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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p style=\"margin: 15px;\">\n",
"\n",
"\n",
"<ul>\n",
"<li>Выбрать входные и выходные переменные.</li>\n",
"<li>Выполнить настройку параметров лингвистических переменных: определить\n",
"количество термов, типов и параметров функций принадлежности</li>\n",
"<li>Сформировать базу нечетких правил.</li>\n",
"<li>Выполнить оценку качества полученной нечеткой системы</li>\n",
"</ul>\n",
"</p>\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import skfuzzy.control as control\n",
"import skfuzzy as fuzzy\n",
"import numpy as np\n",
"\n",
"\n",
"# считаем данные и поределим входные и выходные переменные\n",
"data = pd.read_csv(\"./csv/option4.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p style=\"margin: 15px;\">\n",
"Так как мы предсказываем инсульт, то входными переменными будут самые, пожалуй, важные критерии - возраст, уровень сахара в крови, ИМТ, гипертония (ее наличие/отсутствие) и сердечный приступ (тоже его наличие/отсутствие)<br><br>а вот ВЫходной переменной будет, естесственно, сам инсульт (наличие/отсутствие)\n",
"</p>\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"age = control.Antecedent(np.arange(0, 101, 1), 'age') # возраст от 0 до 100 с шагом 1 год и т.д.\n",
"glucose = control.Antecedent(np.arange(50, 301, 1), 'glucose')\n",
"bmi = control.Antecedent(np.arange(10, 50, 0.1), 'bmi')\n",
"hypertension = control.Antecedent(np.arange(0, 2, 1), 'hypertension')\n",
"heart_disease = control.Antecedent(np.arange(0, 2, 1), 'heart_disease')\n",
"\n",
"# а теперь выходная переменная (Consequent)\n",
"stroke_risk = control.Consequent(np.arange(0, 1.1, 0.1), 'stroke_risk')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p style=\"margin: 15px; text-align: center;\">\n",
"НАКОНЕЦ Я УСТАНОВИЛА ВСЕ ПАКЕТЫ етить его\n",
"</p>\n",
"\n",
"<p style=\"margin: 15px;\">\n",
"теперь самое время определить нечеткие переменные, которые сложатся... в лингвистические\n",
"</p>\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_7\\.venv\\Lib\\site-packages\\skfuzzy\\control\\fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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chEaEJMI72X83Zw8TNp6gQv7U9KqRnwRe6mQvIi7syEqY3gJCQ6D6SMj6lt0VyUtQEJJIMXfHGTpN20miuDGtXWU+6XV0vIi4mOAgWNkLVveFLGWg2kiIr/PVnI2mxiRSVCyQhnltSpMkjid+w9YxatURQkLcKnOLiCu7fgrGVYQ1v8Bb38CHMxSCnJRGhCRSBQSF8POifYxafZQ3cya3TqROGk+d7EXEie2bD7M+hZhxwW80ZHjN7orEmUeEhgwZQqZMmfDy8qJYsWJs3Ljxmbfv378/OXPmJHbs2KRPn5527dpx7969KKtXXo5njOh0rpCH3xoVZtvJa5QfuJr1hy/bXZaIyMsL8ocFX8HEupChBHy8WiHIBdgahCZNmkT79u3p1q0bW7Zswdvbm3LlynHhwoUn3n78+PF89dVX1u337t3L6NGjrcf4+uuvo7x2eTlv5UrJgravkylpXD749R9+WXLAauYqIuIULh+G0e/AptHwfm+o8xfESWJ3VeLsU2NmBKhIkSIMHjzY+jwkJMQa5WndurUVeB7XqlUrKwAtW7bswXWff/45GzZsYM2aNS/0nJoas5cJPwOXHWTQ8oMUyZSEAXV8SZXQy+6yRESebudUmPMZxEsOfmMgjY/dFYkrjAgFBASwefNmypYt+79ioke3Pl+/fv0T71OiRAnrPvenz44cOcL8+fMpX778U5/H39/fCj8PX8Q+HtGj0e6dHPzV7DWOXb5tTZWt2PfkEUAREVsF3IZZLWFaU8j5Pny0SiHIBdkWhC5dukRwcDApUz66yt58fu7cuSfep169enTv3p1SpUoRM2ZMsmbNyhtvvPHMqbFevXpZI0D3L2bESexXPGtS5rcpjXe6hDQe+y895+2xFlaLiDiE83tg5Juwa3pYmwxzPlCs+HZXJa64WPplrFy5kh9++IGhQ4daa4qmT5/OvHnz6NGjx1Pv06lTJ2sa7P7l5MmTUVqzPJ3ZPTa6YRE6l89tdbOvOXwdJy7fsbssEXFnZrXIpjEw6k2IHgNarATfD80R+nZXJpHEtu6YyZIlw8PDg/Pnzz9yvfk8VapUT7xPly5dqF+/Ps2aNbM+z58/P7dv36ZFixZ07tzZmlp7XKxYsayLOKbo0aPR/PUsFMmchNYTtlBh4GrrNGpzDpGISJS6dx3mtIXdM6BwEyj3A8SMbXdV4qojQp6enhQqVOiRhc9msbT5vHjx4k+8z507d/4TdkyYMtzsOCSXY06eNgcwvp4jOa3Gb+XrGTutdh0iIlHi9GYY8TocWgY1x0LFXxSC3IRtI0KG2TrfsGFDChcuTNGiRa0zgswIT+PGja2vN2jQgLRp01rrfIxKlSrRr18/fH19rR1nhw4dskaJzPX3A5E4L9OTzHSuL7kxGd/N2c2W41etz7Ol0Ly8iERix/h/hsDSbyG1NzSYBYkz2V2VuEsQql27NhcvXqRr167WAmkfHx8WLlz4YAH1iRMnHhkB+uabb6xO5+b/p0+fJnny5FYI6tmzp43fhUQk8/rWK5aBghkTWSNDlQat5bvKealZOJ31NRGRCHP7Msz8GA4uhhKt4a2uEMPT7qokiqnFhjisOwFBfDt7N5M3naKKTxp6VstPvFi2ZncRcRXH1sC0ZhAcANVGQPZ37K5IbKIgJA5v1rbTfD19J8njx2JwvYLkS5vQ7pJExFmFBMOqn+HvnyBjSag+ChKktrsqsZFTbZ8X91TFJy1z25QmnlcMqg9dx5i1R7U4XkRe3o2z8HuVsBBU5quw9UAKQW5PI0LiNPyDguk1fx9j1x3jnTwp+dmvAIniaD5fRF7AwSUw4yPw8IQav0KmUnZXJA5CQUiczpI95/liynbienowoK6v1bNMROSJggJg2XewfjBkLwdVh0HcpHZXJQ5EQUic0plrd2kzYStbT16jXdnsfPJGNquPmYjIA1eOhvUJO7sDyn4LxVvqhGj5DwUhcVpBwSH0X3qQISsPUSJrUn6p7UOK+OpkLyKEnQ49uw3ESQJ+v0HaQnZXJA5KQUic3pqDl/hs0jZzvjj9avlYp1OLiJsKvAsLO8HmMZC3OlTqD17aaSpPpyAkLuHiTX/aT97G6oOX+OSNrLR/JwcxPbQpUsStXNwPUxrDlcPw/k9QsKGmwuS5FITEZYSEhDJi1RH6LN6Pd7qEDKzrS7rEcewuS0Qim3kb2/onLOgAiTKA3xhImcfuqsRJKAiJy9l8/Kq1kPrmvUB6+3nzXr5UdpckIpHF/ybMbQc7p4BvfXi/N3jqFyB5cQpC4pKu3wmkw7TtLNp9ngbFM/J1+dx4xVRjXhGXcmYbTG0Mty6GrQXK72d3ReKEFITEZZm/2n/8c5zv5+4lW4p4Vif7LMnj2V2WiLwq87a1YQQs6QIp8oTtCkua1e6qxElpNam4LNOtvkHxTMxoWYJ7gcFUHLSG6VtO2V2WiLyKO1dg4gewsCMUaQZNFysEySvRiJC4hdv+QXSZuYvpW09To2A6ulfJS1x1shdxLsfXh3WMD7wddkJ0zvftrkhcgIKQuJVpm0/RZdYuUiX0YnDdguRJo78DIk7RMX5NP1jRC9IXDesVljCd3VWJi9DUmLiVGoXSMad1KTw9olN16Fr+WH9MnexFHNnN8/BHNVjeE0q3h4ZzFYIkQmlESNySWTPUc95eazH1+/lS8WONAiSMHdPuskTkYYeWhXWMjxYdqo+CLGXsrkhckIKQuLUFO8/SYdoOEnjFZFA9XwpmSGx3SSISHAgresKaXyDr21BtBMRT6xyJHApC4vZOXrlDm4lb2XnqOl+Uy0mL0lmIrk72Iva4dgKmNoUzW+CtLlCiDUTXKg6JPApCIqZPY3AIfRcfYPjfh62mrf1qeZMsXiy7yxJxL3vnwKyWECth2NlA6YvYXZG4AQUhkYf8feAi7Sdts0aEBtT2oUS2ZHaXJOL6Au/B4m/g31GQuxJUHgSxNU0tUUNBSOQxF27c47NJ21h/5DKt3sxG27ezE0Od7EUix6VDMLURXDwA7/0AhZuqY7xEKQUhkScIDgll6IpD/LL0AIUzJmFAXR9SJ4xtd1kirmX7RJjbHhKkgZpjIFV+uysSN6QgJPIMG49eoe3ErdwNDKaPnzdl86S0uyQR5+d/C+Z/CdvHg3c9KP8zxFIfQLGHgpDIc1y9HcCXU7ezdO8FmpTMTMf3cxIrhjrZi4TLuZ0wpTHcOAMV+4F3HbsrEjenICTyAsw/kzFrj9FrwV5ypUrAoLq+ZEoW1+6yRJyHeav591dY1BmS5QibCkuW3e6qRNRiQ+RFO9k3KZWZ6Z+U5Ma9QKuT/axtp+0uS8Q53L0GkxvA/C+gUENotlQhSByGRoREXtLNe4F0nrGL2dvPULtwer6tnJfYnpoqE3mik//C1Cbgfx0qD4Y8le2uSOQRCkIi4WD+2UzedJJus3eTPnEcBtcrSM5U8e0uS8RxhITAuoGwvAek8YUaoyFxRrurEvkPTY2JhHOqrHaRDMxuVco68qTy4DVM2HhCnexFjFsX4S8/WNoNireCxgsUgsRhaURI5BXdDQim+9w9VhCqWCA1P1TPbzVxFXFLR/6G6c0hJBiqj4BsZe2uSOSZFIREIsic7Wf4evpOEsf1tHaVeadPZHdJIlEnOAj+/hFW9YHMr0P1kRA/ld1ViTyXpsZEIkgl7zTMa1OaRHFi4jd8Hb+uPqKpMnEP10/DuEqwui+81Rnqz1AIEqehESGRCBYQFELvhfv4dc1R3sqVgj41vUkS19PuskQix/4FMPMTiBknbEF0xuJ2VyTyUhSERCLJ8n3n+XzydusU6gF1fCiWJandJYlEnCB/WPot/DMUcpaHKkMgThK7qxJ5aQpCIpHo7PW7tJ24jU3HrtD27Ry0eisbHtHVWVuc3OXDYWcDnd8N7/aAYh+rY7w4LQUhkSjoZD9w2UEGLj9IscxJGFDHl5QJvOwuSyR8dk6FOZ9BvOTg91vYGUEiTkxBSCSKrD982epkHxQSSt9a3ryZM4XdJYm8uIA7sKADbP0D8teECv3ASz9DxfkpCIlEocu3/Pl8ynZW7r9Ii9ez8MW7OfGMoc2b4uDO74GpjeHqcSj/M/h+qKkwcRkKQiJRLCQklF/XHKH3wv3kTZuQwXV9SZ8kjt1lifyXeXvYMg4WdIQkWcBvDKTIZXdVIhFKQUjEJltPXKX1hK1cvxvITzUKUD5/artLEvmfezdgTlvYPR0KNYL3foSYse2uSiTCKQiJ2MiEIHMa9bydZ/mgWAa6VMyDV0x1shebnd4SNhV25wpUGgD5qttdkUikURASsZn5Jzh+4wm6z9lD5mRxGVzPl2wp1MlebGDeDsy5QEu6Qar8YbvCkmS2uyqRSKVVmiIO0Mn+g2IZmdWqJIHBIVQatJbJm06qPYdErduXYUIdWPQ1FPsImixSCBK3oBEhEQdyJyCIbrN2M2XzKar6pOH7avmJFyuG3WWJqzu2FqY1g6B7UG045Chnd0UiUUZBSMQBzdx6ms4zdpIigZfVyT5f2oR2lySuKCQ4rFu86RqfoQTUGAUJ0thdlUiU0tSYiAOq6puWuW1KE8fTg+pD1zF27VFNlUnEunEWfq8SFoJe7wANZysEiVvSiJCIA/MPCqbX/H2MXXeMd/Kk5Ge/AiSKo0728ooOLoUZH4FHTKg+CjKXtrsiEdsoCIk4gUW7z9Fh6g7ienowsK4vhTOpy7eEQ3AgLOsO6wZC9neh6jCIm8zuqkRspSAk4iROX7tLmwlb2XbyGu3fycEnZbISXZ3s5UVdPQZTm8LZbVD2W3itJUTX6ggRBSERJ2K21/dfeoChKw9TMmsy+tX2JkV8dbKX59g9E2a3gdiJwtpkpCtkd0UiDkNBSMQJrT54kXaTtpsT8Piltg+lsye3uyRxRIF3w84F2vQb5KkKlQeCl3YgijxMQUjESV24eY/PJ29nzaFL1jRZu3dyENNDUx3y/y4eCGuTcflQWJ8w0y9MHeNF/kNBSMTJO9kP+/sw/ZYcwCd9IgbU8SFdYnWyd2vmR/q28TD/C0iYHmqOgZR57a5KxGEpCIm4gE3HrlgLqW/5B/FzTW/K5U1ld0liB/+bMO9z2DEJfD+E93uDZ1y7qxJxaApCIi7i2p0Aa4v94j3naVg8I53K51Yne3dydjtMaQy3zkPF/lCgpt0ViTgFBSERF2L+Of++/jg95+0lW4p4Vif7LMnj2V2WRCbzI3zjSFj8DaTIHbYrLGlWu6sScRpaWSniYp3sG5bIxPRPS3A3MJiKg9YwY+spu8uSyHLnCkz6EBZ0gMJNoOkShSCRl6QRIREXZdYLdZm5ixlbT+NXKB3dq+Qljqc62buMExtgWtOwdUHmhOhc5e2uSMQpKQiJuDDzz3vq5lN0nbWbNIm8GFyvILlT6++9UwsJgbW/wPKekK4I+I2GhOnsrkrEaWlqTMTFp8pqFk7PnNYlrTOGqgxZy5//HFcne2d16wL8WR2W9YBS7aDRPIUgkVekESERN3EvMJjv5+3hz39OUD5/KnpVL0DC2DHtLkte1OHlMP2jsI+rj4Ssb9pdkYhLsH1EaMiQIWTKlAkvLy+KFSvGxo0bn3n7a9eu0bJlS1KnTk2sWLHIkSMH8+fPj7J6RZyV2Ur/fdX8DP2gIKsPXqLCwNVsPXHV7rLkeYKDYOl38Ed1SJUPPlmrECTiCEFo2bJlVKxYkaxZs1oX8/HSpUtf6jEmTZpE+/bt6datG1u2bMHb25ty5cpx4cKFJ94+ICCAd955h2PHjjF16lT279/PqFGjSJs2bXi/DRG3Uz5/aua3KU2yeLGoOXw9I/4+bJ1QLQ7o2kkYWx7WDoCy3eCDaRAvhd1VibiUcE2NDR06lLZt2+Ln50fx4sWt6/755x8rnPzyyy/WiM2LMCNARYoUYfDgwdbnISEhpE+fntatW/PVV1/95/bDhw/n559/Zt++fcSMGb4hfU2Nifyvk32fRfsZseoIb+RMTt+a3iSNF8vusuS+vXNhVkuIFR/8foP0Re2uSMQlhSsIpUuXzgoqrVq1+s801w8//MDp06ef+xhmdCdOnDhWeKpateqD6xs2bGhNf82aNes/9ylfvjxJkiSx7me+njx5curVq0fHjh3x8HjyCbr+/v7W5eEgZMKWgpBImBX7L1jNW2NEj0b/Oj6UyJrM7pLcW5A/LO4CG0dAropQZTDETmx3VSIuK1xTYyaovPfee/+5/t1337UCxou4dOkSwcHBpEyZ8pHrzefnzp174n2OHDliBSdzP7MuqEuXLvTt25fvv//+qc/Tq1cvawTo/sWEIBH5nzdzpmBB29JkTR6PD37dYDVwDQoOsbss93TpEPxaFjaPgfJ9oPafCkEijhiEKleuzIwZM/5zvRmlMWuFIouZOkuRIgUjR46kUKFC1K5dm86dO1tTZk/TqVMnK5zdv5w8eTLS6hNxVikTePFns2K0K5uDwcsPUu/XDZy9ftfustzL9kkwsgwE3oFmy6Boc3P+gd1Vibi8cB0zmydPHnr27MnKlSsfWSO0du1aPv/8cwYOHPjgtm3atHniYyRLlsyazjp//vwj15vPU6V6cudss1PMrA16eBosd+7c1giSmWrz9PT8z33MzjJzEZFn84gejTZvZ6dY5iS0nbiN8gNW06emN2/nfnTUViJYwG2Y/yVs+wsK1IEKfSGW+sOJOPQaocyZM7/Yg0eLZk1nPWuxdNGiRRk0aNCDEZ8MGTJYa4+etFj666+/Zvz48dZjRo8eNpg1YMAAfvrpJ86cOfNCNWmxtMjzXbkdwJdTtrNs3wWalspMx/dy4RnD9tM2XM+5XTC1MVw/HRaAfOraXZGI27H1QEWzfd4sjh4xYoQViPr378/kyZOtXWFmrVCDBg2srfFmnY9hprXy5s1r3cfsLDt48CBNmjSxRp3MFNmLUBASeTHmR8PoNUf5aeE+qy3HoLq+ZEwa1+6yXIP5sbvpN1jYCZJlh5pjw/4vIlHO1g6MZo3PxYsX6dq1qzW95ePjw8KFCx8soD5x4sSDkR/DLHRetGgR7dq1o0CBAlZIMtv4za4xEYlYZkS3WeksFM2chFbjt1Jh4Bp6Vc9PJe80dpfm3O5egzltYM8sKNIM3u0JMb3srkrEbb3wiJA5+LBHjx7EjRvX+vhZ+vXrh6PSiJDIy7txL5Cvp+9k7o6z1C2anq4V8xLb88lHVsgznNoUNhV29zpUGQR5qthdkYjbe+ERoa1btxIYGPjg42f9FikiriWBV0xraqxUtmR8O2c3m49ftTrZ50gZ3+7SnKdj/PpBsKw7pPGFhnMhcUa7qxIRu9cI2UEjQiKv5sD5m7T8awsnr97h20p5qV0kvX4Bepbbl2DGx3BoCZT8DN76BjzU7FbEUSgIichLuxsQzHdzdjPx35PWmqEfquUjvpfe3P/j6CqY1hxCgqD6CMhW1u6KRCQigtDt27f58ccfrcarpkGq2fb+sGdtmbebgpBIxJm9/Yy1dihpPE9r6qxAukR2l+Q4HeNX9Ya/e0Pm0lB9FMR/8vloIuKEu8aaNWvG33//Tf369a1DDjUsLuKeKnunoUDahLSesJUaw9bx1fu5aVIyk3v/TDBnAk1vDifWw5udoXR7iK6F5e7IDBKYllDy4mLEiBHlPz/CNSKUKFEi5s2bR8mSJXE2GhESiXgBQSHWeUPm3KG3c6WwTqROHPe/J727vP0LYeYnEDM21PgVMpawuyKxgXlbNe8xd+7csbsUpxMtWjSroboJRFElXM+UOHFiqwu8iIhhTp3uUjEPJbIm5fMp23l/wGoG1vW1ziByC0EBsPRb+GcI5Hgfqg6FOG7yvct/3A9B5pdt0/rJrUdIXzJAXr161WrsnjRp0ij7cwvXiNCff/5pNVgdN24cceLEwZloREgkcplmrW0nbGPT8St8VjYHLd/MZvUxc1lXjsDUJmHtMt7tAcU+VrNUN58OMwcEm/eXePHUM+5l3b171wpD5mDlh/uKOsSIkK+v7yPp7NChQ1ahmTJlshqhPmzLli0RW6WIOI3UCWMzvnkxBi47yC9LD/DPkcv0r+1DigQueHryrmkwuy3ETQbNloSdESRu7f6aoCc1AZfnux9+TKB0uCBUtWrVyK1ERFxGDI/otH83J69lSUrbSdusqbK+tbx5I2cKXELAHVj4FWwZB/n8oOIv4KURZvkfTYc5z5+bzhESkUh16ZY/7SdvZ9WBi3xUJgtfvJuTmB5O3Mn+wl6Y0hiuHoPyvcG3vqbC5AHTgcH00DQLfh+fLRHH/PML108j0wX+1KlTDz7fuHEjn332GSNHjozI2kTEBSSLF4uxjYrQ6f1cjF59lJrD13PyihPupjG/M24eByPfDPu8xQoo2EAhSFzGG2+8Yb2Xu5twBaF69eqxYsUK62OzKKxs2bJWGOrcuTPdu3eP6BpFxMlFjx6Nj8pkZfLHxa0RovIDV7Ng51mcxr0bMK1pWNd479rQfDmkyG13VSJiVxDatWsXRYsWtT6ePHky+fPnZ926dfz111+MHTs2IuoSERdUMENi5rUpbTVv/eSvLXwzcyf3Ah38wLnTW2DE63BwCfj9BpUGgKdz7ZYVkQgOQmYOL1asWNbHS5cupXLlytbHuXLl4uxZJ/otT0SiXMLYMRn6QUF6VM3H5E2nqDpkLYcu3MIhp8LWD4XR70LsRPDRKshXw+6qRKLE1atXadCggXVuoDkm5/333+fgwYPW18zSYrOGZ+rUqQ9u7+PjY3WauG/NmjVWTnCGQyXDdaBi3rx5GT58OBUqVGDJkiX06NHDuv7MmTPWIUgiIs/bGVL/tYwUypCYVhO2UGnQGisY+RVKh0O4cyXshOgDC6F4K3i7G8TQdmh5tUbFhy9GbeDPmjwesT3DtwW9UaNGVvCZPXu2tbGoY8eOlC9fnj179liLmF9//XVWrlyJn5+fFZr27t1L7Nix2bdvnzUoYtpwFSlSxCnOGgxXEPrpp5+oVq0aP//8Mw0bNsTb29u63vyB3Z8yExF5njxpEjC3dSm6ztrNF1O2s+7QJbpXzUe8WFF3vP5/HF8HU5tC0D2oNxlylLOvFnEZJgRVHLQmSp/T/NvKlzbhS9/v4P8HoLVr11KiRFibGLP0JX369MycOZOaNWtaC6tHjBhhfW3VqlXWWYOpUqWywpEJQub/ZcqUwRm89E8bMySWJUsWTpw4QVBQkDVsdl+LFi2cIv2JiOOI4xnD6k1WMltSOs/YxdaT1xhcz5e8aV7+B/grCQmG1X1hZS/IUDysY3zCtFFbg7gsMzpjgklUP2d47N271+r1VaxYsQfXmdmenDlzWl8zTMhp27attdXdjP6YYHQ/CDVt2tRaN9yhQwdcNghly5aN3bt3kz179ke+Zk6ZFhEJj2q+6fBOl4hW47dSbcg6OlfITYPiGaPmgLWb58I6xh9dDWU6QpkO6hgvEcpMUYVndMZR5c+f3+o5akKQufTs2dMKQmbG6N9//7XWEt8fTXK5xdLRo0e3AtDly5cjpyIRcVtZksdj+qclqFs0Pd1m7+bjPzdz/U5g5D7pwaUwrCRcPAANZ8ObnRSCxK3lzp3bmvHZsGHDg+vMe/7+/fvJkyeP9bn5BaV06dJW31EzMFKqVCkKFCiAv7+/NWVWuHBh4saNi8vuGvvxxx/58ssvrW30IiIRySumB99VycfwDwux/vBl68yhzcevRPwTBQfCkq7wVw1I4wMfr4HMr0f884g4mezZs1OlShWaN29u7f7avn07H374IWnTprWuv89Mh02YMMHaMWYazJqBErOI2qwncpb1QeEOQmZLnTlA0SySNqvEzfDYwxcRkVf1Xr5UzG9bmlQJvag14h+GrjxESEgEdQS6ehx+ew/WD4F3ekC9KRAvecQ8togLGDNmDIUKFaJixYoUL17cWhYzf/78R9pemLBjmsyaQHSf+fjx6xxduHqNjRs37plfNzvJHJV6jYk4l8DgEH5ZcoBhfx+2DmLsV8uH5PHDzjELlz2zYFZriJ0Q/MZAusIRWa64OfUac74/PzVdFRGnsPrgRdpN2mZ+bNG/tg+lsid7uQcIvAeLvoZNoyFPFag0MOygRJEIpCDkJk1XjcOHD/PNN99Qt25dLly4YF23YMECa9GUiEhEK509uTVVlitVfOr/toGfF+0jKDjkxe5sFkL/+jZs/RMq9IOa4xSCRCT8QchslTNb58yK8unTp3PrVthpmWZBVbdu3cLzkCIiz5Uivhe/NynKF+/mZPjfR6gz8h9OX7v77DttGw8jy0BwQFiz1CJN1TFeRF4tCH311Vd8//33VnsNT8//HTv/1ltv8c8//4TnIUVEXriTfcs3szGpxWucuXaX8gNWs3j3uf/e0P8mTP8orFVG3mrQYiWkymdHySLiakFo586dVouNx6VIkYJLly5FRF0iIs9UOFMSa6qsaOYktPhjM9/O3o1/0P93sj+7A0aUgX1zodpIqDoUPJ3jTBMRiVrhauiTKFEiq8t85syZH7l+69at1jkDIiJRIVEcT0bWL8S4dcf4Yf4+/j16mXH5t5NsbXdIngta/A3Jstldpoi4WhCqU6eO1Yl2ypQp1umSISEhVnO2L774wjpjSEQkqpifQY1KZqZo6uhc+qsFyVb9w+HMH5D1g18gxitssxcRtxCuqbEffvjB6i5rOtGahdLmyG1zmqTpK2J2komIRKkTG8gzqwKlY+5jdNoevL23Al/O2MedgCC7KxMRB/dK5wiZDvSmzYYJQ76+vv9pwuqIdI6QiAsJCYG1/WH592EHI9YYTWjCdEzZfIpus3aTNnFsq5N9rlT6ty5RQ+cIudE5QkaGDBl4//33qVmzplOEIBFxIbcuwJ/VYVl3KPUZNJoHidJbU2W1CqdnTuuSxIgejSqD1/LXhuNWiwARebo33niDzz777KlfN/+2Zs6c+cKPt3LlSus+165dw5GFOwiNHj2afPny4eXlZV3Mx7/++mvEVici8iSHV4R1jD+/G+pPh7e7gsejvz1mSxGfmS1L4lcoHZ1n7KLV+K1cvxvJnexFXNjZs2etwQ9XE67F0l27dqVfv360bt3aasZmrF+/nnbt2lnTZd27d4/oOkVEIDgIVv4Aq/tBljeg2giIn/KZnex7VstPiazJ+GraDioMXM3gegXxSa9TpUVeVqpUqXBF4RoRGjZsGKNGjaJXr15UrlzZupiPR44cydChQyO+ShGRaydhbAVY0x/e7gIfTn9mCHpYhQKprTOHksaLhd+wdYxcdTjiOtmLuJCQkBA6dOhAkiRJrODz7bffPnVqbN26dfj4+FizQoULF7a+Zm6zbZvpCfg/mzdvtr4eJ04ca1PV/v37cfoRIbOYyXxTjytUqBBBQdqlISIRbN88mPkpeMaDxvMhw2sv/RDpk8RhykfF6bN4v3Xm0LrDl+lb09sKRyKRLuAOXDoQtc+ZLAd4xnmpu4wbN4727dtbLbTMTE+jRo0oWbIk77zzzn82HlWqVIny5cszfvx4jh8//tT1RZ07d6Zv377WAuiPP/6YJk2aWEfuOHUQql+/vjUqZKbHHmZGhD744IOIqk1E3F2QPyzuAhtHQK6KUHkQxEkS7ofzjBGdr8vnpnjWpHw+eTvlB66mf21f63ORSGVCkOl5F5XMgaJpfF7qLgUKFHjQM9Rsgho8eDDLli37TxAy4ceM/pjZITMiZI7ROX36NM2bN//PY/bs2ZMyZco8aNFVoUIF7t27Z93PqYKQSYj3mW/eLIxevHgxr70W9puZSY9mfZAOVBSRCHH5MExpBBf3wfs/Q9HmEdYs9c2cKVjQtjRtJ26l3q//0Pqt7LR9Ozse0dWMVSJxdMYEk6h+zpdUoECBRz5PnTo1Fy5c+M/tzPSWue3DYaZo0aLPfUzzeIZ5TLPz3KmCkGmf8fg0mHH48GHr/8mSJbMuu3fvjugaRcTd7JgMc9tBvJTQbCmk9o7wp0iZwIu/mr3G4OWHGLDsAP8cuczAOr6kSugYv6WKizFTVC85OmOHmI+d3XO/e0REPaZ5PONVH9OWILRixYrIrUREJOA2zO8A2/6EArWhQl+IFT/Sns6MALUtm51iWZJYo0PvD1hF31revJXrxRZhi7irnDlz8ueff+Lv70+sWGHr7P7991+c0SsdqCgiEmHMmUAj34Td06HK0LCt8ZEYgh72WpakLGj7Or4ZEtNk7Ca+n7uHgCDH+Y1VxNHUq1fPGtVp0aIFe/fuZdGiRfTp0+eRUR9nEa7F0maR06BBg6xRIjPP9/gQ15YtWyKqPhFxdebE581jYGEnSJIVWqyE5DmjvIwkcT0Z3bAwo9cc5aeF+/j32BUG1S1IhqQvt+tGxB0kSJCAOXPm8Mknn1hb6PPnz2+dMWgCkqMsgo7UXmNmZ5hZKO3n50fKlCn/k/7urzh3ROo1JuJA7l6DOW1hz0wo3BTK9YSYse2uiu0nr9F6wlau3g7gh+r5qeSdxu6SxEm4c6+xv/76i8aNG1vvr7Fjx3aaP79wjQjNnTuX+fPnW2cLiIiEy6nNMLUR3L0ONcdB3qo4Cu/0iZjbphRfT99pBaJ1hy/RtWJeYnt62F2aiMP4/fffyZIlC2nTpmX79u107NiRWrVqhTsE2SVcQch80/HjR83cvYi4GDOVvn4wLPsOUvtAwzmQOBOOJoFXTAbV9aVktmR8O3s3m49fZUi9gmRPqZ99Isa5c+es6TDzf7Mt3jRgN2cGOZtwTY0tWLCAgQMHMnz4cDJmzIgz0dSYiI1uX4IZH8OhJVCizRObpTqi/edu0mr8Fk5evcN3lfNa3e2dbUGoRA13nhqLCE4zNWbaa5gF02ZIzPQOebzYK1euRFR9IuIqjq6G6c0hOAA+mArZHz2p1pHlTBWf2a1KWSNDHaftZO2hy/Sslo/4XnqjE3F24QpCdevWtY7S/uGHH564WFpE5IGQYPj7J/i7N2QqBdVHQYKw02WdiVkf9JNfAUpkS0rnGbuoOGgNg+sWJH+6hHaXJg4oHJMtgj1/buGaGjOjQKYZm7d3xJ/2Gtk0NSYShW6cgWnN4MR6eKMTlP4cojv/guNjl25bi6j3nbtBp/dz07hkJv1CKBZznIxZM2PeX+LFi2d3OU7n7t27XL161Rpk8fDwcNwRoVy5clnFiog81YFFYeuBYnhBw7mQyXV2mWZKFpepnxTnpwX76T53j9XJ/me/AiSO62l3aWKz6NGjW4MF5pduw9PTUyH5BZlxGfPnZv7MzJ+jQ48ImTOEvvvuO2t1uDlE6fE1Qo480qIRIZFIFhQQtiPM7AzL8V7YKdFxXbe7+9I95/li6nZix/RgYF1fimRKYndJYjPztmreY+7cuWN3KU4nWrRo1kLpGDFiOHYQup/UHk+55qHMdcHBwTgqBSGRSHTlKExtAud2wjvfwWufRljHeEd25tpdq1fZlhPXaFc2O5+8kU2d7MWaJnPk90NHFCNGjCgfQQtX5FIDVhH5j13Tw06JjpMEmi6GtAVxF2kSxWZC89cYsOwgfZccYP2Ry/xSy4cUCZyr1YBELDNoEJVTPBKFI0LOTCNCIhEs8C4s/Ao2j4W81aFSf/By351Uaw9d4rNJ26wR8r61fCiTI7ndJYnIM4Q7qq5evZoPP/yQEiVKWFvpjT/++IM1a9aE9yFFxNlc2Aej3oLtk6DSQPD7za1DkGFOop7fpjS5Uyeg4W8b+XHBPgKD1clexKWC0LRp0yhXrpzVT8R0mvf397euN6Ms5mwhEXFxZiB5yx8w8g0IDYEWK6BQQ7dYD/QiksePxbjGRen4Xi5GrT5C7RHrOXVVC2dFXCYIff/991Z7jVGjRj2yY8w0YTXBSERc2L0bYSdEz24FBWpC8xWQIrfdVTmc6NGj8ckbWZn8UXHO3/Cn/IDVLNx11u6yRCQigtD+/ft5/fXX/3O9WXtz7dq18DykiDiDM1thZBnYvxBqjIbKg8Azjt1VObRCGRNbU2Ulsibj4z+30HXWLu4FaieRiFMHoVSpUnHo0KH/XG/WB5n+YyLiglNh/wyDX9+BWAngo78hv5/dVTmNhHFiMuzDgvSokpeJ/56k2tB1HL54y+6yRCS8Qah58+a0bduWDRs2WPv9z5w5w19//cUXX3zBJ598EvFVioh97lyBifXCdoYVbQFNl0DSrHZX5XTMz8r6xTMx49MS+AcGU2nQGqZtPmV3WSJuL1zb581dzKLoXr16PTg5M1asWFYQ6tGjB45M2+dFXsLx9TCtKQTegarDIed7dlfkEm77B9Fl1i6mbzlN9YJp6VElH3FjRd1JuiISQecIBQQEWFNkt27dIk+ePE7RYE5BSOQFO8av6QcrekH6YlDjV0iY1u6qXI4ZETKBKFVCL6uTfZ40+pkk4tBBqEmTJi90u99+++2lihgyZAg///yz1bHXdLQfNGgQRYsWfe79Jk6cSN26dalSpQozZ858oedSEBJ5jpvnYHoLOLoKXv8SynQED41WRBazVqjV+K3W/7tUyM2Hr2VUk04RRw1C5qjwjBkz4uvra02PPc2MGTNeuIBJkybRoEEDazt+sWLF6N+/P1OmTLF2pqVIkeKp9zt27BilSpWyFmcnSZJEQUgkIhxaGtYxPlp0qD4KspSxuyK3YHaR/TB/L7+vP857eVPxU40C1gJrEXGwINSyZUsmTJhghaHGjRtbJ0ubEPIqTPgpUqQIgwcPftCkLn369LRu3ZqvvvrqifcxTezM9n0zQmVOuDZb9p8WhMxhj/cPfLwfhMzjKwiJPCQ4EJZ/D2v7Q9a3odoIiKfWEFHNnDPUYeoO4nvFtDrZm633IuJAu8bMFNbZs2fp0KEDc+bMsQJFrVq1WLRo0TNHiJ61xmjz5s2ULVv2fwVFj259vn79+qfer3v37tZoUdOmTZ/7HGZBtxkBun8xNYvIQ66dgDHlYf1geKc7fDBVIcgm7+VLzbw2pUmRIBa1Rqxn2MrDhIS4VTtIEcffPm92h5l1OUuWLGHPnj3kzZuXTz/9lEyZMlmLpl/GpUuXrNGdlClTPnK9+dysF3oSc1bR6NGjrVOtX0SnTp2s0Z/7l5MnT75UjSIubc9sGF4Kbp2DxguhZFvz24jdVbm19EniWKdRNy+dhZ8W7qPR2H+5dOt/o9oiErFe6SeeGb0xi/rMaJAJNJHt5s2b1K9f3wpByZIle+HgZqbAHr6IuL3AezDvC5hcHzKXgY9WQ/oidlcl/y+mR3S+ej8X45oUZffp67w/YLXV1V5EHCAImfU2Zp3QO++8Q44cOdi5c6e1vufEiRMvvX3ehBkPDw/Onz//yPXmc3N69eMOHz5sLZKuVKkSMWLEsC6///47s2fPtj42XxeR57h0EH4tC1t+hwp9odbvEDuR3VXJE5TJkZwFbUuTI2U8Phy9gT6L9hOkTvYiEeql9sSaKTCzZd2sszELlU0getGRmSfx9PSkUKFCLFu2jKpVqz5YLG0+b9Wq1X9unytXLit4Peybb76xRooGDBig9T8iz7NtAsz7HBKkgebLIFV+uyuS50iRwIvfmxRj2MpD9FtygA1HLzOgji9pEsW2uzQR99w+nyFDBmv7/LPOuZg+ffpLbZ9v2LAhI0aMsM4OMtvnJ0+ezL59+6y1QmZrfdq0aa1Fz0/SqFGjZ+4ae5y2z4tb8r8F87+A7RPA5wMo/zN4xrW7KnlJ/x67QpsJW7kbGMzPft68k+fR9ZUiEskjQiaURPRBX7Vr1+bixYt07drVWiDt4+PDwoULHyygNlNuJoCJSDid2wlTGsONM1BtJHjXtrsiCacimZJYney/nLqD5r9vonHJTNZaolgxPOwuTcQ9W2w4I40Iidsw/7T//RUWdYbkOcBvLCTLZndVEgHMj+0xa4/Ra8FecqaKb7XnyJRMI3wi4aGhFhFXdPdq2I4wMx1WqCE0XaoQ5ELMyHyTUpmZ/klJbt0LouKgNczadtruskSckkaERFzNyY0wtSn4X4cqQyB3Jbsrkkh0814g38zcxaxtZ6hVOB3fVs5LHE/1hhN5UQpCIq4iJATWDYBlPSBd4bCO8Yky2F2VRAHzY3zKplN0nb2LdInjMKReQWvKTESeT1NjIq7g1kX4yw+Wfhd2OnSjeQpBbjZVVqtIeua0KoVHtGhUHryG8RtOhKv1kYi70YiQiLM7shKmt4DQEKg+ErK+ZXdFYnMn++/m7GHCxhNUKJCaXtXzk8BLnexFnkZBSMRZBQfByl6wui9kKRO2NT6+zpWRMHN3nKHTtJ0kjuvJoLq+eKfX6eEiT6KpMRFndP0UjKsIa36Bt76BD2coBMkjKhZIY3WyTxwnJjWGrWPUqiPqZC/yBBoREnE2++bDrE8hZlzwGw0ZXrO7InFgAUEh/LxoH6NWH+XNnMnpW8uHJHE97S5LxGEoCIk4iyB/WNINNgyDnBWgymCIk8TuqsRJLN93ns8nb8czRnSrV9lrWZLaXZKIQ1AQEnEGlw/D1MZwYS+8+z0UbWG2CtldlTiZc9fv0Xbi1rCeZW9np/Vb2fGIrr9H4t4UhEQc3c6pMOcziJcc/MZAGh+7KxInFhwSysBlBxm0/CBFMyexRodSJvCyuywR2ygIiTiqgNuwoANs/RPy14SKv0AsHZInEWP94ct8NmkrgcGh9K3lzZs5U9hdkogtFIREHNH5PTClEVw/CeV/Bp8PNBUmEe7yLX++mLKdFfsv0rx0Zr4sl8taQyTiThSERByJ+ee4eSws/AqSZIGaYyF5TrurEhdmttSPXnOUnxbuI2/ahAyq40uGpHHsLkskyij6iziKe9fDFkTP/Qy860Lz5QpBEumiR49G89ezMPWTEly57U+FgauZt+Os3WWJRBmNCIk4gtObYWoTuHMFKg+EvNXsrkjc0I17gdZp1PN2nqVesQx0rZgHr5gedpclEqkUhETs7hj/zxBY+i2kKgB+v0GSzHZXJW7MvCVM2HiS7+bsJnOyuAyu50u2FFqkL65LU2Midrl9GSbUhsXfwGufQJNFCkHiEJ3szWjQrFYlCQoJpdKgtUz+96Q62YvL0oiQiB2OrYFpzSA4AKoOhxzv2l2RyH/cCQji29m7mbzpFFV80tCzWn7ixYphd1kiEUpBSCQqhQTDqp/h758gY0moPhISpLG7KpFnmrXtNF9P30ny+LEYXK8g+dImtLskkQijqTGRqHLjLPxeJSwElekIDWYpBIlTqOKTlrltShPPKwbVh65jzNqjmioTl6ERIZGocHAJzPgIPDyhxq+QqZTdFYm8NP+gYHrN38fYdcd4J09KfvYrQKI46mQvzk1BSCQyBQXAsu9g/WDI/i5UHQZxk9ldlcgrWbLnvHUidVxPDwbU9aVIpiR2lyQSbgpCIpHlylGY1hTO7oCy38Jrn5rT6+yuSiRCnLl2lzYTtrL15DXalc3OJ29kUyd7cUoKQiKRYfcMmN0GYieGmmMgbSG7KxKJcEHBIfRfepAhKw9RImtSfqntQ4r46mQvzkVBSCQiBd6FhZ1g85iw06ErDQAv7bAR17bm4CU+m7TNHMdIv1o+vJ4jud0libwwBSGRiHJxP0xpDFcOw3s/QqFG6hgvbuPiTX/aT97G6oOX+OSNrLR/JwcxPTQVLI5PQUjkVZl/Qlv/hAUdIGH6sKmwlHntrkrElk72I1Ydoc/i/XinS8jAur6kS6xO9uLYFIREXoX/TZjbDnZOAd/68P5P4BnX7qpEbLX5+FVrIfXNe4H09vPmvXyp7C5J5KkUhETC68w2mNoYbl0IWwuU38/uikQcxvU7gXSYtp1Fu8/ToHhGvi6fW53sxSEpCIm8LPNPZsMIWNIFUuQGvzGQNKvdVYk4HPP28sc/x/l+7l6ypYhndbLPkjye3WWJPEIr2URexp0rMPEDWNgRCjeFpksUgkSe0cm+QfFMzGhZgnuBwVQctIbpW07ZXZbIIzQiJPKijq8P6xgfeBuqDIVc5e2uSMRp3PYPosvMXUzfepoaBdPRvUpe4qqTvTgABSGRF+kYv6YfrOgF6YuG9QpLmM7uqkSc0rTNp+gyaxepEnoxuG5B8qTRz2Gxl6bGRJ7l5nn4oxos7wml20PDuQpBIq+gRqF0zGldCk+P6FQdupY/1h9TJ3uxlUaERJ7m0LKwjvHRokP1kZDlDbsrEnEZZs1Qz3l7rcXU7+dLxY81CpAwdky7yxI3pCAk8rjgQFjRE9b8AlnfgmojIF4Ku6sScUkLdp6lw7QdJPCKyaB6vhTMkNjuksTNKAiJPOzaCZjaFE5vhre7QIm26hgvEslOXrlDm4lb2XnqOl+Uy0mL0lmIrk72EkUUhETu2zsHZrWEWAnBb3TYwmgRiRKBwSH0XXyA4X8ftpq29qvlTbJ4sewuS9yAgpBI4D1Y/A38OwpyV4LKgyC2hudF7PD3gYu0n7QNj+jR6F/bhxLZktldkrg4BSFxb5cOwdRGcPEAlOsJRZqpY7yIzS7cuMdnk7ax/shlWr+ZjTZvZyeGOtlLJFEQEve1fSLMbQ8JUoe1yUhdwO6KROT/BYeEMnTFIX5ZeoDCGZMwoK4PqRPGtrsscUEKQuJ+/G/B/C9h+3jwrgvl+0As9T8ScUQbj16h7cSt1nb7PjW9eTt3SrtLEhejICTu5dxOmNIYbpyBCn3Bp67dFYnIc1y9HcCXU7ezdO8FmpTMzFfv58IzhqbKJGIoCIl7MH/N//0VFnWGZDmg5hhIlt3uqkTkBZm3qjFrj9FrwV5ypUpgdbLPmDSu3WWJC1CkFtd39xpMbgDzv4CCDaDZUoUgESfsZN+kVGamf1KSG/cCqTBwDbO3n7G7LHEBGhES13byX5jaBPyvQ+XBkKey3RWJyCu6eS+QzjN2WUGoTpH0dKuUl9ieHnaXJU5KQUhcU0gIrBsIy3tAGl+oMRoSZ7S7KhGJIOata/Kmk3SbvZsMSeIwuF5BcqSMb3dZ4oQ0NSau59ZF+MsPlnaD4q2g8QKFIBEXnCqrXSQDs1uVsj6vPHgNEzaeUCd7eWkaERLXcuRvmN4cQoKh+gjIVtbuikQkkt0NCKb73D1WEKpYIDW9qucnvpc62cuLURAS1xAcBH//CKv6QObXofpIiJ/K7qpEJArN2X6Gr6fvJHFcT2tXWYF0iewuSZyApsbE+V0/DeMqweq+8FZnqD9DIUjEDVXyTsO8NqVJFCcmNYat49fVRzRVJs+lESFxbvsXwMxPIGacsAXRGYvbXZGI2CwgKITeC/fx65qjvJ0rBT/X9CZJXE+7yxIHpSAkzinIH5Z+C/8MhZzlocoQiJPE7qpExIEs33eezydvJ1YMDwbU8aFYlqR2lyQOSEFInM/lw2FnA53fDe/2gGIfq2O8iDzR2et3aTtxG5uOXaHt2zlo9VY2PKLr54X8j4KQOJedU2HOZxAvOfj9FnZGkIjIczrZD1x2kIHLD/Ja5qT0r+NDygRedpclDkJBSJxDwB1Y0AG2/gH5a0KFfuCl109EXtz6w5etTvYmGPWt5c0bOVPYXZI4AAUhcXzn98DUxnD1OJT/GXw/1FSYiITL5Vv+fD5lOyv3X+Sj17PwRbmcxPTQBmp3piAkjsv81dwyDhZ0hCRZwG8MpMhld1Ui4uRCQkL5dc0Rei/cT760CRlU15f0SeLYXZbYREFIHNO962FrgXZPh0KN4L0fIWZsu6sSERey9cRVWk/YyvW7gfxUowDl86e2uySxgYKQOJ7Tm8N2hd25ApUGQL7qdlckIi7KhKBO03cwf+c5PiiWgS4V8+AVU53s3YmCkDgO81dx/ZCw84FS5Q/bFZYks91ViYiLM2+Df204YfUry5IsrtXJPluKeHaXJVHEIVaIDRkyhEyZMuHl5UWxYsXYuHHjU287atQoSpcuTeLEia1L2bJln3l7cRK3L8P42rC4MxT7CJosUggSkSjrZP/haxmZ1bIkgcEhVBq0himbTqo9h5uwPQhNmjSJ9u3b061bN7Zs2YK3tzflypXjwoULT7z9ypUrqVu3LitWrGD9+vWkT5+ed999l9OnT0d57RJBjq2F4aXg1L9QbzKU6wkxdBy+iESt3KkTMKd1KSoUSM2XU3fQfvJ2bvkH2V2WuPrUmBkBKlKkCIMHD7Y+DwkJscJN69at+eqrr557/+DgYGtkyNy/QYMG//m6v7+/dXl4asw8vqbGHEBIcFi3eNM1PkMJqDEKEqSxuyoREWZsPcU3M3aRIoGXtavM7C4T12TriFBAQACbN2+2prceFBQ9uvW5Ge15EXfu3CEwMJAkSZ7cZ6pXr17WmqD7FxOCxAHcOAu/VwkLQa93gIazFYJExGFU801njQ7F8fSg+tB1jF17VFNlLsrWIHTp0iVrRCdlypSPXG8+P3fu3As9RseOHUmTJs0jYephnTp1skZ/7l9OnjwZIbXLKzi4NGwq7PIhaDAb3uwE0bVLQ0QcS5bk8Zj+aQnqFcvAt3P28NEfm7l2J8DussTV1gi9ih9//JGJEycyY8YMa6H1k8SKFcuaAnv4IjYJDoTFXeCvGpC2IHy8BjKXtrsqEZGnMp3rv62clxH1C7Hh6BUqDFzD5uNX7C5LXCUIJUuWDA8PD86fP//I9ebzVKlSPfO+ffr0sYLQ4sWLKVCgQCRXKq/s6jH47T34Zyi8+z3UnQRxk9ldlYjICymXNxXz25YmVUIvao34hyErDlknVIvzszUIeXp6UqhQIZYtW/bgOrNY2nxevHjxp96vd+/e9OjRg4ULF1K4cOEoqlbCbfdMGP463L4ITRZDidZmMZjdVYmIvJS0iWIzscVrfFwmC30W76fhmI1cvPm/zTjinGx/NzJb583ZQOPGjWPv3r188skn3L59m8aNG1tfNzvBzDqf+3766Se6dOnCb7/9Zp09ZNYSmcutW7ds/C7kiQLvwtx2MKUhZH0TPl4N6QrZXZWISLiZBq1flsvF702KsvfsTd4fsJrVBy/aXZY4cxCqXbu2Nc3VtWtXfHx82LZtmzXSc38B9YkTJzh79uyD2w8bNszabebn50fq1KkfXMxjiAO5eAB+LQvbxkPF/lBzLHhp+6mIuIbS2ZMzv20pcqeOT4PfNtJ74T6CgkPsLkuc8RyhqKYWG5HM/HUy4Wf+F5AwPdQcAynz2l2ViEikMOuEhv19mH5LDuCTPhED6/paU2jiPBSEJOL434R5n8OOSeD7IbzfGzzj2l2ViEik23TsCm0mbOV2QDC9/QpYi6vFOSgIScQ4ux2mNIZb58OmwgrUtLsiEZEoZc4Y6jB1B4v3nKdRiUx0Kp/L2n4vjk1BSF6N+euzcSQs/gaS5wpbC5Q0q91ViYjYwryl/r7+OD3n7SV7ynhWew5zMKM4LtsXS4sTu3MFJn0ICzpA4SbQbKlCkIjg7p3sG5bIZJ1IfScg2Opkb/qWiePSiJCEz4kNMK1p2LqgqkMhVwW7KxIRcSimc32XmbuYsfU0foXS0b1KXuJ4xrC7LHmMgpC8nJAQWPsLLO8J6YpAjV8hkRrZiog8iXmLnbr5FF1n7SZNIi8G1ytI7tR673EkmhqTF3frAvxZHZb1gFKfQaN5CkEiIs+ZKqtZOD1zWpe0DmOsMmQtf/5zXJ3sHYhGhOTFHF4O0z8K+7j6yLCTokVE5IXdCwzm+3l7+POfE5TPn4pe1QuQMHZMu8tyewpC8mzBQbCiJ6z5BbK8ERaC4qWwuyoREac1f+dZOk7bYYUgs6vMN0Niu0tya5oak6e7dhLGloe1A+DtrvDhdIUgEZFXVD5/aua3KU2yeLGoOXw9I/4+rE72NtKIkDzZ3rkwqyXEig81RkOGYnZXJCLiUgKDQ+izaD8jVh3hjZzJ6VvTm6TxYtldlttREJJHBfnD4i6wcQTkqgiVB0GcJHZXJSLislbsv8Dnk7cTI3o0+tfxoUTWZHaX5FYUhOR/Lh2CqY3h4j54tycUbW62PNhdlYiIyzt/4x6fTdzGP0cv0/qt7LR5KxsxPLR6JSooCEmY7ZNgXnuIlzKsY3xqb7srEhFxK8EhoQxZcYj+Sw9QOFMSBtTxIXVCdbKPbApC7i7gNsz/Erb9BQXqQIU+YeuCRETEFhuOXKbtxG34BwXTp6Y3b+dOaXdJLk1ByJ2d2xU2FXb9FFToCz717K5IRESAK7cD+HLKdpbtu0DTUpnp+F4uPGNoqiwyKAi5I/OSb/oNFnaCZNnBbwwkz2F3VSIi8hDz9jx6zVF+WrjPasthzhzKmDSu3WW5HMVLd3P3GkxpGLYeyPfDsI7xCkEiIg7ZnqNZ6SxM+6QE1+4EUmHgGuZsP2N3WS5HI0Lu5NSmsKmwu9ehyiDIU8XuikRE5AXcuBfI19N3MnfHWeoWTU/XinmJ7elhd1kuQUHIXTrGrx8Ey7pDah/w+w0SZ7S7KhEReQnm7XrSvyf5ds5uMiSJY3Wyz5FSm1telabGXN3tSzC+FizpCsVbQpOFCkEiIk46VVanaAZmtyplLfWsPHgNEzeeUCf7V6QRIVd2dBVMaw4hQVBtBGQva3dFIiISAe4GBPPdnN1M/PcklbzT8EO1fMT3Uif78FAQctWO8at6w9+9IVMpqD4KEqS2uyoREYlgs7efsdYOJY3nae0qK5Aukd0lOR1Njbma66fh98qw6md482toMEshSETERVX2TsPc1qVI4BWTGsPWWdvt3Wx845VpRMiV7F8IMz+BGF7gNxoylrC7IhERiQIBQSHWeUMmCL2dK4V1InXiuJ52l+UUFIRcQVAALP0W/hkCOd6DqsPUMV5ExA0t23uez6dsxyuGBwPr+lI0s94LnkdByNldOQJTm4S1y3inO7z2iTrGi4i4sbPX79J2wjY2Hb/CZ2Vz0PLNbHhE1/vC0ygIObNd02B2W4ibLOxsoLQF7a5IREQcQFBwCAOXHWTQikMUz5KU/rV9SJHAy+6yHJKCkDMKuAMLv4It4yBfDajYH7yc9HsREZFIs+7QJdpO2kZISCj9avtQJkdyu0tyOApCzubCXpjSGK4eg/d/goINNBUmIiJPdemWP+0nb2fVgYt8VCYLX7ybk5ge2jR+n4KQszAv05bfYUFHSJwJao6BFLntrkpERJyAGREatfoIPy/aT/50CRlYx5f0SeLYXZZDUBByBvduwNzPwtYEFWwI7/0InvoLLCIiL2fLiau0mbCVG3cD6e1XgPfy6Zw5BSFHd3pL2K4w0zOs8oCwNUEiIiLhdP1uIF9N28GCXeeo/1pGOlfIjVdM9+1kryDkqMzL8s+wsGapqfKF7QpLksXuqkRExAWYt/4/N5ygx9w9ZE0ej8H1fK3/uyOtlnJEd67AhDqwqBMUbQFNFisEiYhIhHayN6NBMz8tiX9QMJUGrWHq5lO4I40IOZrj62BqUwi6F3ZCdM737K5IRERc2J2AILrO2m0Foeq+aelRNR9xY8XAXSgIOYqQYFjdF1b2ggzFwzrGJ0xrd1UiIuImZmw9RecZu0iVwItB9XzJmyYh7kBTY47g5jn4oyqs+AFe/xIazFYIEhGRKFXNN53Vyd4snK42dB2/rz/mFp3sNSJkt4NLYcZHED0G1BgFmV+3uyIREXFj9wKD6TV/L+PWH6dc3pT0ruFNwjgxcVUKQnYJDoTlPWDtAMhWFqoOh3g6+lxERBzDwl3n6DB1O/G9Ylqd7AtlTIwrUhCyw9XjYWcDnd0Gb3eD4q0gumYpRUTEsZy6eoe2E7ex7eQ1Pn83Bx+/npXoLtbJXkEoqu2ZBbNaQ+yE4DcG0hWO+hpEREReUGBwCL8sOcCwvw9TKlsy+tXyIXn8WLgKBaGoEngPFn0Nm0ZDnipQaSDEThR1zy8iIvIKVh+8SLtJ26wziPrX9qFktmS4AgWhqHDxAExtDJcOwnu9oHATdYwXERGnc+HmPdpP2s7aw5do+UY2PiubnRhO3sleQSiybRsP8z6HhOnCpsJMuwwREREn7mQ/7O/D9FtyAN/0iayF1GkSxcZZKQhFFv+bMO8L2DERfD6A8j+DZ9zIez4REZEotOnYFauT/e2AYPrU9OadPClxRgpCkeHsDpjSCG6dhwr9wLt25DyPiIiIja7dCeDLqTtYsuc8jUpkolP5XMSK4Vyd7BWEIpL5o9w4ChZ3huS5wqbCkmWL2OcQERFxIKGhoYxbd4wf5u8jR6p4DKpbkMzJnGcGxLlXODmSu1dh0oew4Eso1BiaLVUIEhERlxctWjQalczM9E9LcOteEBUHrmbWttM4C40IRYQTG2Ba07B1QVWGQO6KEfO4IiIiTuSWfxDfzNjJzG1nqFU4Hd9WzkscT8fuZK8g9CpCQmBtf1j+fdjBiDVGQ6L0EVWqiIiI0wkNDWXK5lN0m7WbtIljM7ieL7lSOUBvz6fQ1Fh43boAf1aHZd2h1GfQaJ5CkIiIuL1o0aJRq3B65rQuSYzo0agyeC1/bTjusJ3sNSIUHodXwPQWYR9XHwFZ34rQGkVERFylk32PuXv4a8MJKuRPTa8a+Ung5Vid7BWEXkZwEKz8AVb3gyxvQLUREN85z00QERGJKvN2nOWraTtIFDemtavMJ73jtJjS1NiLunYSxlaANf3h7S7w4XSFIBERkRdQoUBq5rctTZK4sfAbto5Rq45YJ1Q7Ao0IvYh982Dmp+AZD/xGQ4bXIrtMERERlxMQFEKfxfsZueoIb+ZMbp1InTSevZ3sFYSeJcgfFneBjSMgV0WoPAjiJImqUkVERFzSiv0X+HzydmJ6mE72vhTPmtS2WhSEnuby4bA2GRf3wbs9oWhzdYwXERGJIOdv3KPtxK1sPHqF1m9lp83b2fGIHvXvswpCT7JjMsxtB/FSQs0xkNo7qssUERFxecEhoQxefogByw5QJFMSBtTxJVVCryitQUHoYQG3YX4H2PYnFKgNFfpCrPh2lSoiIuIW/jly2RodCgwOpW9Nb97MlSLKnltB6L7zu2FKY7h+Esr3AZ96mgoTERGJIlduB/DFlO0s33eB5qUz82W5XHjGiPzN7QpC5tvfPAYWdoIkWcOmwpLntLtMERERtxMaGsroNUf5aeE+8qROYJ05lCFpHNc/R2jIkCFkypQJLy8vihUrxsaNG595+ylTppArVy7r9vnz52f+/Pnhe+K718IWRJv1QD4fQPNlCkEiIiI2tudoVjoLUz8uwdU7gVQYuJq5O864dhCaNGkS7du3p1u3bmzZsgVvb2/KlSvHhQsXnnj7devWUbduXZo2bcrWrVupWrWqddm1a9fLPfHprTCidFi7jJrjoGI/iBk7Yr4pERERCTfv9ImY26YUZXImp9X4rXSavtNq1+GSU2NmBKhIkSIMHjzY+jwkJIT06dPTunVrvvrqq//cvnbt2ty+fZu5c+c+uO61117Dx8eH4cOHv/jUWKfEJMjsG3ZAYuJMEfxdiYiIyKsyEWXivyf5dvZuMiWNy6J2rxPRYmCjgIAANm/eTKdOnR5cFz16dMqWLcv69eufeB9zvRlBepgZQZo5c+YTb+/v729d7jNrg4wbeetD+a7gEdOkowj6jkRERCQiVciViByJC1gLqc1gRvz48a0pNJcIQpcuXSI4OJiUKR/t2WU+37dv3xPvc+7cuSfe3lz/JL169eK77777z/XpPxwImIuIiIg4g4SdsZbOJE+e3DWCUFQwo00PjyBdu3aNjBkzcuLECWuKTOxjkr2ZBj158uSL932TSKPXw3HotXAcei0c77Xw9PSM0Me1NQglS5YMDw8Pzp8//8j15vNUqVI98T7m+pe5faxYsazL40wI0l9qx2BeB70WjkOvh+PQa+E49Fo4joicFrN915hJdYUKFWLZsmUPrjOLpc3nxYsXf+J9zPUP395YsmTJU28vIiIi4rBTY2baqmHDhhQuXJiiRYvSv39/a1dY48aNra83aNCAtGnTWmt9jLZt21KmTBn69u1LhQoVmDhxIps2bWLkyJE2fyciIiLibGwPQmY7/MWLF+natau14Nlsg1+4cOGDBdFmLY/ZSXZfiRIlGD9+PN988w1ff/012bNnt3aM5cuX74Wez0yTmTOLnjRdJlFLr4Vj0evhOPRaOA69Fq7/Wth+jpCIiIiIXWw/WVpERETELgpCIiIi4rYUhERERMRtKQiJiIiI23LJIDRkyBAyZcqEl5eX1dR148aNz7z9lClTyJUrl3X7/PnzM3/+/Cir1dW9zGsxatQoSpcuTeLEia2L6Tn3vNdOIvffxn3mmApziFnVqlUjvUZ38bKvhTkVv2XLlqROndraNZMjRw79rLLptTDHvOTMmZPYsWNbJx23a9eOe/fuRVm9rmrVqlVUqlSJNGnSWD9vntZD9GErV66kYMGC1r+JbNmyMXbs2Jd/4lAXM3HixFBPT8/Q3377LXT37t2hzZs3D02UKFHo+fPnn3j7tWvXhnp4eIT27t07dM+ePaHffPNNaMyYMUN37twZ5bW7+2tRr1690CFDhoRu3bo1dO/evaGNGjUKTZgwYeipU6eivHZX9LKvx31Hjx4NTZs2bWjp0qVDq1SpEmX1urKXfS38/f1DCxcuHFq+fPnQNWvWWK/JypUrQ7dt2xbltbv7a/HXX3+FxooVy/q/eR0WLVoUmjp16tB27dpFee2uZv78+aGdO3cOnT59utnNHjpjxoxn3v7IkSOhceLECW3fvr31/j1o0CDr/XzhwoUv9bwuF4SKFi0a2rJlywefBwcHh6ZJkya0V69eT7x9rVq1QitUqPDIdcWKFQv96KOPIr1WV/eyr8XjgoKCQuPHjx86bty4SKzSfYTn9TCvQYkSJUJ//fXX0IYNGyoI2fRaDBs2LDRLliyhAQEBUVile3jZ18Lc9q233nrkOvNGXLJkyUiv1Z3wAkGoQ4cOoXnz5n3kutq1a4eWK1fupZ7LpabGAgIC2Lx5szWlcp85jNF8vn79+ifex1z/8O2NcuXKPfX2EnmvxePu3LlDYGAgSZIkicRK3UN4X4/u3buTIkUKmjZtGkWVur7wvBazZ8+22giZqTFz2Kw5QPaHH34gODg4Cit3PeF5LcyhvuY+96fPjhw5Yk1Rli9fPsrqloh9/7b9ZOmIdOnSJesHw/1Tqe8zn+/bt++J9zGnWT/p9uZ6idrX4nEdO3a05oof/4suUfN6rFmzhtGjR7Nt27YoqtI9hOe1MG+2y5cv54MPPrDedA8dOsSnn35q/aJgTtqVqHst6tWrZ92vVKlSZkaFoKAgPv74Y6vTgUStp71/my71d+/etdZwvQiXGhES1/Hjjz9aC3RnzJhhLWCUqHXz5k3q169vLWBPliyZ3eW4PdOM2ozMmZ6KplG1aU3UuXNnhg8fbndpbscszjWjcUOHDmXLli1Mnz6defPm0aNHD7tLk3ByqREh8wPbw8OD8+fPP3K9+TxVqlRPvI+5/mVuL5H3WtzXp08fKwgtXbqUAgUKRHKl7uFlX4/Dhw9z7NgxawfHw2/GRowYMdi/fz9Zs2aNgspdT3j+bZidYjFjxrTud1/u3Lmt34jN9I6np2ek1+2KwvNadOnSxfoloVmzZtbnZqexaRTeokULK5w+3BtTItfT3r8TJEjwwqNBhku9YuaHgfltadmyZY/88Dafm/n1JzHXP3x7Y8mSJU+9vUTea2H07t3b+s3KNN4tXLhwFFXr+l729TDHSezcudOaFrt/qVy5Mm+++ab1sdkyLFH3b6NkyZLWdNj9MGocOHDACkgKQVH7Wpi1i4+HnfsBVa07o1aEvX+HuuBWSLO1cezYsdZ2uhYtWlhbIc+dO2d9vX79+qFfffXVI9vnY8SIEdqnTx9ry3a3bt20fd6m1+LHH3+0trFOnTo19OzZsw8uN2/etPG7cN/X43HaNWbfa3HixAlrB2WrVq1C9+/fHzp37tzQFClShH7//fc2fhfu+VqY9wjzWkyYMMHavr148eLQrFmzWjuQ5dWYn/Xm+BRzMfGkX79+1sfHjx+3vm5eB/N6PL59/ssvv7Tev83xK9o+///MWQIZMmSw3lTN1sh//vnnwdfKlClj/UB/2OTJk0Nz5Mhh3d5sxZs3b54NVbuml3ktMmbMaP3lf/xifvCIPf82HqYgZO9rsW7dOutoD/OmbbbS9+zZ0zreQKL2tQgMDAz99ttvrfDj5eUVmj59+tBPP/009OrVqzZV7zpWrFjxxPeA+3/+5v/m9Xj8Pj4+PtZrZ/5djBkz5qWfN5r5T8QOVomIiIg4B5daIyQiIiLyMhSERERExG0pCImIiIjbUhASERERt6UgJCIiIm5LQUhERETcloKQiIiIuC0FIREREXFbCkIi8h9vvPEGn332Gc6qUaNGVK1a1WW+HxGJPC7VfV5EnJvpeJ85c2a2bt2Kj49PhD3u9OnTre7tIiKPUxASEYcQEBAQaY+dJEmSSHtsEXFumhoTkScKCQmhQ4cOVohIlSoV33777YOvXbt2jWbNmpE8eXISJEjAW2+9xfbt2x98/fDhw1SpUoWUKVMSL148ihQpwtKlSx95/EyZMtGjRw8aNGhgPUaLFi2s0SDD19eXaNGiWVNazxMcHEz79u1JlCgRSZMmtWp+vIXi41NjQ4cOJXv27Hh5eVk1+vn5PfJ99+rVy6olduzYeHt7M3Xq1Eeer2nTpg++njNnTgYMGPDI861cuZKiRYsSN25cq66SJUty/PjxB1+fNWsWBQsWtJ4/S5YsfPfddwQFBT33exWRiKcgJCJPNG7cOOuNfMOGDfTu3Zvu3buzZMkS62s1a9bkwoULLFiwgM2bN1tv6m+//TZXrlyxvn7r1i3Kly/PsmXLrGmu9957j0qVKnHixIlHnqNPnz5W0DC36dKlCxs3brSuN6Hp7Nmz1pTW8/Tt25exY8fy22+/sWbNGquGGTNmPPX2mzZtok2bNtb3s3//fhYuXMjrr7/+4OsmBP3+++8MHz6c3bt3065dOz788EP+/vvvB0EpXbp0TJkyhT179tC1a1e+/vprJk+ebH3dBBqzPqlMmTLs2LGD9evXWyHPBDtj9erVVvhr27atdf8RI0ZY9ffs2TMcr5KIvLKX7lcvIi6vTJkyoaVKlXrkuiJFioR27NgxdPXq1aEJEiQIvXfv3iNfz5o1a+iIESOe+ph58+YNHTRo0IPPM2bMGFq1atVHbnP06FEzlBO6devWF641derUob17937weWBgYGi6dOlCq1Sp8sj307ZtW+vjadOmWfXfuHHjP49lvqc4ceKErlu37pHrmzZtGlq3bt2n1tCyZcvQGjVqWB9fvnzZ+h5Wrlz5xNu+/fbboT/88MMj1/3xxx/W9yEiUU9rhETkiQoUKPDI56lTp7ZGgcwUmBnxMdNQD7t79641JWaYr5uptHnz5lkjO2aUxHz98RGhwoULv1KN169ftx6/WLFiD66LESOG9biPT4/d984775AxY0ZrSsqMVJlLtWrViBMnDocOHeLOnTvWbR5fv2Sm6+4bMmSINQJlvh/zfZmv31/cbaYSza61cuXKWY9TtmxZatWqZf35GebPb+3atY+MAJnptnv37lnPbeoQkaijICQiT/T4LisztWOmhUzIMW/qZh3M48x6GOOLL76wptHM1Fe2bNmstTRmHc7jC6LN1FtUix8/Plu2bLHqX7x4sTW1ZULbv//+a31vhglwadOmfeR+sWLFsv4/ceJE6/szU3LFixe3Hu/nn3+2phDvGzNmjDX9ZqbdJk2axDfffGP9ebz22mvWc5g1QdWrV/9PbWbNkIhELQUhEXkpZj3QuXPnrJEXs+D5ScyIhxkVMSMthnnzN1vjn8fT0/PBCMmLSJgwoRXKTAi5v87HjD7dX7f0NKZ2M1JjLt26dbMC3PLly60RHBN4zEiPWePztO+tRIkSfPrppw+uuz8S9jAzgmQunTp1sgLT+PHjrSBk6jJrk0xAFBH7KQiJyEsx4cG8sZsFwWYRdY4cOThz5ow1imKCj5mWMjuyzEJns0DajCSZhdBmNOl5UqRIYY0emZEUsyDZjJCYsPMsZtHxjz/+aD1nrly56Nevn7Wr7Wnmzp3LkSNHrOCUOHFi5s+fb9Vmdn+Z0R0z2mMWSJvrSpUqZU2/mfBjdrY1bNjQeh6zmHrRokXWzrE//vjDGk26v+Pt6NGjjBw5ksqVK5MmTRor9Bw8eNBaIG2YEaiKFSuSIUMGa5QsevTo1nTZrl27+P7771/69RCRV6NdYyLyUkywMeHBBInGjRtbQahOnTrW9nCzFd0wYcSEDDNyYsKQWS/zrBGah0dqBg4caO2kMiHCbMF/ns8//5z69etbIeX+VNX9kagnMaM/JqSZLf+5c+e2dodNmDCBvHnzWl83W/pNcDO7x8zXzRoiE/LuB52PPvrImtaqXbu2tTbp8uXLj4wOmTU++/bto0aNGtafjdkx1rJlS+t+hvmzMGHMTMuZYwXMKNEvv/xirVsSkagXzayYtuF5RURERGynESERERFxWwpCIuLQzMnUT7uYwwlFRF6FpsZExKGZs32exmxxN4urRUTCS0FIRERE3JamxkRERMRtKQiJiIiI21IQEhEREbelICQiIiJuS0FIRERE3JaCkIiIiLgtBSERERHBXf0f2Nlk42rplrMAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# возраст\n",
"age['young'] = fuzzy.zmf(age.universe, 0, 30)\n",
"age['middle'] = fuzzy.trapmf(age.universe, [18, 20, 30, 40])\n",
"age['old'] = fuzzy.trapmf(age.universe, [40, 50, 60, 70])\n",
"age['aged'] = fuzzy.smf(age.universe, 60, 100) \n",
"\n",
"# сахар\n",
"glucose['low'] = fuzzy.zmf(glucose.universe, 50, 80)\n",
"glucose['normal'] = fuzzy.trapmf(glucose.universe, [70, 80, 90, 100])\n",
"glucose['hight'] = fuzzy.smf(glucose.universe, 100, 300)\n",
"\n",
"# ИМТ\n",
"bmi['low'] = fuzzy.zmf(bmi.universe, 0, 19)\n",
"bmi['normal'] = fuzzy.trimf(bmi.universe, [18, 20, 25])\n",
"bmi['hight'] = fuzzy.smf(bmi.universe, 25, 50)\n",
"\n",
"# гипертония\n",
"hypertension['low'] = fuzzy.zmf(hypertension.universe, 0, 0.6)\n",
"hypertension['high'] = fuzzy.smf(hypertension.universe, 0.4, 1.0)\n",
"\n",
"# пердечный сриступ\n",
"heart_disease['low'] = fuzzy.zmf(heart_disease.universe, 0, 0.6)\n",
"heart_disease['high'] = fuzzy.smf(heart_disease.universe, 0.4, 1.0)\n",
"\n",
"#риск инсульта\n",
"stroke_risk['low'] = fuzzy.zmf(stroke_risk.universe, 0, 0.4)\n",
"stroke_risk['medium'] = fuzzy.trimf(stroke_risk.universe, [0.3, 0.5, 0.7])\n",
"stroke_risk['high'] = fuzzy.smf(stroke_risk.universe, 0.6, 1.0)\n",
"\n",
"\n",
"age.view()\n",
"glucose.view()\n",
"bmi.view()\n",
"hypertension.view()\n",
"heart_disease.view()\n",
"stroke_risk.view()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p style=\"margin: 15px;\">\n",
"а теперь формируем базу нечетких правил :D\n",
"</p>\n",
"\n",
"\n",
"<style>\n",
" .blur-text {\n",
" filter: blur(3px);\n",
" transition: filter 0.3s ease-in-out;\n",
" cursor: pointer;\n",
" }\n",
"\n",
" .blur-text.clear {\n",
" filter: blur(0);\n",
" }\n",
"</style>\n",
"\n",
"<p class=\"blur-text\" onclick=\"this.classList.toggle('clear')\" style=\"margin: 15px;\">\n",
" ну.... с написанием правил мне чат гпт помог, я не медик, поэтому... спасибо чату\n",
"</p>"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"rule1 = control.Rule(age['aged'] & hypertension['high'], stroke_risk['high'])\n",
"rule2 = control.Rule(age['old'] & hypertension['high'], stroke_risk['high'])\n",
"rule3 = control.Rule(age['middle'] & hypertension['high'] & glucose['hight'], stroke_risk['high'])\n",
"rule4 = control.Rule(age['middle'] & hypertension['high'] & glucose['normal'], stroke_risk['medium'])\n",
"rule5 = control.Rule(age['young'] & hypertension['high'] & glucose['low'], stroke_risk['medium'])\n",
"rule6 = control.Rule(age['young'] & hypertension['low'] & glucose['normal'], stroke_risk['low'])\n",
"rule7 = control.Rule(age['aged'] & glucose['hight'] & bmi['hight'], stroke_risk['high'])\n",
"rule8 = control.Rule(age['old'] & glucose['normal'] & bmi['hight'], stroke_risk['medium'])\n",
"rule9 = control.Rule(age['old'] & glucose['low'] & bmi['low'], stroke_risk['low'])\n",
"rule10 = control.Rule(age['middle'] & bmi['hight'] & glucose['hight'], stroke_risk['high'])\n",
"rule11 = control.Rule(age['young'] & bmi['hight'] & glucose['hight'], stroke_risk['medium'])\n",
"rule12 = control.Rule(age['young'] & bmi['normal'] & glucose['normal'], stroke_risk['low'])\n",
"rule13 = control.Rule(age['aged'] & heart_disease['high'], stroke_risk['high'])\n",
"rule14 = control.Rule(age['old'] & heart_disease['high'], stroke_risk['high'])\n",
"rule15 = control.Rule(age['middle'] & heart_disease['high'], stroke_risk['medium'])\n",
"rule16 = control.Rule(age['young'] & heart_disease['high'], stroke_risk['medium'])\n",
"rule17 = control.Rule(age['aged'] & hypertension['high'] & glucose['hight'] & bmi['hight'], stroke_risk['high'])\n",
"rule18 = control.Rule(age['middle'] & hypertension['low'] & glucose['low'] & bmi['low'], stroke_risk['low'])\n",
"rule19 = control.Rule(heart_disease['high'] & glucose['hight'] & bmi['hight'], stroke_risk['high'])\n",
"rule20 = control.Rule(heart_disease['low'] & glucose['normal'] & bmi['normal'], stroke_risk['low'])\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_7\\.venv\\Lib\\site-packages\\skfuzzy\\control\\controlsystem.py:135: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stroke_ctrl = control.ControlSystem([\n",
" rule1, \n",
" rule2, \n",
" rule3,\n",
" rule4,\n",
" rule5,\n",
" rule6,\n",
" rule7,\n",
" rule8,\n",
" rule9,\n",
" rule10,\n",
" rule11,\n",
" rule12,\n",
" rule13,\n",
" rule14,\n",
" rule15,\n",
" rule16,\n",
" rule17,\n",
" rule18,\n",
" rule19,\n",
" rule20,\n",
"])\n",
"\n",
"stroke = control.ControlSystemSimulation(stroke_ctrl)\n",
"stroke_ctrl.view()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.12.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}