize=15)\n",
" plt.ylabel('accuracy',fontsize=15)\n",
" plt.title('K exploration for {} dataset'.format(datTR[jj]),fontsize=18)\n",
" plt.scatter(k_range, scores)\n",
" plt.xticks([0,10,20,30,40,50])\n",
" plt.tick_params(labelsize = 15)\n",
" index = np.argmax(scores)\n",
" optimK = k_range[index]\n",
" \n",
" # Training of the data\n",
" model = KNeighborsClassifier(n_neighbors = optimK)\n",
" model.fit(XtrainN,Ytrain)\n",
" Ypred = model.predict(XtestN)\n",
" \n",
" # KFold method\n",
" cv = RepeatedStratifiedKFold(n_splits = 5, 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 = './KN/CM_{}'.format(jj)\n",
" fig.savefig(path)\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",
" \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",
"\n",
" "
]
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