diff --git a/.ipynb_checkpoints/draft_kidney-checkpoint.ipynb b/.ipynb_checkpoints/draft_kidney-checkpoint.ipynb
deleted file mode 100644
index 4c4d6dfba167d14662bc817b367036bea3681d03..0000000000000000000000000000000000000000
--- a/.ipynb_checkpoints/draft_kidney-checkpoint.ipynb
+++ /dev/null
@@ -1,1155 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n",
- "from sklearn.linear_model import LogisticRegression\n",
- "from binary_classification_workflow import *"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 400 entries, 0 to 399\n",
- "Data columns (total 26 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 id 400 non-null int64 \n",
- " 1 age 391 non-null float64\n",
- " 2 bp 388 non-null float64\n",
- " 3 sg 353 non-null float64\n",
- " 4 al 354 non-null float64\n",
- " 5 su 351 non-null float64\n",
- " 6 rbc 248 non-null object \n",
- " 7 pc 335 non-null object \n",
- " 8 pcc 396 non-null object \n",
- " 9 ba 396 non-null object \n",
- " 10 bgr 356 non-null float64\n",
- " 11 bu 381 non-null float64\n",
- " 12 sc 383 non-null float64\n",
- " 13 sod 313 non-null float64\n",
- " 14 pot 312 non-null float64\n",
- " 15 hemo 348 non-null float64\n",
- " 16 pcv 330 non-null object \n",
- " 17 wc 295 non-null object \n",
- " 18 rc 270 non-null object \n",
- " 19 htn 398 non-null object \n",
- " 20 dm 398 non-null object \n",
- " 21 cad 398 non-null object \n",
- " 22 appet 399 non-null object \n",
- " 23 pe 399 non-null object \n",
- " 24 ane 399 non-null object \n",
- " 25 classification 400 non-null object \n",
- "dtypes: float64(11), int64(1), object(14)\n",
- "memory usage: 81.4+ KB\n",
- "Number of rows : 400\n",
- "Number of rows with at least one NAN value: 242\n",
- "60% of our rows have at least one missing value\n"
- ]
- }
- ],
- "source": [
- "df_kidney = pd.read_csv('./data/kidney_disease.csv')\n",
- "df_kidney.info()\n",
- "\n",
- "nan_count = df_kidney[df_kidney.isna().any(axis=1)].shape[0]\n",
- "print(f\"Number of rows : {len(df_kidney)}\")\n",
- "print(f\"Number of rows with at least one NAN value: {nan_count}\")\n",
- "print(f\"{round(nan_count/len(df_kidney) * 100)}% of our rows have at least one\"\n",
- " f\" missing value\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "numerical_columns = get_numerical_columns(df_kidney)\n",
- "nominal_columns = get_categorical_columns(df_kidney)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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QCAwMFL/97W/FuXPnWp3CfeE+WpsW3dLPqSVWq1UsX75cJCYmCq1WK+Li4kRaWpqoq6tr0/u0pLq6WsycOVMEBQUJAM5pyE3Trzds2OCy/alTpwQAkZGR4bL84MGDYvr06SI0NFTo9XoRHx8vfve734mtW7desga0MP1aiIZjm5aWJvr06SN0Op0ICwsTV111lXjxxRddfj/WrFkjkpKShF6vF/379xcZGRktTp3++eefxejRo4XBYBAAXH4Pv/rqKzF48GCh0+lEv379xH/+859Wp1+3VKsQQhQVFYkFCxaIuLg4odVqRVRUlBg3bpx44403LvkzuPDfhRBCHDp0SFx33XXCx8dH9OjRQzz99NNizZo1nH5NHUYSoo2j84jII2VlZeE3v/kN/vOf/3BaKxF1OxwjQ6QgtbW1zZa98sorUKlUl7yiLhGRN+IYGSIFef7555GZmYnrr78eGo0GGzduxMaNGzF//nzExcXJXR4RUZdj1xKRgmzevBnLly/Hjz/+iOrqavTs2RN33XUXnnjiCWg0/LuEiLofBhkiIiJSLI6RISIiIsVikCEiIiLF8vpOdYfDgXPnziEgIKDL7+9CRERE7hFCoKqqCjExMVCpWj/v4vVB5ty5c5zNQUREpFD5+fmIjY1tdb3XB5mmm/Dl5+fDaDTKXA0RERG1RWVlJeLi4lxuptsSrw8yTd1JRqORQYaIiEhhLjUshIN9iYiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLE8JsisWLECkiRh0aJFzmV1dXVYsGABQkND4e/vjxkzZqCoqEi+IomIiMijeESQ+f777/GPf/wDycnJLssfeeQRfPrpp9iwYQN27tyJc+fOYfr06TJVSURERJ5G9iBTXV2NWbNm4f/9v/+H4OBg53KTyYQ1a9Zg5cqVGDt2LFJSUpCRkYHvvvsOe/bskbFiIiIi8hSyB5kFCxbgpptuwvjx412WZ2Zmwmq1uizv378/evbsid27d3d1mUREROSBNHK++fr163HgwAF8//33zdYVFhZCp9MhKCjIZXlkZCQKCwtb3afFYoHFYnE+r6ys7LB6L5SXl4fS0tJO239nsVgs0Ov1cpfRLl1ds0MIWO2AzSFgdQjU2wVsDsBqb3hucwAO0bCdEIC98XuHAAQa1lnqrdBoNHD8ar0QDeuE+OW9fvUtBFpe4bpNy08ua5tGNpsNGo3rfwtSC9tdbHlrK9q1n3bsw2azQatp5b+yVvfT8opObdOvVtisNmi0mgsXu27a6k7aWUs7G9VaLQ6bDXqdFhoVoJIAtUqC+tdfJQkqFaBpXKaSAK1Kgl4jQa+WoFEBUnsbdZn4f13XCAsLQ8+ePWV7f9mCTH5+Ph5++GFs3rwZPj4+Hbbf9PR0LF++vMP215q8vDz0HzAAtTU1nf5eHU9Cyx9jnqz9NUtaH6j9gqDyDYTaENjw1dcItW8QVIYAqHS+kPQGqHQGSLqmr75QafWQ1NrOaQZRNyUcdgirBcJqgcNaB2Fr/L6+Fo66Kjhqqxu+1lXB3vi93VwBe3UZ7NXnAYfNjXftHv/Xyc3g64uff/pJtjAjW5DJzMxEcXExrrjiCucyu92OXbt24e9//zs2bdqE+vp6VFRUuJyVKSoqQlRUVKv7TUtLw+LFi53PKysrERcX1+H1l5aWoramBrMefwGRPXt3+P47y0/7dmLjm6/ipvufQL/kFLnLaZPWahYCqLMDlTYJVVYJ1VYJNXYJNTagxi7B6ui4v/5UEFBLDX+JNj0kND4k8avvG77WVlfifNFZhETHws8vwLm8qaIL/zBtS6Wt/2EtLr1NG/ZjKitGwclsxCQNgjEopNXXd8R/sa3uQ7T9mAkAVedLUHj6BKIT+8M/MPiSr2lzHe3ZRzt3Ul1RhuKzuYjo2Qf+AYEdV0dH7KOVnZgrK1BedBYhMfHQ+/o3nFkEIITkPAMpGl/v+NXXhuUNx1RSqSHpfQG9L9Ru1KZXCRjUAn5aAX8N4KcR8NcIBGgFfFrYoTf9X+fJivJy8PZzj6K0tLT7BZlx48bh8OHDLsvmzp2L/v374/HHH0dcXBy0Wi22bt2KGTNmAACys7ORl5eH1NTUVver1+u79LRcZM/eiE0a1GXvd7mK8nIAAKEx8Yqpu6lm36heqA6IQ5HJgqKqOpSZ61Fvc1z0tRqVBINODV+dGgatGoamr1o1dBoVdGoVtBd+VUvQqFQNp8wbT5G395R45tZP8Pa6xzFh+RsYljrc7bZ3pcytx3D4sxcxefkbGJbaX+5y2iRzazaOfJTeWHM/uctpk8ytn+Dt95Zj0vI3MCx1hNzltEnm1k/w9jtpjb/P7fuAtTsEbA4HrHYBm73xq8MBm13A6nCg3uZAndWBOqsdFqsDdTY7aq121FntqKm3w2yxNXTVOiRYHBIqrM3fw0+nRliAHuH+eoQH6BETaECIgv+vU1LNnkC2IBMQEIDBgwe7LPPz80NoaKhz+bx587B48WKEhITAaDTiwQcfRGpqKkaNGiVHydTFTLVWnC4z40fEIvbBt7GvLhA46nodIQlAoK8WIb46BPvpEOCjgdFH6/yq08g+np2oW2v4g0ANvZufNkII1FrtMFvsqKqzoqLWClNN49fGh7neDnNZDU6X/dLV74PeCJ30EAptBlTX2eDvI+uQUOpEHn1kX375ZahUKsyYMQMWiwUTJkzAa6+9JndZ1EmEECgw1eF4UTVyy82oqGn60ysAal9AgkCk0YAoow8ijXqEBegR5KuFRsWwQuStJEmCr04DX50G4QHNz7bX2xwoM1tQUmVBSbUFxZUN39dBB//kG5FdD2R/ewqRRj16h/ujT7g/gv10MrSEOotHBZkdO3a4PPfx8cGqVauwatUqeQqiLlFurkd2YRV+LqxEZd0vA/pUEhAV6ANtRR72/HsFfnf/Ulxx5XUyVkpEnkanUSE60IDoQINzmcVmx66dO7B7z17EXjUVVQ4diiotKKq04LucMoT46jAgJgADo43w1XnUxyC5gUeQZOEQAjkl1TiYV4ECU51zuVYtoU+EP3qH+yM22AC9Ro3MrQexq+AYVF07c5OIFEqvUSMEZlTsfBM3j70aSVdcjZOlZuSUVCO/vAblNfX49kQZdueUoU+EP4b0CESPIEOXTw+njsEgQ13KZnfgx4JKHMirgKm2oetIkoD4EF/0jzKiV7gftGp2FRFRx/HTazCkRyCG9AiExWrHiZJqHD5rQlGlBceKqnGsqBqhfjoMTwhG34gAqPhXk6IwyFCXsNkdOHTGhP2nz6PWagcA6DUqDI0NQnJsIPzcHQlIRNQOeq0ag2ICMSgmEMWVdTh81oTsoiqUmeux6WgR9pwsR2qvUPSN9OcZGoXgpwd1KiEEsouq8O2JMlRbGsa/GH00+E3PYAyKMfLsCxHJJsLog3FGH1yTFIYfzphwMO88TLVWfHm0EAfy9BidFI4ewYZL74hkxSBDnaas2oLt2SU4W1ELAPDXazCqVwgGRBl56paIPIZeo8aIhBAMiw1CVn4FMk+fR3GVBe8dOIP+UQG4pk8Yzxp7MB4Z6nAOh8D+0+ex91QZHKLhonRXJoTgip5B0PAMDBF5KJ1GhRGJIRjcw4jdJ8tw5Gwlfi6swqlSM8b0C0e/yAB2N3kgBhnqUOdr6vHlkUIUVzXcuDMxzA9j+obDaOC9i4hIGXx1GozrH4lB0YHYll2MkioLNh0tQk6xGeMGRMBH685NFqizMMhQh8kurMLWn4tgtQvoNSr+BUNEihYV6IPbhsdhf2459uWW40RJNYqq6jBpcJTLdWtIXgwydNnsDoFdx0tw6IwJANAjyICJg6J4SXAiUjy1SsLIXqFIDPPDF0cKYaq14r3MMxidFI7k2ED+oeYBOGCBLkut1Y6Pss46Q8yIhBBM/00Phhgi8ioRRh/cMSIOfSP84RDAjmMl2JZdDLujI+47TpeDnzbkNlOtFR8dPIuKWiu0agkTB0WhV7i/3GUREXUKvUaNiYOjEJ53Ht+eaBgMbKq14n+GxPAGtTLiT57cUlJlwbv781FRa0WAjwa/Gx7HEENEXk+SJAyPD8HNQ2OgVUvIL6/F+wfOoKbedukXU6dgkKF2KzTV4b0DZ1BTb0eovw6/Gx6HMP/md6UlIvJWiWF+mHFFLAxaNYqrLNiw/wyq6xhm5MAgQ+1SYKrFhwfPot7mQEygD357RSz8eaEoIuqGIo0++O3wWAT4aFBRa8X7Bxhm5MAgQ21WWFmHjw6eQ73dgR5BBkz7TQ/oeT0FIurGgn11uPWKWBgbw8x7B87AbGGY6UoMMtQm5eZ6fJx11hlipg6L4X2SiIgAGA1azGgMM6ZaKz7KOgtL481xqfPxk4guqarOig8PnkWd1YFIo75xkBt/dYiImhgNWky/Iha+OjVKq+vxyQ/nYLM75C6rW+CnEV1Uvc2Bj384h2qLDcG+Wkwd2oPTDImIWhBo0GLasIb/I8+Z6rDpxyIIwevMdDZ+IlGrHEJg45EClFXXw1enxrRhPWDQcUwMEVFrwgP0mJIcDZUEnCiuxp6T5XKX5PUYZKhV35woRW5ZDdQqCVOSY3jjRyKiNogN9sW4/pEAgH255fi5sFLmirwbgwy1KLuwCgfzKgAANw6MRFSgj7wFEREpyMAYI1LigwEAW35quIM2dQ4GGWqmrNqCrT8XAQCGxwejb2SAzBURESnP1b1DER/qC7tD4PPDBZzJ1EkYZMhFvc2Bzw8XwGoXiA02ILVXqNwlEREpkiRJmDAoCgGN07K/4uDfTsEgQy52HivB+Ror/PUaTBocBZWKt6gnInKXQavGTUOioZYknCw149BZk9wleR0GGXI6XlSFHwsaBqVNGBQJXx1vPUBEdLkijT64uk/D2e2vj5eirJrjZToSgwwBaLjo3dafiwE0jIuJDfaVuSIiIu8xLC4I8SEN42W+PFrIi+V1IAYZghACW34qhsXWcOXeURwXQ0TUoSRJwg0DI2HQNlz5d+8pXl+mozDIEI4WVCKvvOF6MRMGRkHNcTFERB3OT6/B2P4RAIDMvPMoqqyTuSLvwCDTzVXVWfH1sVIAQGqvUAT76WSuiIjIe/WJ8EffSH8IAWz+sQg2B7uYLheDTDcmhMD27BLU2x2IMvrgNz2D5C6JiMjrjekbAYNWjTJzPfbnnpe7HMVjkOnGTpaacarUDJUEjB8QAZXELiUios5m0Kkxpl84AGB/7nmcr6mXuSJlY5DppuxCwo7sEgBASnwwQv31MldERNR9JEX4N8xiEgI7skt4obzLwCDTTeVaA1BtscHoo8GVCSFyl0NE1K1IkoQx/cKhVknIK6/BsaJquUtSLFmDzOrVq5GcnAyj0Qij0YjU1FRs3LjRuX7MmDGQJMnl8cADD8hYsXfQhMTirM0PADCmXwS0auZZIqKuFuSrw5UJDTeW/PpECexg9747ZL10a2xsLFasWIGkpCQIIfDmm29i6tSpOHjwIAYNGgQAuO+++/DUU085X+Prywu1Xa6QsfdCQEJimB8Sw/zkLoeIqNtKiQ/GTwVVMNVacQZhcpejSLIGmSlTprg8/+tf/4rVq1djz549ziDj6+uLqKgoOcrzSuXwg6H3AEgQuDaJ/2iIiOSkUalwTZ8wfH64AGcRArUxXO6SFMdj+hTsdjvWr18Ps9mM1NRU5/K3334bYWFhGDx4MNLS0lBTUyNjlcpmdwicQiQAoIfGjGBfXjOGiEhuvcP9EBtkgAMqBI+ZK3c5iiP7XQEPHz6M1NRU1NXVwd/fHx9++CEGDhwIAJg5cybi4+MRExODQ4cO4fHHH0d2djY++OCDVvdnsVhgsfxyQ67KyspOb4NSHD1nQi30sJsrEB9WK3c5RESEhoG/o/uGY92+0/AbMBqV9hK5S1IU2YNMv379kJWVBZPJhPfeew+zZ8/Gzp07MXDgQMyfP9+53ZAhQxAdHY1x48YhJycHvXv3bnF/6enpWL58eVeVrxj1Nofz3h4V374DzbSpMldERERNwgP0iIAJxQjCSasR1woBidf2ahPZu5Z0Oh369OmDlJQUpKenY+jQoXj11Vdb3HbkyJEAgBMnTrS6v7S0NJhMJucjPz+/U+pWmqz8CtTU2+GDelT/sEnucoiI6ALxKIGw1cPk0ON0GYdRtJXsQeZCDofDpWvo17KysgAA0dHRrb5er9c7p3M3Pbq72no7Mk83XAY7HiWAwyZzRUREdCE9bKjM/BQA8G1OKS+S10aydi2lpaVh0qRJ6NmzJ6qqqrBu3Trs2LEDmzZtQk5ODtatW4fJkycjNDQUhw4dwiOPPILRo0cjOTlZzrIVZ//pctTbHQgP0COsimOGiIg8VeWeDQgZeQtKq+uRXVSF/lH8Y/xSZA0yxcXFuPvuu1FQUIDAwEAkJydj06ZNuOGGG5Cfn48tW7bglVdegdlsRlxcHGbMmIH//d//lbNkxTFbbDh0xgSg4e7W5T/IXBAREbXKUVeNOG01cq1G7DtVjr6RAbwP3iXIGmTWrFnT6rq4uDjs3LmzC6vxTpmnz8PmEIgy+iAh1BflchdEREQX1UNjRqEIwvkaK47xrMwledwYGeo4ZosNh842nI0Z2SuEI+CJiBRAIwn8Jr7h1gV7T5XD4eBYmYthkPFi+0+fh73xbEx8CG/tQESkFMNig+CjVaGixorsoiq5y/FoDDJeqqbehiONZ2NG8WwMEZGi6DQqXNGz4azM/tzznMF0EQwyXiorvwI2h0BEgB49eTaGiEhxkmMDodOoUF5Tj5wSs9zleCwGGS9ksdnxQ+NMpSsTeDaGiEiJ9Bo1hsYGAgC+zy3nWZlWMMh4ocNnTai3ORDsq0XvcD+5yyEiIjcNiwuCRiWhuMqC/PO8R15LGGS8jM3uwMG8CgDAcJ6NISJSNF+dBoNiGqZff5/LC2i0hEHGy2QXVaGm3g5/vQb9IgPkLoeIiC7TFfHBkCTgzPlaFFfVyV2Ox2GQ8SJCCOfZmGFxQVCreDaGiEjpjD5aJEX4A4Dz/3j6BYOMFzldXoMycz20agmDe/BKkERE3qJpKvaxoipU1/HGv7/GIONFmpL6oJhA6DVqeYshIqIOE2n0QUyQDxwC+OFMhdzleBQGGS9RWm1BXnkNJAC/iQuSuxwiIupgTWdlDp81wWp3yFyN52CQ8RJNCb13hD+MBq28xRARUYdLDPNDoEELi82B7ELetqAJg4wXsNjszl/qposnERGRd1FJEpJ7NPwff+iMiRfIa8Qg4wV+LqiC1S4Q4qtDjyCD3OUQEVEnGRBjhFoloaTagsJKTsUGGGQUTwiBQ403h0yODeQF8IiIvJhBq0bfyIap2Icab0XT3THIKNzZilqUN0657h/NC+AREXm75NggAMDxomrU1tvlLcYDMMgoXFMi7xcZwCnXRETdQJTRBxEBetiFwNECnpVhkFEws8WGnJJqAL8kdCIi8n7JjRM7Dp8xwdHNB/0yyCjY0XOVcAggOtAH4QF6ucshIqIu0jcyAHqNCpV1Npwuq5G7HFkxyCiUwyFw+FeDfImIqPvQqlUYGN1wK5pD3fxKvwwyCnWqzIxqiw0GrRp9Gm8mRkRE3ceQxj9ic8tqYKq1ylyNfBhkFKppkO/AGCM0Kh5GIqLuJthXh7iQhmuHNZ2h7474CahAlXVW5JU39IkO6cFuJSKi7iq5RxAA4KeCSjgc3XPQL4OMAv1c0HA7gthgAwJ5XyUiom4rMcwPPloVaurtOF3ePQf9MsgojBACPxZUAoBzoBcREXVPapWE/pENnwU/NX42dDcMMgpzrqIOplortGqJg3yJiAgDYxqCzMkSM+qs3e9KvwwyCtN0NiYpIgBaNQ8fEVF3Fx6gR5i/DnYhkF1YJXc5XY6fhApitTtwvLjhl5TdSkRE1KTpM+HHbti9xCCjICeKq2G1CwQatIgJ8pG7HCIi8hD9ogKgkoDiKgtKqy1yl9OlGGQU5NeDfCVJkrkaIiLyFL46DRLD/AB0v0G/DDIKUVlrxZnztQCA/tEBMldDRESeZkBj99LPhVWwd6NryjDIKETT2Zi4EAOMPrx2DBERuUoI9YNBq264pkyZWe5yuoysQWb16tVITk6G0WiE0WhEamoqNm7c6FxfV1eHBQsWIDQ0FP7+/pgxYwaKiopkrFgeQgjnqUIO8iUiopaoVRL6RzWcse9Og35lDTKxsbFYsWIFMjMzsX//fowdOxZTp07F0aNHAQCPPPIIPv30U2zYsAE7d+7EuXPnMH36dDlLlsXZilpU1tmgU6vQO5zXjiEiopY1dS+dKjWjtr57XFNGI+ebT5kyxeX5X//6V6xevRp79uxBbGws1qxZg3Xr1mHs2LEAgIyMDAwYMAB79uzBqFGj5ChZFk3XBUiK9Oe1Y4iIqFXhAXqEB+hRUmXB8eIqJMcGyV1Sp/OYT0W73Y7169fDbDYjNTUVmZmZsFqtGD9+vHOb/v37o2fPnti9e7eMlXYtu0PgeHE1AKBfJAf5EhHRxTV9Vhwrqpa5kq4h6xkZADh8+DBSU1NRV1cHf39/fPjhhxg4cCCysrKg0+kQFBTksn1kZCQKCwtb3Z/FYoHF8ssc+spKZfcTni43w2JzwE+nRo9gg9zlEBGRh0uK9Mc3J0pxtqIWVXVWBHj5BBHZz8j069cPWVlZ2Lt3L37/+99j9uzZ+PHHH93eX3p6OgIDA52PuLi4Dqy26x0rbEjUSZEBUPHaMUREdAlGHy1iAhsumnq8G5yVkT3I6HQ69OnTBykpKUhPT8fQoUPx6quvIioqCvX19aioqHDZvqioCFFRUa3uLy0tDSaTyfnIz8/v5BZ0HqvdgZOl7FYiIqL26ds4eym7yPvvvSR7kLmQw+GAxWJBSkoKtFottm7d6lyXnZ2NvLw8pKamtvp6vV7vnM7d9FCqU6VmWO0CRh8NIo16ucshIiKFSIrwh9R4y4LzNfVyl9OpZB0jk5aWhkmTJqFnz56oqqrCunXrsGPHDmzatAmBgYGYN28eFi9ejJCQEBiNRjz44INITU3tNjOWjjUm6b6RAbwlARERtZmvToO4YF/kldfgWFEVRiaGyl1Sp5E1yBQXF+Puu+9GQUEBAgMDkZycjE2bNuGGG24AALz88stQqVSYMWMGLBYLJkyYgNdee03OkruMxWpHbmkNgIabgREREbVHv8iAhiBTWI0RCSFe+wexrEFmzZo1F13v4+ODVatWYdWqVV1Ukec4UVINuxAI9dMhzJ/dSkRE1D69I/ywLVtCeU09SqvrER7gnZ8lHjdGhho0zf/vy0G+RETkBr1GjYRQXwC/DFXwRgwyHqim3ob88w3dSn0jeUsCIiJyzy8Xx6uCEN55R2wGGQ90vKgaQgCRRj2CfHVyl0NERAqVEOYHrVpCZZ0NhZV1cpfTKRhkPFD2r2YrERERuUurVqFX482Gm+7b520YZDxMdZ0NBaaG1Nw3gkGGiIguT1P30oniaq/sXmKQ8TA5JQ2DfKMDfeDvI/utsIiISOHiQgzQqVUw19udfyh7EwYZD3Oi8U7XfSI4yJeIiC6fRqVCYpgfgIZLe3gbBhkPUlNvw9mKWgBAn3AGGSIi6hhNfxx7Y/cSg4wHOVlihgAQEaCH0eDdt10nIqKuEx/qC41KQlWdDcVVFrnL6VAMMh6E3UpERNQZtGoVEkIbu5eKvat7iUHGQ9RZ7c6L4DHIEBFRR3N2L5V4V/cSg4yHOFVqhkMAoX46BPMieERE1MESwnyhliRU1FhRZq6Xu5wOwyDjIditREREnUmvUaNn472XvKl7iUHGA9TbHDhdzm4lIiLqXE0zYr1pGjaDjAfILTPD7hAINGgR6sduJSIi6hy9wv2gkoCy6nqcr/GO7iUGGQ/w624lSZJkroaIiLyVj1aN2OCG7qUcL+leYpCRmc3uQG6ZGQC7lYiIqPN5W/cSg4zMTpfXwGoXCPDRIDJAL3c5RETk5XqFN1xPpqjSgspaq8zVXD4GGZk13SSydzi7lYiIqPP56TXoEWQAAJwsNctczeVjkJGRwyFwqvGXqHdjQiYiIupsTWdlTnpB9xKDjIwKTHWoszqg16gQE2iQuxwiIuomejXeDftsRS0sVrvM1VweBhkZnSxtSMKJYX5QqditREREXSPIV4cQPx0cAsgtq5G7nMvCICMTIQRyShq6lZqSMRERUVdp+uxRevcSg4xMztdYYaq1Qi1JiA9lkCEioq7VNE4mt6wGdodybyLJICOTptlKsSEG6DQ8DERE1LWijD7w1alRb3fgzHnldi/xE1QmTbOV2K1ERERykCTpl+4lBU/DZpCRgdliQ4GpDgDQK4xX8yUiInkkOqdhmyGEMruXGGRk0HQ2JiJAD38fjczVEBFRd9Uz2BcalYRqiw0l1Ra5y3ELg4wMTjovgsezMUREJB+NWoX40IabSJ4sUWb3EoNMF7PaHcgrbxhU1YtX8yUiIpk1DXFgkKE2yStvmOZm9NEg1E8ndzlERNTNJYT5QgJQUm1BZZ3ybiLJINPFmhJvL94kkoiIPICvToPoQB8AwCkFnpVhkOlCDiE47ZqIiDxOr8YxmzmlyrvKr6xBJj09HVdeeSUCAgIQERGBadOmITs722WbMWPGQJIkl8cDDzwgU8WXp6iyDrVWe8NNIoN4k0giIvIMzptInq9Fvc0hczXtI2uQ2blzJxYsWIA9e/Zg8+bNsFqtuPHGG2E2u57auu+++1BQUOB8PP/88zJVfHmazsbEh/hCzZtEEhGRhwjy1SLQoIVDwDkhRSlkvYjJl19+6fJ87dq1iIiIQGZmJkaPHu1c7uvri6ioqK4ur8Plljb8ciSwW4mIiDyIJElIDPVD1pkK5JaZ0SdCOZcH8agxMiaTCQAQEhLisvztt99GWFgYBg8ejLS0NNTUKCstAkBVndV5saEE3iSSiIg8TEJYw/VkckuVdZVfj7msrMPhwKJFi3D11Vdj8ODBzuUzZ85EfHw8YmJicOjQITz++OPIzs7GBx980OJ+LBYLLJZfrk5YWVnZ6bW3RW5ZQ/iKDvSBQaeWuRoiIiJXPYIN0KolmOvtKKm2ICLAR+6S2sRjgsyCBQtw5MgRfPPNNy7L58+f7/x+yJAhiI6Oxrhx45CTk4PevXs32096ejqWL1/e6fW2V9P4GHYrERGRJ9KoVIgL9sXJUjNyS2sUE2Q8omtp4cKF+Oyzz7B9+3bExsZedNuRI0cCAE6cONHi+rS0NJhMJucjPz+/w+ttL5vdgfzGwVOJ7FYiIiIP1fTH9ikF3Q3brTMyJ0+eRK9evS77zYUQePDBB/Hhhx9ix44dSExMvORrsrKyAADR0dEtrtfr9dDr9ZddW0c6U1ELm0PAX69BmD+v5ktERJ4pofG+S4WVdaipt8FX5zEdN61y64xMnz59cP311+M///kP6urq3H7zBQsW4D//+Q/WrVuHgIAAFBYWorCwELW1tQCAnJwcPP3008jMzERubi4++eQT3H333Rg9ejSSk5Pdft+u9ku3ki+v5ktERB4rwEfr/IP7dJkyJta4FWQOHDiA5ORkLF68GFFRUbj//vuxb9++du9n9erVMJlMGDNmDKKjo52P//73vwAAnU6HLVu24MYbb0T//v2xZMkSzJgxA59++qk7ZctCCIHcxiDDbiUiIvJ0iY3dS7kK6V5y65zRsGHD8Oqrr+Kll17CJ598grVr1+Kaa65B3759cc899+Cuu+5CeHj4JfdzqeldcXFx2Llzpzsleoxycz0q62xQqyTEhfjKXQ4REdFFJYT64fvc8zhdXgOHQ0Dl4RdwvazBvhqNBtOnT8eGDRvw3HPP4cSJE1i6dCni4uJw9913o6CgoKPqVKxTZQ2JNjbYAK3aI8ZWExERtSoq0Ac+GhUsNgcKTO4PH+kql/XJun//fvzhD39AdHQ0Vq5ciaVLlyInJwebN2/GuXPnMHXq1I6qU7FOsVuJiIgURCVJiG/8zGr6Y9yTudW1tHLlSmRkZCA7OxuTJ0/Gv//9b0yePBkqVUMuSkxMxNq1a5GQkNCRtSpOndXuTLOJvH4MEREpREKYL7KLqpBbasY1fcLkLuei3Aoyq1evxj333IM5c+a0Og06IiICa9asuazilO50WQ2EAEL9dDAatHKXQ0RE1CYJoX6QAJSZ61FZZ4XRx3M/w9wKMsePH7/kNjqdDrNnz3Zn914jt4xX8yUiIuXx0aoRFeiDAlMdckvNSI4NkrukVrk1RiYjIwMbNmxotnzDhg148803L7sobyCEcM7Bb7rAEBERkVIkKuQqv24FmfT0dISFNe8zi4iIwLPPPnvZRXmDoioLaq126NQqRAca5C6HiIioXRIaB/yeOV8Lm90hczWtcyvI5OXltXg7gfj4eOTl5V12Ud7gdGO3UlyIAWoPn4NPRER0oTB/Hfz1GtgcAmfO18pdTqvcCjIRERE4dOhQs+U//PADQkNDL7sob/BLtxLHxxARkfJIkuQcGuHJ07DdCjJ33HEHHnroIWzfvh12ux12ux3btm3Dww8/jNtvv72ja1ScOqsdhY3TruM5PoaIiBTq17cruNTV+OXi1qylp59+Grm5uRg3bhw0moZdOBwO3H333Rwjg8Zp12iYdh3gwVPWiIiILiYuxBdqlYTKOhvKzfUI9dfLXVIzbgUZnU6H//73v3j66afxww8/wGAwYMiQIYiPj+/o+hSpaXwMz8YQEZGSadUqxAYZcLq8BrllNd4TZJr07dsXffv27ahavIIQAqfLOT6GiIi8Q0KYX2OQMSMlPljucppxK8jY7XasXbsWW7duRXFxMRwO12lZ27Zt65DilKikyoKaeju0agkxQZx2TUREytbUu3Cuohb1Ngd0Gs+6AbJbQebhhx/G2rVrcdNNN2Hw4MGQJE4vbpLbOFspLtiX066JiEjxgn11CDRoYaq1Iv98DXqH+8tdkgu3gsz69evx7rvvYvLkyR1dj+I5b0vAbiUiIvIS8aG+OHTGhNNlnhdk3Do/pNPp0KdPn46uRfE47ZqIiLxR0x/nuWWeNw3brSCzZMkSvPrqqx7XGLnllzdMuw7x5d2uiYjIe8QGG6CWJFTV2XC+xip3OS7c6lr65ptvsH37dmzcuBGDBg2CVuv6of3BBx90SHFK0zQ+Jj6MZ2OIiMh7aNUq9Ag2IK9x9lKIn07ukpzcCjJBQUG45ZZbOroWRWu42zXHxxARkXeKD/VFXnkNTpfV4IqenjMN260gk5GR0dF1KF5pdT3M9XZoVBJignzkLoeIiKhDJYT64evjpThbUQur3QGt2jOmYbtdhc1mw5YtW/CPf/wDVVVVAIBz586hurq6w4pTklzn3a59oVF5xsElIiLqKMG+WgT4aGD3sLthu3VG5vTp05g4cSLy8vJgsVhwww03ICAgAM899xwsFgtef/31jq7T4+XytgREROTFJElCfKgvjpytxOkys/OGknJz69TBww8/jOHDh+P8+fMwGH65eu0tt9yCrVu3dlhxSmGx2VHQOO2a42OIiMhb/TINu0bmSn7h1hmZr7/+Gt999x10OtdRywkJCTh79myHFKYkeeU1EKLhtFsgp10TEZGXigv2hUoCTLVWVNTUy10OADfPyDgcDtjt9mbLz5w5g4CAgMsuSmlON0275tkYIiLyYjqNCjGBDT0xpz3krIxbQebGG2/EK6+84nwuSRKqq6uxbNmybnfbAiF+OZgJHB9DRERerulaaU1jQ+XmVpB56aWX8O2332LgwIGoq6vDzJkznd1Kzz33XEfX6NEqrRKqLTZoVBJ68G7XRETk5eJDGnofzpyvhd0DLvDv1hiZ2NhY/PDDD1i/fj0OHTqE6upqzJs3D7NmzXIZ/NsdFNY13OE6NtgAjYfMqSciIuosYf46+OnVMFvsKG38DJSTW0EGADQaDe68886OrEWRimobwgtnKxERUXcgSRLiQ/zwY0ElCuvk/wPerSDz73//+6Lr7777breKURpJZ0CppSGN8voxRETUXSSE+uLHgkrnH/NycivIPPzwwy7PrVYrampqoNPp4Ovr222CjE/8MAhICDJoEeTrOTfQIiIi6kw9Q3whSUCVTYLaGCFrLW5FqfPnz7s8qqurkZ2djWuuuQbvvPNOR9fosQy9UgDwbAwREXUveq0a0caG+wo2fRbKpcPOCSUlJWHFihXNztZcTHp6Oq688koEBAQgIiIC06ZNQ3Z2tss2dXV1WLBgAUJDQ+Hv748ZM2agqKioo8p2mxAChl5XAOD4GCIi6n6arp1mSLxC1jo6tHNLo9Hg3Llzbd5+586dWLBgAfbs2YPNmzfDarXixhtvhNn8y9z0Rx55BJ9++ik2bNiAnTt34ty5c5g+fXpHlu2W/EobNMYIqCSB2ODuNVOLiIio6dppPvFDYZVxHrZbY2Q++eQTl+dCCBQUFODvf/87rr766jbv58svv3R5vnbtWkRERCAzMxOjR4+GyWTCmjVrsG7dOowdOxYAkJGRgQEDBmDPnj0YNWqUO+V3iAMFFgBAuF5w2jUREXU74QF66FUCFr0vfi6rx0iZ6nAryEybNs3luSRJCA8Px9ixY/HSSy+5XYzJZAIAhISEAAAyMzNhtVoxfvx45zb9+/dHz549sXv3blmDzJGShntMRBkcstVAREQkF0mSEGlwIM+sxpFi+e675FaQcTg6/sPb4XBg0aJFuPrqqzF48GAAQGFhIXQ6HYKCgly2jYyMRGFhYYv7sVgssFgszueVlZUdXisAPH5VMK67dS4mL13eKfsnIiLydH0DHNi7ajFu+/y/stXgMX0iCxYswJEjR7B+/frL2k96ejoCAwOdj7i4uA6q0JVWLcGSdxgGdafsnoiIyOMF6gTqi3KgkuS7wq9bZ2QWL17c5m1Xrlx5yW0WLlyIzz77DLt27UJsbKxzeVRUFOrr61FRUeFyVqaoqAhRUVEt7istLc2lvsrKyk4LM0RERCQvt4LMwYMHcfDgQVitVvTr1w8AcOzYMajValxxxS/TsKRLJDQhBB588EF8+OGH2LFjBxITE13Wp6SkQKvVYuvWrZgxYwYAIDs7G3l5eUhNTW1xn3q9Hnq93p1mERERkcK4FWSmTJmCgIAAvPnmmwgODgbQcJG8uXPn4tprr8WSJUvatJ8FCxZg3bp1+PjjjxEQEOAc9xIYGAiDwYDAwEDMmzcPixcvRkhICIxGIx588EGkpqbKOtCXiIiIPINbQeall17CV1995QwxABAcHIxnnnkGN954Y5uDzOrVqwEAY8aMcVmekZGBOXPmAABefvllqFQqzJgxAxaLBRMmTMBrr73mTtlERETkZdwKMpWVlSgpKWm2vKSkBFVVVW3ejxCXvoCOj48PVq1ahVWrVrWrRiIiIvJ+bs1auuWWWzB37lx88MEHOHPmDM6cOYP3338f8+bN84ir7hIREVH34NYZmddffx1Lly7FzJkzYbVaG3ak0WDevHl44YUXOrRAIiIiota4FWR8fX3x2muv4YUXXkBOTg4AoHfv3vDz480TiYiIqOtc1gXxCgoKUFBQgKSkJPj5+bVpzAsRERFRR3EryJSVlWHcuHHo27cvJk+ejIKCAgDAvHnz2jxjiYiIiOhyuRVkHnnkEWi1WuTl5cHX19e5/Lbbbmt2R2siIiKizuLWGJmvvvoKmzZtcrmdAAAkJSXh9OnTHVIYERER0aW4dUbGbDa7nIlpUl5eztsDEBERUZdxK8hce+21+Pe//+18LkkSHA4Hnn/+eVx//fUdVhwRERHRxbjVtfT8889j3Lhx2L9/P+rr6/HYY4/h6NGjKC8vx7ffftvRNRIRERG1yK0zMoMHD8axY8dwzTXXYOrUqTCbzZg+fToOHjyI3r17d3SNRERERC1q9xkZq9WKiRMn4vXXX8cTTzzRGTURERERtUm7z8hotVocOnSoM2ohIiIiahe3upbuvPNOrFmzpqNrISIiImoXtwb72mw2/Otf/8KWLVuQkpLS7B5LK1eu7JDiiIiIiC6mXUHm5MmTSEhIwJEjR3DFFVcAAI4dO+ayjSRJHVcdERER0UW0K8gkJSWhoKAA27dvB9BwS4K//e1viIyM7JTiiIiIiC6mXWNkLry79caNG2E2mzu0ICIiIqK2cmuwb5MLgw0RERFRV2pXkJEkqdkYGI6JISIiIrm0a4yMEAJz5sxx3hiyrq4ODzzwQLNZSx988EHHVUhERETUinYFmdmzZ7s8v/POOzu0GCIiIqL2aFeQycjI6Kw6iIiIiNrtsgb7EhEREcmJQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBRL1iCza9cuTJkyBTExMZAkCR999JHL+jlz5jjvuN30mDhxojzFEhERkceRNciYzWYMHToUq1atanWbiRMnoqCgwPl45513urBCIiIi8mTtumlkR5s0aRImTZp00W30ej2ioqK6qCIiIiJSEo8fI7Njxw5ERESgX79++P3vf4+ysjK5SyIiIiIPIesZmUuZOHEipk+fjsTEROTk5OBPf/oTJk2ahN27d0OtVrf4GovFAovF4nxeWVnZVeUSERFRF/PoIHP77bc7vx8yZAiSk5PRu3dv7NixA+PGjWvxNenp6Vi+fHlXlUhEREQy8viupV/r1asXwsLCcOLEiVa3SUtLg8lkcj7y8/O7sEIiIiLqSh59RuZCZ86cQVlZGaKjo1vdRq/XQ6/Xd2FVREREJBdZg0x1dbXL2ZVTp04hKysLISEhCAkJwfLlyzFjxgxERUUhJycHjz32GPr06YMJEybIWDURERF5ClmDzP79+3H99dc7ny9evBgAMHv2bKxevRqHDh3Cm2++iYqKCsTExODGG2/E008/zTMuREREBEDmIDNmzBgIIVpdv2nTpi6shoiIiJRGUYN9iYiIiH6NQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFEvWILNr1y5MmTIFMTExkCQJH330kct6IQT+8pe/IDo6GgaDAePHj8fx48flKZaIiIg8jqxBxmw2Y+jQoVi1alWL659//nn87W9/w+uvv469e/fCz88PEyZMQF1dXRdXSkRERJ5II+ebT5o0CZMmTWpxnRACr7zyCv73f/8XU6dOBQD8+9//RmRkJD766CPcfvvtXVkqEREReSCPHSNz6tQpFBYWYvz48c5lgYGBGDlyJHbv3i1jZUREROQpZD0jczGFhYUAgMjISJflkZGRznUtsVgssFgszueVlZWdUyARERHJzmPPyLgrPT0dgYGBzkdcXJzcJREREVEn8dggExUVBQAoKipyWV5UVORc15K0tDSYTCbnIz8/v1PrJCIiIvl4bJBJTExEVFQUtm7d6lxWWVmJvXv3IjU1tdXX6fV6GI1GlwcRERF5J1nHyFRXV+PEiRPO56dOnUJWVhZCQkLQs2dPLFq0CM888wySkpKQmJiIP//5z4iJicG0adPkK5qIiIg8hqxBZv/+/bj++uudzxcvXgwAmD17NtauXYvHHnsMZrMZ8+fPR0VFBa655hp8+eWX8PHxkatkIiIi8iCyBpkxY8ZACNHqekmS8NRTT+Gpp57qwqqIiIhIKTx2jAwRERHRpTDIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFiMcgQERGRYjHIEBERkWIxyBAREZFieXSQefLJJyFJksujf//+cpdFREREHkIjdwGXMmjQIGzZssX5XKPx+JKJiIioi3h8KtBoNIiKipK7DCIiIvJAHt21BADHjx9HTEwMevXqhVmzZiEvL0/ukoiIiMhDePQZmZEjR2Lt2rXo168fCgoKsHz5clx77bU4cuQIAgICWnyNxWKBxWJxPq+srOyqcomIiKiLeXSQmTRpkvP75ORkjBw5EvHx8Xj33Xcxb968Fl+Tnp6O5cuXd1WJREREJCOP71r6taCgIPTt2xcnTpxodZu0tDSYTCbnIz8/vwsrJCIioq6kqCBTXV2NnJwcREdHt7qNXq+H0Wh0eRAREZF38uggs3TpUuzcuRO5ubn47rvvcMstt0CtVuOOO+6QuzQiIiLyAB49RubMmTO44447UFZWhvDwcFxzzTXYs2cPwsPD5S6NiIiIPIBHB5n169fLXQIRERF5MI/uWiIiIiK6GAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsRQSZVatWISEhAT4+Phg5ciT27dsnd0lERETkATw+yPz3v//F4sWLsWzZMhw4cABDhw7FhAkTUFxcLHdpREREJDOPDzIrV67Efffdh7lz52LgwIF4/fXX4evri3/9619yl0ZEREQy8+ggU19fj8zMTIwfP965TKVSYfz48di9e7eMlREREZEn0MhdwMWUlpbCbrcjMjLSZXlkZCR+/vnnFl9jsVhgsVicz00mEwCgsrKyQ2urrq4GAJw5fhSW2poO3XdnKsrLAQAU5h5Djp+vzNW0DWvuGqy5a7DmrsGau0bJmVMAGj4TO/pztml/QoiLbyg82NmzZwUA8d1337ksf/TRR8WIESNafM2yZcsEAD744IMPPvjgwwse+fn5F80KHn1GJiwsDGq1GkVFRS7Li4qKEBUV1eJr0tLSsHjxYudzh8OB8vJyhIaGQpKkDqutsrIScXFxyM/Ph9Fo7LD9ehJvb6O3tw/w/jZ6e/sA72+jt7cP8P42dlb7hBCoqqpCTEzMRbfz6CCj0+mQkpKCrVu3Ytq0aQAagsnWrVuxcOHCFl+j1+uh1+tdlgUFBXVajUaj0St/MX/N29vo7e0DvL+N3t4+wPvb6O3tA7y/jZ3RvsDAwEtu49FBBgAWL16M2bNnY/jw4RgxYgReeeUVmM1mzJ07V+7SiIiISGYeH2Ruu+02lJSU4C9/+QsKCwsxbNgwfPnll80GABMREVH34/FBBgAWLlzYaleSXPR6PZYtW9asG8ubeHsbvb19gPe30dvbB3h/G729fYD3t1Hu9klCXGpeExEREZFn8ugL4hERERFdDIMMERERKRaDDBERESkWgwwREREpFoOMm1atWoWEhAT4+Phg5MiR2Ldvn9wlueXJJ5+EJEkuj/79+zvX19XVYcGCBQgNDYW/vz9mzJjR7ErLnmbXrl2YMmUKYmJiIEkSPvroI5f1Qgj85S9/QXR0NAwGA8aPH4/jx4+7bFNeXo5Zs2bBaDQiKCgI8+bNc95fS26Xat+cOXOaHdOJEye6bOPJ7UtPT8eVV16JgIAAREREYNq0acjOznbZpi2/l3l5ebjpppvg6+uLiIgIPProo7DZbF3ZlFa1pY1jxoxpdhwfeOABl208tY2rV69GcnKy8wJpqamp2Lhxo3O90o8fcOk2Kvn4tWTFihWQJAmLFi1yLvOY49ghN0XqZtavXy90Op3417/+JY4ePSruu+8+ERQUJIqKiuQurd2WLVsmBg0aJAoKCpyPkpIS5/oHHnhAxMXFia1bt4r9+/eLUaNGiauuukrGii/tiy++EE888YT44IMPBADx4YcfuqxfsWKFCAwMFB999JH44YcfxM033ywSExNFbW2tc5uJEyeKoUOHij179oivv/5a9OnTR9xxxx1d3JKWXap9s2fPFhMnTnQ5puXl5S7beHL7JkyYIDIyMsSRI0dEVlaWmDx5sujZs6eorq52bnOp30ubzSYGDx4sxo8fLw4ePCi++OILERYWJtLS0uRoUjNtaeN1110n7rvvPpfjaDKZnOs9uY2ffPKJ+Pzzz8WxY8dEdna2+NOf/iS0Wq04cuSIEEL5x0+IS7dRycfvQvv27RMJCQkiOTlZPPzww87lnnIcGWTcMGLECLFgwQLnc7vdLmJiYkR6erqMVbln2bJlYujQoS2uq6ioEFqtVmzYsMG57KeffhIAxO7du7uowstz4Qe9w+EQUVFR4oUXXnAuq6ioEHq9XrzzzjtCCCF+/PFHAUB8//33zm02btwoJEkSZ8+e7bLa26K1IDN16tRWX6Ok9gkhRHFxsQAgdu7cKYRo2+/lF198IVQqlSgsLHRus3r1amE0GoXFYunaBrTBhW0UouGD8NcfGhdSWhuDg4PFP//5T688fk2a2iiE9xy/qqoqkZSUJDZv3uzSJk86juxaaqf6+npkZmZi/PjxzmUqlQrjx4/H7t27ZazMfcePH0dMTAx69eqFWbNmIS8vDwCQmZkJq9Xq0tb+/fujZ8+eim3rqVOnUFhY6NKmwMBAjBw50tmm3bt3IygoCMOHD3duM378eKhUKuzdu7fLa3bHjh07EBERgX79+uH3v/89ysrKnOuU1j6TyQQACAkJAdC238vdu3djyJAhLlcAnzBhAiorK3H06NEurL5tLmxjk7fffhthYWEYPHgw0tLSUFNT41ynlDba7XasX78eZrMZqampXnn8LmxjE284fgsWLMBNN93kcrwAz/p3qIgr+3qS0tJS2O32ZrdIiIyMxM8//yxTVe4bOXIk1q5di379+qGgoADLly/HtddeiyNHjqCwsBA6na7ZTTcjIyNRWFgoT8GXqanulo5f07rCwkJERES4rNdoNAgJCVFEuydOnIjp06cjMTEROTk5+NOf/oRJkyZh9+7dUKvVimqfw+HAokWLcPXVV2Pw4MEA0Kbfy8LCwhaPcdM6T9JSGwFg5syZiI+PR0xMDA4dOoTHH38c2dnZ+OCDDwB4fhsPHz6M1NRU1NXVwd/fHx9++CEGDhyIrKwsrzl+rbURUP7xA4D169fjwIED+P7775ut86R/hwwy3dykSZOc3ycnJ2PkyJGIj4/Hu+++C4PBIGNl5K7bb7/d+f2QIUOQnJyM3r17Y8eOHRg3bpyMlbXfggULcOTIEXzzzTdyl9JpWmvj/Pnznd8PGTIE0dHRGDduHHJyctC7d++uLrPd+vXrh6ysLJhMJrz33nuYPXs2du7cKXdZHaq1Ng4cOFDxxy8/Px8PP/wwNm/eDB8fH7nLuSh2LbVTWFgY1Gp1s5HZRUVFiIqKkqmqjhMUFIS+ffvixIkTiIqKQn19PSoqKly2UXJbm+q+2PGLiopCcXGxy3qbzYby8nJFtrtXr14ICwvDiRMnACinfQsXLsRnn32G7du3IzY21rm8Lb+XUVFRLR7jpnWeorU2tmTkyJEA4HIcPbmNOp0Offr0QUpKCtLT0zF06FC8+uqrXnX8WmtjS5R2/DIzM1FcXIwrrrgCGo0GGo0GO3fuxN/+9jdoNBpERkZ6zHFkkGknnU6HlJQUbN261bnM4XBg69atLn2jSlVdXY2cnBxER0cjJSUFWq3Wpa3Z2dnIy8tTbFsTExMRFRXl0qbKykrs3bvX2abU1FRUVFQgMzPTuc22bdvgcDic/xkpyZkzZ1BWVobo6GgAnt8+IQQWLlyIDz/8ENu2bUNiYqLL+rb8XqampuLw4cMugW3z5s0wGo3OU/9yulQbW5KVlQUALsfRk9t4IYfDAYvF4hXHrzVNbWyJ0o7fuHHjcPjwYWRlZTkfw4cPx6xZs5zfe8xx7LBhw93I+vXrhV6vF2vXrhU//vijmD9/vggKCnIZma0US5YsETt27BCnTp0S3377rRg/frwICwsTxcXFQoiG6XU9e/YU27ZtE/v37xepqakiNTVV5qovrqqqShw8eFAcPHhQABArV64UBw8eFKdPnxZCNEy/DgoKEh9//LE4dOiQmDp1aovTr3/zm9+IvXv3im+++UYkJSV5zPTki7WvqqpKLF26VOzevVucOnVKbNmyRVxxxRUiKSlJ1NXVOffhye37/e9/LwIDA8WOHTtcpq7W1NQ4t7nU72XTtM8bb7xRZGVliS+//FKEh4d7zNTWS7XxxIkT4qmnnhL79+8Xp06dEh9//LHo1auXGD16tHMfntzGP/7xj2Lnzp3i1KlT4tChQ+KPf/yjkCRJfPXVV0II5R8/IS7eRqUfv9ZcOBPLU44jg4yb/u///k/07NlT6HQ6MWLECLFnzx65S3LLbbfdJqKjo4VOpxM9evQQt912mzhx4oRzfW1trfjDH/4ggoODha+vr7jllltEQUGBjBVf2vbt2wWAZo/Zs2cLIRqmYP/5z38WkZGRQq/Xi3Hjxons7GyXfZSVlYk77rhD+Pv7C6PRKObOnSuqqqpkaE1zF2tfTU2NuPHGG0V4eLjQarUiPj5e3Hfffc1Ctie3r6W2ARAZGRnObdrye5mbmysmTZokDAaDCAsLE0uWLBFWq7WLW9OyS7UxLy9PjB49WoSEhAi9Xi/69OkjHn30UZfrkAjhuW285557RHx8vNDpdCI8PFyMGzfOGWKEUP7xE+LibVT68WvNhUHGU46jJIQQHXd+h4iIiKjrcIwMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBEpxpgxY7Bo0aJW1yckJOCVV17psnqISH68+zURKcYHH3wArVYrdxlE5EEYZIhIMUJCQuQugYg8DLuWiEgxft21VFxcjClTpsBgMCAxMRFvv/22vMURkSx4RoaIFGnOnDk4d+4ctm/fDq1Wi4ceegjFxcVyl0VEXYxBhogU59ixY9i4cSP27duHK6+8EgCwZs0aDBgwQObKiKirsWuJiBTnp59+gkajQUpKinNZ//79ERQUJF9RRCQLBhkiIiJSLAYZIlKc/v37w2azITMz07ksOzsbFRUV8hVFRLJgkCEixenXrx8mTpyI+++/H3v37kVmZibuvfdeGAwGuUsjoi7GIENEipSRkYGYmBhcd911mD59OubPn4+IiAi5yyKiLiYJIYTcRRARERG5g2dkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsf4/gcUB3ZslmHAAAAAASUVORK5CYII=",
- "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": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "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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335UbaEo999xzWrFihfr166cmTZooPT1db7zxhho2bOj4jqe//OUvevfddzV27FitXr1aV111lfLy8vTdd9/pwQcfVP/+/c/5NQYc3HciGOD5Sk89X7NmTbnbr7766jOeej5hwgTTuXNnExYWZgIDA02rVq3MCy+8YE6cOOHoU1RUZB566CFTv359Y7PZnE4HzsnJMY888oiJiYkxvr6+Ji4uzrz00ktlTsfNy8szI0eONHXr1jW1a9c2AwYMMNu3bzeSnE4FLz3duLzTgA8cOGBuueUWExYWZkJDQ81tt91mkpOTKzx9/dR9VHRKeHmvU3kKCwvN+PHjTWxsrPH19TWNGjUy48aNM/n5+Wf1POXJzc01d911lwkLCzOSHKdgl556Pn/+fKf+SUlJRpKJj493at+wYYMZOHCgCQ8PN/7+/qZJkybm9ttvNwkJCWesQeWcem5MyXs7btw407x5c+Pn52fq1atnrrzySvPyyy87fT7efvttExcXZ/z9/U2rVq1MfHx8uaeNb9u2zfTo0cMEBgYaSU6fw8WLF5t27doZPz8/07JlS/P+++9XeOp5ebUaY0xaWpoZOXKkadSokfH19TVRUVGmV69eZvbs2acdf0JCgunfv7+JiYkxfn5+JiYmxvz5z38uc9r9sWPHzJNPPul4/6Oiosytt95qdu3addr9A2diM4b5QcCqNm7cqEsvvVTvv/++Bg8e7O5yAMAtWLMDWMTx48fLtE2fPl1eXl5n/OZiALAy1uwAFjFlyhStW7dO1157rXx8fLRgwQItWLBAI0aMUKNGjdxdHgC4DYexAItYsmSJxo8fr61btyo3N1eNGzfWPffcoyeffJIvagNwQSPsAAAAS2PNDgAAsDTCDgAAsDQO5Kvkui/JyckKDg7m6roAANQQxhjl5OQoJibGcVHZ8hB2JCUnJ3O2CgAANdT+/fvVsGHDCrcTdiTHBRb379+vkJAQN1cDAADORnZ2tho1auR0oeTyEHb0+3WDQkJCCDsAANQwZ1qCwgJlAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaT7uLsDKioqKlJiY6LjfvHlz+fjwkgMAcD7xl7caJSYmauqnPyg8qqGOpB7Qo4OkVq1aubssAAAuKISdahYe1VCRjZu5uwwAAC5YhJ3zxF5crN27dzvuc0gLAIDzg7+250lGerLmJmYrNsXGIS0AAM4jws55FBbRgENaAACcZ5x6DgAALM2tYWfFihW6+eabFRMTI5vNps8//9xpuzFGTz/9tKKjoxUYGKjevXtr586dTn2OHj2qwYMHKyQkRGFhYRo+fLhyc3PP4ygAAIAnc2vYycvLU4cOHTRjxoxyt0+ZMkWvvfaaZs2apVWrVikoKEh9+vRRfn6+o8/gwYO1ZcsWLVmyRF9//bVWrFihESNGnK8hAAAAD+fWNTt9+/ZV3759y91mjNH06dP1z3/+U/3795ckvfvuu4qMjNTnn3+uO++8U7/99psWLlyoNWvWqFOnTpKk119/XTfeeKNefvllxcTEnLexAAAAz+Sxa3aSkpKUmpqq3r17O9pCQ0PVpUsXrVy5UpK0cuVKhYWFOYKOJPXu3VteXl5atWpVhfsuKChQdna20w0AAFiTx4ad1NRUSVJkZKRTe2RkpGNbamqqIiIinLb7+Piobt26jj7lmTRpkkJDQx23Ro0aubh6AADgKTw27FSncePGKSsry3Hbv3+/u0sCAADVxGPDTlRUlCQpLS3NqT0tLc2xLSoqSunp6U7bi4qKdPToUUef8vj7+yskJMTpBgAArMljw05sbKyioqKUkJDgaMvOztaqVavUtWtXSVLXrl2VmZmpdevWOfosXbpUdrtdXbp0Oe81AwAAz+PWs7Fyc3OVmJjouJ+UlKSNGzeqbt26aty4scaMGaMJEyYoLi5OsbGxeuqppxQTE6MBAwZIklq3bq0bbrhBf/3rXzVr1iwVFhZq1KhRuvPOOzkTCwAASHJz2Fm7dq2uvfZax/2xY8dKkoYMGaI5c+bo8ccfV15enkaMGKHMzEx1795dCxcuVEBAgOMxH3zwgUaNGqVevXrJy8tLgwYN0muvvXbexwIAADyTW8PONddcI2NMhdttNpuee+45PffccxX2qVu3rj788MPqKA8AAFiAx67ZAQAAcAXCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDSPDjvFxcV66qmnFBsbq8DAQDVr1kzPP/+8jDGOPsYYPf3004qOjlZgYKB69+6tnTt3urFqAADgSTw67Lz44ouaOXOm/vWvf+m3337Tiy++qClTpuj111939JkyZYpee+01zZo1S6tWrVJQUJD69Omj/Px8N1YOAAA8hY+7Czidn376Sf3791e/fv0kSU2bNtV//vMfrV69WlLJrM706dP1z3/+U/3795ckvfvuu4qMjNTnn3+uO++80221AwAAz+DRMztXXnmlEhIStGPHDknSL7/8ov/973/q27evJCkpKUmpqanq3bu34zGhoaHq0qWLVq5cWeF+CwoKlJ2d7XQDAADW5NEzO0888YSys7PVqlUreXt7q7i4WC+88IIGDx4sSUpNTZUkRUZGOj0uMjLSsa08kyZN0vjx46uvcAAA4DE8embn448/1gcffKAPP/xQ69ev19y5c/Xyyy9r7ty5VdrvuHHjlJWV5bjt37/fRRUDAABP49EzO3//+9/1xBNPONbeXHzxxdq7d68mTZqkIUOGKCoqSpKUlpam6Ohox+PS0tJ0ySWXVLhff39/+fv7V2vtAADAM3j0zM6xY8fk5eVcore3t+x2uyQpNjZWUVFRSkhIcGzPzs7WqlWr1LVr1/NaKwAA8EwePbNz880364UXXlDjxo3Vtm1bbdiwQdOmTdO9994rSbLZbBozZowmTJiguLg4xcbG6qmnnlJMTIwGDBjg3uIBAIBH8Oiw8/rrr+upp57Sgw8+qPT0dMXExOhvf/ubnn76aUefxx9/XHl5eRoxYoQyMzPVvXt3LVy4UAEBAW6sHAAAeAqb+ePXEV+gsrOzFRoaqqysLIWEhLhsv9u2bdOcH5MU2biZtq76Xl4BwWrVoaPS9u3S0G6xatWqlcueCwCAC83Z/v326DU7AAAAVUXYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAllapsLN7925X1wEAAFAtKhV2mjdvrmuvvVbvv/++8vPzXV0TAACAy1Qq7Kxfv17t27fX2LFjFRUVpb/97W9avXq1q2sDAACoskqFnUsuuUSvvvqqkpOT9c477yglJUXdu3dXu3btNG3aNB06dMjVdQIAAFRKlRYo+/j4aODAgZo/f75efPFFJSYm6rHHHlOjRo30l7/8RSkpKa6qEwAAoFKqFHbWrl2rBx98UNHR0Zo2bZoee+wx7dq1S0uWLFFycrL69+/vqjoBAAAqxacyD5o2bZri4+O1fft23XjjjXr33Xd14403ysurJDvFxsZqzpw5atq0qStrBQAAOGeVCjszZ87Uvffeq6FDhyo6OrrcPhEREXr77berVBwAAEBVVeow1s6dOzVu3LgKg44k+fn5aciQIZUurNTBgwd19913Kzw8XIGBgbr44ou1du1ax3ZjjJ5++mlFR0crMDBQvXv31s6dO6v8vAAAwBoqFXbi4+M1f/78Mu3z58/X3Llzq1xUqYyMDHXr1k2+vr5asGCBtm7dqqlTp6pOnTqOPlOmTNFrr72mWbNmadWqVQoKClKfPn34/h8AACCpkmFn0qRJqlevXpn2iIgITZw4scpFlXrxxRfVqFEjxcfHq3PnzoqNjdX111+vZs2aSSqZ1Zk+fbr++c9/qn///mrfvr3effddJScn6/PPP3dZHQAAoOaqVNjZt2+fYmNjy7Q3adJE+/btq3JRpb788kt16tRJt912myIiInTppZfq3//+t2N7UlKSUlNT1bt3b0dbaGiounTpopUrV7qsDgAAUHNVKuxERERo06ZNZdp/+eUXhYeHV7moUrt379bMmTMVFxenRYsW6YEHHtDDDz/sOFSWmpoqSYqMjHR6XGRkpGNbeQoKCpSdne10AwAA1lSps7H+/Oc/6+GHH1ZwcLB69OghSVq+fLlGjx6tO++802XF2e12derUyXFo7NJLL9XmzZs1a9asKi1+njRpksaPH++qMgEAgAer1MzO888/ry5duqhXr14KDAxUYGCgrr/+evXs2dOla3aio6PVpk0bp7bWrVs7DpVFRUVJktLS0pz6pKWlObaVZ9y4ccrKynLc9u/f77KaAQCAZ6nUzI6fn58++ugjPf/88/rll18cp4Q3adLEpcV169ZN27dvd2rbsWOH43liY2MVFRWlhIQEXXLJJZKk7OxsrVq1Sg888ECF+/X395e/v79LawUAAJ6pUmGnVIsWLdSiRQtX1VLGI488oiuvvFITJ07U7bffrtWrV2v27NmaPXu2JMlms2nMmDGaMGGC4uLiFBsbq6eeekoxMTEaMGBAtdUFAABqjkqFneLiYs2ZM0cJCQlKT0+X3W532r506VKXFHf55Zfrs88+07hx4/Tcc88pNjZW06dP1+DBgx19Hn/8ceXl5WnEiBHKzMxU9+7dtXDhQgUEBLikBgAAULNVKuyMHj1ac+bMUb9+/dSuXTvZbDZX1+Vw00036aabbqpwu81m03PPPafnnnuu2moAAAA1V6XCzrx58/Txxx/rxhtvdHU9AAAALlWps7H8/PzUvHlzV9cCAADgcpUKO48++qheffVVGWNcXQ8AAIBLVeow1v/+9z8tW7ZMCxYsUNu2beXr6+u0/b///a9LigMAAKiqSoWdsLAw3XLLLa6uBQAAwOUqFXbi4+NdXQcAAEC1qNSaHUkqKirSd999pzfffFM5OTmSpOTkZOXm5rqsOAAAgKqq1MzO3r17dcMNN2jfvn0qKCjQddddp+DgYL344osqKCjQrFmzXF0nAABApVRqZmf06NHq1KmTMjIyFBgY6Gi/5ZZblJCQ4LLiAAAAqqpSMzs//PCDfvrpJ/n5+Tm1N23aVAcPHnRJYQAAAK5QqZkdu92u4uLiMu0HDhxQcHBwlYsCAABwlUqFneuvv17Tp0933LfZbMrNzdUzzzzDJSQAAIBHqdRhrKlTp6pPnz5q06aN8vPzddddd2nnzp2qV6+e/vOf/7i6RgAAgEqrVNhp2LChfvnlF82bN0+bNm1Sbm6uhg8frsGDBzstWAYAAHC3SoUdSfLx8dHdd9/tyloAAABcrlJh59133z3t9r/85S+VKgYAAMDVKhV2Ro8e7XS/sLBQx44dk5+fn2rVqkXYAQAAHqNSZ2NlZGQ43XJzc7V9+3Z1796dBcoAAMCjVPraWKeKi4vT5MmTy8z6AAAAuJPLwo5Usmg5OTnZlbsEAACokkqt2fnyyy+d7htjlJKSon/961/q1q2bSwoDAABwhUqFnQEDBjjdt9lsql+/vnr27KmpU6e6oi4AAACXqFTYsdvtrq4DAACgWrh0zQ4AAICnqdTMztixY8+677Rp0yrzFAAAAC5RqbCzYcMGbdiwQYWFhWrZsqUkaceOHfL29tZll13m6Gez2VxTJQAAQCVVKuzcfPPNCg4O1ty5c1WnTh1JJV80OGzYMF111VV69NFHXVokAABAZVVqzc7UqVM1adIkR9CRpDp16mjChAmcjQUAADxKpcJOdna2Dh06VKb90KFDysnJqXJRAAAArlKpsHPLLbdo2LBh+u9//6sDBw7owIED+vTTTzV8+HANHDjQ1TUCAABUWqXW7MyaNUuPPfaY7rrrLhUWFpbsyMdHw4cP10svveTSAgEAAKqiUmGnVq1aeuONN/TSSy9p165dkqRmzZopKCjIpcUBAABUVZW+VDAlJUUpKSmKi4tTUFCQjDGuqgsAAMAlKhV2jhw5ol69eqlFixa68cYblZKSIkkaPnw4p50DAACPUqmw88gjj8jX11f79u1TrVq1HO133HGHFi5c6LLiAAAAqqpSa3YWL16sRYsWqWHDhk7tcXFx2rt3r0sKAwAAcIVKzezk5eU5zeiUOnr0qPz9/atcFAAAgKtUKuxcddVVevfddx33bTab7Ha7pkyZomuvvdZlxQEAAFRVpQ5jTZkyRb169dLatWt14sQJPf7449qyZYuOHj2qH3/80dU1AgAAVFqlZnbatWunHTt2qHv37urfv7/y8vI0cOBAbdiwQc2aNXN1jQAAAJV2zjM7hYWFuuGGGzRr1iw9+eST1VETAACAy5zzzI6vr682bdpUHbUAAAC4XKUOY9199916++23XV0LAACAy1VqgXJRUZHeeecdfffdd+rYsWOZa2JNmzbNJcUBAABU1TmFnd27d6tp06bavHmzLrvsMknSjh07nPrYbDbXVQcAAFBF5xR24uLilJKSomXLlkkquTzEa6+9psjIyGopDgAAoKrOac3OqVc1X7BggfLy8lxaEAAAgCtVaoFyqVPDDwAAgKc5p7Bjs9nKrMlhjQ4AAPBk57RmxxijoUOHOi72mZ+fr/vvv7/M2Vj//e9/XVchAABAFZxT2BkyZIjT/bvvvtulxQAAALjaOYWd+Pj46qoDAACgWlRpgTIAAICnI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLq1FhZ/LkybLZbBozZoyjLT8/XyNHjlR4eLhq166tQYMGKS0tzX1FAgAAj1Jjws6aNWv05ptvqn379k7tjzzyiL766ivNnz9fy5cvV3JysgYOHOimKgEAgKepEWEnNzdXgwcP1r///W/VqVPH0Z6VlaW3335b06ZNU8+ePdWxY0fFx8frp59+0s8//+zGigEAgKeoEWFn5MiR6tevn3r37u3Uvm7dOhUWFjq1t2rVSo0bN9bKlSsr3F9BQYGys7OdbgAAwJrO6XIR7jBv3jytX79ea9asKbMtNTVVfn5+CgsLc2qPjIxUampqhfucNGmSxo8f7+pSAQCAB/LomZ39+/dr9OjR+uCDDxQQEOCy/Y4bN05ZWVmO2/79+122bwAA4Fk8emZn3bp1Sk9P12WXXeZoKy4u1ooVK/Svf/1LixYt0okTJ5SZmek0u5OWlqaoqKgK9+vv7y9/f//qLP207MXF2r17t1Nb8+bN5ePj0W8HAAA1kkf/de3Vq5d+/fVXp7Zhw4apVatW+sc//qFGjRrJ19dXCQkJGjRokCRp+/bt2rdvn7p27eqOks9KRnqy5iZmKzbFJkk6knpAjw4qWW8EAABcy6PDTnBwsNq1a+fUFhQUpPDwcEf78OHDNXbsWNWtW1chISF66KGH1LVrV11xxRXuKPmshUU0UGTjZu4uAwAAy/PosHM2XnnlFXl5eWnQoEEqKChQnz599MYbb7i7LAAA4CFqXNj5/vvvne4HBARoxowZmjFjhnsKAgAAHs2jz8YCAACoKsIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMLOeWQ30vp9GdqSH6Y1WbW0YschGWPcXRYAAJZW4y4EWpMdyPfVbzsPSwqSJB3dn6no0ACFuLcsAAAsjZmd88RupKTj/pKkaJ88xfifkCT9kHhYxXZmdwAAqC7M7JwnKUW1lG/3Ui0/b7X2zZQtIFjZqqWc/CJtz7S5uzwAACyLmZ3zwG43SjoRLEnq2KSOvG2Sj03q1ixckrT1qFHG8SJ3lggAgGURds6DHek5Om585Guz6+IGoY72llHBigj2V5GRliflurFCAACsi7BzHuxIKwkyjQNPyNf795fcZrOpRWTJjM/qA8fcUhsAAFZH2KlmdmN0MOO4JKm+X9lDVRfVKzkza1PqceUWcCgLAABXI+xUs4wC6USxXT6yK8TbXmZ7WC1f1faViuzS/3YeckOFAABYG2GnmqWePDpV17tAtnJOurLZbGpQMrmj735LP3+FAQBwgSDsVLO0YyXfoVPXu6DCPjFBJSlo2bZ02fnOHQAAXIqwU40Kiuw6nF/yc12fisNO/UCplq+XjuSd0C8HMs9PcQAAXCAIO9Voa3q+7EYK8vdWLVvFi4+9bDZ1ahAoqWR2BwAAuA5hpxptTCk5C6tRnVrlrtf5o0tjakmS1uzJqO6yAAC4oBB2qtEvpWGnbq0z9m1dv+S6Wb8cyFRRcdmztgAAQOUQdqpJsd3I28smm6RGdQLP2L9xmJ+C/X107ESx40sIAQBA1RF2qom3l01Tb2yggc1sCg7wPWN/L5tNlzQOkySt38ehLAAAXIWwU818vc7+iuaXNgqTRNgBAMCVCDse5NImdSRJG/ZlurcQAAAshLDjQS5rVBJ2kg7n6WjeCTdXAwCANRB2PEhoLV81q19y7YiN+zmUBQCAKxB2PMyljUtmd9bvzXRvIQAAWARhx8NcVhp2WKQMAIBLEHY8zCUnz8j69WCWjOGioAAAVBVhx8PERdaWn7eXcvKLtP/ocXeXAwBAjUfY8TC+3l5qEVVbkrQlOcvN1QAAUPMRdjxQu5hQSdKW5Gw3VwIAQM1H2PFAbWNCJDGzAwCAKxB2PFCbkzM7m5nZAQCgynzcXQAke3Gxdu/e7bgf17ipbDbpUE6B0nPyFREc4MbqAACo2Qg7HiAjPVlzE7MVm2LTkdQDenSQdFG9IO06lKctydmKaEnYAQCgsjiM5SHCIhoosnEzhUc1lCS1PXkoayuHsgAAqBLCjocpPaQV4VsgSfr1QKZ7CwIAoIbjMJaHKT2kFdiojSTpl31H3FwRAAA1GzM7HigsooFaNouVJKXkFCk7v9DNFQEAUHMRdjxUgK+3ap2cd2PdDgAAlUfY8WB1/Ev+5ZuUAQCoPMKOB6vjb5PENykDAFAVhB0P5pjZOcjMDgAAlUXY8WClYSfxUK7yC4vdWwwAADUUYceDBfpIof5eKrYbbU/NcXc5AADUSIQdD2az2dQsvGR6h0XKAABUDmHHwzWrWxp2WKQMAEBlEHY8XPOTMzubmdkBAKBSCDserlldP0nStpRsFRXb3VwNAAA1D2HHw8WE+CrIz1sFRXbtPpzn7nIAAKhxPDrsTJo0SZdffrmCg4MVERGhAQMGaPv27U598vPzNXLkSIWHh6t27doaNGiQ0tLS3FSx63nZbGodHSKJdTsAAFSGR4ed5cuXa+TIkfr555+1ZMkSFRYW6vrrr1de3u8zHI888oi++uorzZ8/X8uXL1dycrIGDhzoxqpdr23MybDDlwsCAHDOfNxdwOksXLjQ6f6cOXMUERGhdevWqUePHsrKytLbb7+tDz/8UD179pQkxcfHq3Xr1vr55591xRVXuKNsl2sbEypJ2szMDgAA58yjZ3ZOlZVV8se+bt26kqR169apsLBQvXv3dvRp1aqVGjdurJUrV1a4n4KCAmVnZzvdPFnbBiUzO1uTs2WMcXM1AADULDUm7Njtdo0ZM0bdunVTu3btJEmpqany8/NTWFiYU9/IyEilpqZWuK9JkyYpNDTUcWvUqFF1ll5lcRHB8vW2KTu/SAcyjru7HAAAapQaE3ZGjhypzZs3a968eVXe17hx45SVleW47d+/3wUVVh8/Hy+1iAyWxCJlAADOVY0IO6NGjdLXX3+tZcuWqWHDho72qKgonThxQpmZmU7909LSFBUVVeH+/P39FRIS4nTzdKWLlDezSBkAgHPi0WHHGKNRo0bps88+09KlSxUbG+u0vWPHjvL19VVCQoKjbfv27dq3b5+6du16vsutVqWLlJnZAQDg3Hj02VgjR47Uhx9+qC+++ELBwcGOdTihoaEKDAxUaGiohg8frrFjx6pu3boKCQnRQw89pK5du1rmTKxSjtPPuWwEAADnxKPDzsyZMyVJ11xzjVN7fHy8hg4dKkl65ZVX5OXlpUGDBqmgoEB9+vTRG2+8cZ4rrX6to0Nks0npOQU6lFOg+sH+7i4JAIAawaPDztmcZh0QEKAZM2ZoxowZ56Ei9wny91FsvSDtPpSnLclZuqZlhLtLAgCgRvDoNTtw9vu6HQ5lAQBwtgg7NUi7k+t2fj3AImUAAM4WYacG6dAoTJK0cX+mW+sAAKAmIezUIO0bhsrLJqVm5ysli29SBgDgbBB2apBafj5qFVVyKGvDvkz3FgMAQA1B2KlhLm0cJolDWQAAnC3CTg1zaeM6kqQN+zLcXAkAADUDYaeGKZ3Z2XQgS4XFdvcWAwBADUDYqWFiw4MUEuCjgiK7tqXkuLscAAA8HmGnhvHysumSk4eyNu7nUBYAAGdC2KmBLj35fTuckQUAwJkRdmqg0nU761ikDADAGRF2aqDLmtSRl03ae+SYUrPy3V0OAAAejbDjwezFxdq9e7e2bdumbdu2qaioSJIUEuCrdg1KLgq6cvdhd5YIAIDHI+x4sIz0ZM39fqvm/JikqZ/+oMTERMe2rs3CJUk/JR5xV3kAANQIhB0PFxbRQJGNmyk8qqFTe9eLSsLOyt2EHQAAToewU0Nd3rSufLxsOpBxXPuPHnN3OQAAeCzCTg0V5O+jDidPQV+5i9kdAAAqQtipwa4sXbezi0XKAABUhLBTg/1x3Y4xxs3VAADgmQg7NdhlTerIz8dLadkFSkzPdXc5AAB4JMJODRbg6+2Y3VnyW5qbqwEAwDMRdmq469tGSpIWbyHsAABQHsJODXddm0jZbNLG/ZlcOgIAgHIQdmq4iOAAx1XQOZQFAEBZhB0LuL5tlCRp8ZZUN1cCAIDnIexYwPVtStbtrNx1RFnHC91cDQAAnoWwYwEX1a+t5hG1VWQ3WrqNQ1kAAPwRYcci+l0cLUn6eM0BN1cCAIBnIexYxO2XN5LNVvJtykmH89xdDgAAHoOwU0PYi4u1e/dubdu2Tdu2bVNRUZHT9gZhgbqmRX1J0rw1+9xRIgAAHomwU0NkpCdr7vdbNefHJE399AclJiaW6XNn58aSpE/XHdCJIvv5LhEAAI9E2KlBwiIaKLJxM4VHNSx3e89WEYoI9tfh3BP6ju/cAQBAEmHHUny9vXRbp5IgFP9jEldCBwBAhB3LueeKpvLz8dKaPRn6Yedhd5cDAIDbEXYsJio0QIO7lKzdmbpkB7M7AIALHmHHgh64ppkCfL30y/5MLd2W7u5yAABwK8KOhRQVFWnbtm06enCPbmoZIkl6efEOFRVXfGZW6WMqOqUdAICazsfdBcB1EhMTNfXTHxQe1VCHkpNV2y9Gv6Vka/YPu/XgNc3P+JgjqQf06CCpVatW57lyAACqDzM7FhMe1VCRjZspOiZG93euJ0mavmSndqblnPExFZ3SDgBATUbYsbBezWqrZ6sInSi267H5v5z2cBYAAFZF2LEwm82mibdcrOAAH/1yIEvPfLmFs7MAABccwo7FRYUGaOptHWSzSR+s2qd3ftzj7pIAADivCDsXgOvbRun/+raWJE34Zqu+3pTs5ooAADh/OBurBiq9Anqp5s2by8fHp8I+RUVFuqKOUd8WIVqwI1sP/2eDjhcU6rbLm5zXugEAcAfCTg2UkZ6suYnZik2xVXi6+B/77Pp1jbz8aqlJiza6KETanS39/dPNyimwq2s4a3gAANZG2KmhSq+AfjZ9jqTsl1dAsKKbNNdNjY0Wrk/Ujkzpua+36vq4YIXaCTwAAOtizc4FxmazqUMdo4EXSV42afHOHH13wCjj2Al3lwYAQLUg7FyAMg8l62Dib+oRY5O3KVJGgfThqn1KzDKcmg4AsBzCzgUqLKKBOrRqriuDDqmub5GK7EZr043+sShZuw7lurs8AABchjU7F7gAL7s6hRzT8boX6afEw9qUmq++03/QsO5N9eA1zRUa6OvUv6ioSImJiY775Z0JdjoVPb6q+wUAoCL8NYFsNumyxnUUWnhEaUWBWnPgmN5cvlsfr9mvB65ppsFdmijIv+SjUtULh1b0eC5ICgCoLoQdONT2tWnk1VFKsdXVxG+3KTE9VxO/3aY3vt+lv1zRRHd0bizp9wuHVlZFj6/qfgEAKA9hB05sNpt6topUj7j6+u/6g3rj+0TtOXJMry1N1OvLEtUxJlC2QqPgE0XuLhUAgLNC2Knh/vhNybt375arTqby8fbS7Zc30qCODbVgc4re/3mvft59VGsPHpckrUlPUqiflG07pG5ZgYqtF6SGYbUUGuir2gE+8vayOfb1x/U4Z1Pj2XxDdHWtHQIAWA+/3Ws4529KXqu6DeMU5cKrQHh72XRT+xjd1D5GSYfz9E7CL/p6a4YyCqSsE9K3O7L17Y7NZR4X7O+j4AAf+fp4qaiwUJm5x+Tj46sT+cfk6+evwPR9Kjph16/fHlTt5RkqyD+uQ9l21clL07FDOVqdeEwNdkrFWWl64ha7Lrm4jdP+q2vtEADAegg7FvDHb0quTrH1gjS4Q10V5mapdmQTbdu1R1HhoTpa5Kfdh3KVmp2v/EK7JCmnoEg5BX881OUrnZDkVUvHi6Ts7AJJ0pH8fEn5jl4H87IlhUheIdqTYiRFaMAHSYoMSVbT8CDF1gtS03pB8s3PlXedBgpvEFvp8bBGCAAuDJYJOzNmzNBLL72k1NRUdejQQa+//ro6d+7s7rJqlFMvHirJcVp46c+lh6GC/H0UE2jXNXWzdNFFF6moKFCSZGzeyiu0q15UQ+UVGhXZ7Uras1ffbEpRWESM9v72i+RXSw2aNtPRtGS1qWtT/YhIpaSladMRyad2XR3cv08nvPxlC6itjNx8nbDblJZdoLTsAq1KOupc9L5dquUjbctNVpvfCtW4TqD8CrJUL8hb9Wr5qLavkZfN5jhE5cmHq2ryobWaXLsV8PrD03jaZ9IS/zV89NFHGjt2rGbNmqUuXbpo+vTp6tOnj7Zv366IiAh3l1djlHfx0NiWbU/5+fdDZRX1LzksdJU6nDwsFHQ8XWtr2RRZt5ZyfQrk5eeni+rXVv7uZG1KyVZskZd2/bpO9RrGqdVFcdp66Fd5BQSrVYc22rrqex3NzlXdJq2UcuioOrS8SDkK1G8HjmhPRoEK7dKxImljynFtTNlXZkw2Y+SrQoUE+sm76Li6tTysNk1jZM/NVfpxI79jJ1RY7BnfHF2TD63V5NqtgNcfnsbTPpOWCDvTpk3TX//6Vw0bNkySNGvWLH3zzTd655139MQTT7i5uprl1IuHlvfzmfpX9vkqUi8iWq1aNFd4wC7dc2ldtWrVStu2bVP8/3YrJLqpkpL2qEPTeirwDdWmpBRtSc1TgfFRXkGRjM2mE/LT4XxJCtR/t2Tpv1uyft/5gb2SpK/3JikiNEX1a/urfvDJW+0A1Q/2V73afo62erX9FeDrfU5jPBc1+dBaTa7dCnj94Wk86TNZ48POiRMntG7dOo0bN87R5uXlpd69e2vlypVurAzVzWazqZafj+oF2nRd8xC1atVS27YZzfkxSZGNY2W3G21c9YNO+IYovFEzpaSm6aLIEBV411JSaob2ZeSrwO6lE8V2FRQb7T96XPuPHj/j84YE+KhOkJ9q+fkoyM9btfx9VMvXW97eNnnbbPKySV42m2x/+NnIyG4kYyRjjIwkuzEy5uS/krKzs5V02C7/zGTlH7Nrb0KKglblSCpZKF5y85K3TfLyssnH0VbyvN5eXvL20u//ltd28vHe3l7yttlkN0bFdqPCYruK7UZFdqOi4pLDjyU/2//QZlRst6vYLhWf3F76mKzsHO07apffkYMqzLcr6bsUhazOPVnD7zcv28m6vW3yPTkeH++SbX+8Xzq2kr5eJ7fZ5ONtc7y2Tp+Fcj8fp9wvp1fZPmUZnXzfZE7+K8dMoFP7H7aZkw90fozzfZ3s98fPRPHJ17TYGBUXn/zX7nwrshvZzcl/T97PyMzUzjS7/LNSdDzPrj0JKar1c8lnx8tmO/ne207+bHN6X7z+cL+0r+PzZft9u9cfPmslbb9/jry99Pu+//A85b2ef3xdK9x2mo3mtI8802NPr7IzvGd62OlqPuNjKzmeM43ltFuNVGyM43fA778bfv/vvrC45PdByb9l+x7NzFLSYbv8MpJ1/Jhd2xYl682YpooMCThtXdWlxoedw4cPq7i4WJGRkU7tkZGR2rZtW7mPKSgoUEFBgeN+VlbJ/+lnZ2e7tLbc3Fyl7NmpguPHdOjgHnn51VKtAD+nnyVVuK06fj4fz3c07aA2h+YpN7fkGlt79uxRyp7k074O57rfP+6zonZJyknZLS+/WvIP9lZI1kF1bRqjpk2bao9fhr7KSFbd6AY6lJqsq1pGKahetDKOFykz367M48XKzC9W5vGik/+W3C+0S5kFUmZW+e+5a5TUvv/oMUmHq/OJqkFJ7QczamLtFnCk5PXfVyM/O7Cmks9kcsYxpRw+qkDVduneS/9unync1fiwUxmTJk3S+PHjy7Q3atTIDdVY07vneb9n+3wV9fugErUAAM7epdOrb985OTkKDQ2tcHuNDzv16tWTt7e30tLSnNrT0tIUFRVV7mPGjRunsWPHOu7b7XYdPXpU4eHhZabHKyM7O1uNGjXS/v37FRISUuX9ebILaawS47WyC2msEuO1sgtprMYY5eTkKCYm5rT9anzY8fPzU8eOHZWQkKABAwZIKgkvCQkJGjVqVLmP8ff3l7+/v1NbWFiYy2sLCQmx/Aet1IU0VonxWtmFNFaJ8VrZhTLW083olKrxYUeSxo4dqyFDhqhTp07q3Lmzpk+frry8PMfZWQAA4MJlibBzxx136NChQ3r66aeVmpqqSy65RAsXLiyzaBkAAFx4LBF2JGnUqFEVHrY63/z9/fXMM8+UOVRmRRfSWCXGa2UX0lglxmtlF9JYz5bNeMJXxwIAAFQTL3cXAAAAUJ0IOwAAwNIIOwAAwNIIOwAAwNIIOy42Y8YMNW3aVAEBAerSpYtWr17t7pJcYsWKFbr55psVExMjm82mzz//3Gm7MUZPP/20oqOjFRgYqN69e2vnzp3uKbaKJk2apMsvv1zBwcGKiIjQgAEDtH37dqc++fn5GjlypMLDw1W7dm0NGjSozLd41xQzZ85U+/btHV9A1rVrVy1YsMCx3UpjPdXkyZNls9k0ZswYR5uVxvvss8/KdvLCqaW3Vq1aObZbaaylDh48qLvvvlvh4eEKDAzUxRdfrLVr1zq2W+l3VdOmTcu8vzabTSNHjpRkzfe3sgg7LvTRRx9p7NixeuaZZ7R+/Xp16NBBffr0UXp6urtLq7K8vDx16NBBM2bMKHf7lClT9Nprr2nWrFlatWqVgoKC1KdPH+Xn55/nSqtu+fLlGjlypH7++WctWbJEhYWFuv7665WXl+fo88gjj+irr77S/PnztXz5ciUnJ2vgwIFurLryGjZsqMmTJ2vdunVau3atevbsqf79+2vLli2SrDXWP1qzZo3efPNNtW/f3qndauNt27atUlJSHLf//e9/jm1WG2tGRoa6desmX19fLViwQFu3btXUqVNVp04dRx8r/a5as2aN03u7ZMkSSdJtt90myXrvb5UYuEznzp3NyJEjHfeLi4tNTEyMmTRpkhurcj1J5rPPPnPct9vtJioqyrz00kuOtszMTOPv72/+85//uKFC10pPTzeSzPLly40xJWPz9fU18+fPd/T57bffjCSzcuVKd5XpUnXq1DFvvfWWZceak5Nj4uLizJIlS8zVV19tRo8ebYyx3nv7zDPPmA4dOpS7zWpjNcaYf/zjH6Z79+4Vbrf676rRo0ebZs2aGbvdbsn3tyqY2XGREydOaN26derdu7ejzcvLS71799bKlSvdWFn1S0pKUmpqqtPYQ0ND1aVLF0uMPSsrS5JUt25dSdK6detUWFjoNN5WrVqpcePGNX68xcXFmjdvnvLy8tS1a1fLjnXkyJHq16+f07gka763O3fuVExMjC666CINHjxY+/btk2TNsX755Zfq1KmTbrvtNkVEROjSSy/Vv//9b8d2K/+uOnHihN5//33de++9stlslnx/q4Kw4yKHDx9WcXFxmUtUREZGKjU11U1VnR+l47Pi2O12u8aMGaNu3bqpXbt2kkrG6+fnV+bisTV5vL/++qtq164tf39/3X///frss8/Upk0bS4513rx5Wr9+vSZNmlRmm9XG26VLF82ZM0cLFy7UzJkzlZSUpKuuuko5OTmWG6sk7d69WzNnzlRcXJwWLVqkBx54QA8//LDmzp0rydq/qz7//HNlZmZq6NChkqz3Wa4qy1wuAqgOI0eO1ObNm53WOVhRy5YttXHjRmVlZemTTz7RkCFDtHz5cneX5XL79+/X6NGjtWTJEgUEBLi7nGrXt29fx8/t27dXly5d1KRJE3388ccKDAx0Y2XVw263q1OnTpo4caIk6dJLL9XmzZs1a9YsDRkyxM3VVa+3335bffv2VUxMjLtL8UjM7LhIvXr15O3tXWale1pamqKiotxU1flROj6rjX3UqFH6+uuvtWzZMjVs2NDRHhUVpRMnTigzM9Opf00er5+fn5o3b66OHTtq0qRJ6tChg1599VXLjXXdunVKT0/XZZddJh8fH/n4+Gj58uV67bXX5OPjo8jISEuN91RhYWFq0aKFEhMTLffeSlJ0dLTatGnj1Na6dWvHoTur/q7au3evvvvuO913332ONiu+v1VB2HERPz8/dezYUQkJCY42u92uhIQEde3a1Y2VVb/Y2FhFRUU5jT07O1urVq2qkWM3xmjUqFH67LPPtHTpUsXGxjpt79ixo3x9fZ3Gu337du3bt69Gjrc8drtdBQUFlhtrr1699Ouvv2rjxo2OW6dOnTR48GDHz1Ya76lyc3O1a9cuRUdHW+69laRu3bqV+ZqIHTt2qEmTJpKs97uqVHx8vCIiItSvXz9HmxXf3ypx9wppK5k3b57x9/c3c+bMMVu3bjUjRowwYWFhJjU11d2lVVlOTo7ZsGGD2bBhg5Fkpk2bZjZs2GD27t1rjDFm8uTJJiwszHzxxRdm06ZNpn///iY2NtYcP37czZWfuwceeMCEhoaa77//3qSkpDhux44dc/S5//77TePGjc3SpUvN2rVrTdeuXU3Xrl3dWHXlPfHEE2b58uUmKSnJbNq0yTzxxBPGZrOZxYsXG2OsNdby/PFsLGOsNd5HH33UfP/99yYpKcn8+OOPpnfv3qZevXomPT3dGGOtsRpjzOrVq42Pj4954YUXzM6dO80HH3xgatWqZd5//31HHyv9rjKm5Kzfxo0bm3/84x9ltlnt/a0Kwo6Lvf7666Zx48bGz8/PdO7c2fz888/uLsklli1bZiSVuQ0ZMsQYU3JK51NPPWUiIyONv7+/6dWrl9m+fbt7i66k8sYpycTHxzv6HD9+3Dz44IOmTp06platWuaWW24xKSkp7iu6Cu69917TpEkT4+fnZ+rXr2969erlCDrGWGus5Tk17FhpvHfccYeJjo42fn5+pkGDBuaOO+4wiYmJju1WGmupr776yrRr1874+/ubVq1amdmzZzttt9LvKmOMWbRokZFU7his+P5Wls0YY9wypQQAAHAesGYHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHgGV88sknuvjiixUYGKjw8HD17t1beXl5kqR33nlHbdu2lb+/v6KjozVq1Cg3VwvgfCHsALCElJQU/fnPf9a9996r3377Td9//70GDhwoY4xmzpypkSNHasSIEfr111/15Zdfqnnz5u4uGcB5woVAAVjC+vXr1bFjR+3Zs0dNmjRx2tagQQMNGzZMEyZMcFN1ANyJmR0AltChQwf16tVLF198sW677Tb9+9//VkZGhtLT05WcnKxevXq5u0QAbkLYAWAJ3t7eWrJkiRYsWKA2bdro9ddfV8uWLZWWlubu0gC4GWEHgGXYbDZ169ZN48eP14YNG+Tn56clS5aoadOmSkhIcHd5ANzEx90FAIArrFq1SgkJCbr++usVERGhVatW6dChQ2rdurWeffZZ3X///YqIiFDfvn2Vk5OjH3/8UQ899JC7ywZwHhB2AFhCSEiIVqxYoenTpys7O1tNmjTR1KlT1bdvX0lSfn6+XnnlFT322GOqV6+ebr31VjdXDOB84WwsAABgaazZAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlvb/jyJ0Mmsc2Z0AAAAASUVORK5CYII=",
- "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"
- }
- ],
- "source": [
- "# visualise_numerical_data(df_kidney)\n",
- "visualise_numerical_data(df_kidney,columns=numerical_columns)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each categorical feature...: 100%|██████████| 14/14 [00:00<00:00, 693.31it/s]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "Processing column: rbc\n",
- "Possible categories and their frequencies:\n",
- "rbc\n",
- "normal 0.810484\n",
- "abnormal 0.189516\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pc\n",
- "Possible categories and their frequencies:\n",
- "pc\n",
- "normal 0.773134\n",
- "abnormal 0.226866\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pcc\n",
- "Possible categories and their frequencies:\n",
- "pcc\n",
- "notpresent 0.893939\n",
- "present 0.106061\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: ba\n",
- "Possible categories and their frequencies:\n",
- "ba\n",
- "notpresent 0.944444\n",
- "present 0.055556\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pcv\n",
- "Possible categories and their frequencies:\n",
- "pcv\n",
- "41 0.063830\n",
- "52 0.063830\n",
- "44 0.057751\n",
- "48 0.057751\n",
- "40 0.048632\n",
- "43 0.045593\n",
- "42 0.039514\n",
- "45 0.039514\n",
- "32 0.036474\n",
- "50 0.036474\n",
- "36 0.036474\n",
- "33 0.036474\n",
- "28 0.036474\n",
- "34 0.033435\n",
- "37 0.033435\n",
- "30 0.027356\n",
- "29 0.027356\n",
- "35 0.027356\n",
- "46 0.027356\n",
- "31 0.024316\n",
- "24 0.021277\n",
- "39 0.021277\n",
- "26 0.018237\n",
- "38 0.015198\n",
- "53 0.012158\n",
- "51 0.012158\n",
- "49 0.012158\n",
- "47 0.012158\n",
- "54 0.012158\n",
- "25 0.009119\n",
- "27 0.009119\n",
- "22 0.009119\n",
- "19 0.006079\n",
- "23 0.006079\n",
- "15 0.003040\n",
- "21 0.003040\n",
- "20 0.003040\n",
- "17 0.003040\n",
- "9 0.003040\n",
- "18 0.003040\n",
- "14 0.003040\n",
- "16 0.003040\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: wc\n",
- "Possible categories and their frequencies:\n",
- "wc\n",
- "9800 0.037415\n",
- "6700 0.034014\n",
- "9600 0.030612\n",
- "7200 0.030612\n",
- "9200 0.030612\n",
- " ... \n",
- "19100 0.003401\n",
- "12300 0.003401\n",
- "16700 0.003401\n",
- "14900 0.003401\n",
- "2600 0.003401\n",
- "Name: proportion, Length: 89, dtype: float64\n",
- "\n",
- "Processing column: rc\n",
- "Possible categories and their frequencies:\n",
- "rc\n",
- "5.2 0.066914\n",
- "4.5 0.059480\n",
- "4.9 0.052045\n",
- "4.7 0.040892\n",
- "4.8 0.037175\n",
- "3.9 0.037175\n",
- "4.6 0.033457\n",
- "3.4 0.033457\n",
- "5.9 0.029740\n",
- "5.5 0.029740\n",
- "6.1 0.029740\n",
- "5.0 0.029740\n",
- "3.7 0.029740\n",
- "5.3 0.026022\n",
- "5.8 0.026022\n",
- "5.4 0.026022\n",
- "3.8 0.026022\n",
- "5.6 0.022305\n",
- "4.3 0.022305\n",
- "4.2 0.022305\n",
- "3.2 0.018587\n",
- "4.4 0.018587\n",
- "5.7 0.018587\n",
- "6.4 0.018587\n",
- "5.1 0.018587\n",
- "6.2 0.018587\n",
- "6.5 0.018587\n",
- "4.1 0.018587\n",
- "3.6 0.014870\n",
- "6.0 0.014870\n",
- "6.3 0.014870\n",
- "4.0 0.011152\n",
- "3.5 0.011152\n",
- "3.3 0.011152\n",
- "4 0.011152\n",
- "5 0.007435\n",
- "3.1 0.007435\n",
- "2.6 0.007435\n",
- "2.1 0.007435\n",
- "2.9 0.007435\n",
- "2.5 0.007435\n",
- "3.0 0.007435\n",
- "2.7 0.007435\n",
- "2.8 0.007435\n",
- "2.3 0.003717\n",
- "2.4 0.003717\n",
- "3 0.003717\n",
- "8.0 0.003717\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: htn\n",
- "Possible categories and their frequencies:\n",
- "htn\n",
- "no 0.630653\n",
- "yes 0.369347\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: dm\n",
- "Possible categories and their frequencies:\n",
- "dm\n",
- "no 0.655779\n",
- "yes 0.344221\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: cad\n",
- "Possible categories and their frequencies:\n",
- "cad\n",
- "no 0.914573\n",
- "yes 0.085427\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: appet\n",
- "Possible categories and their frequencies:\n",
- "appet\n",
- "good 0.794486\n",
- "poor 0.205514\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pe\n",
- "Possible categories and their frequencies:\n",
- "pe\n",
- "no 0.809524\n",
- "yes 0.190476\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: ane\n",
- "Possible categories and their frequencies:\n",
- "ane\n",
- "no 0.849624\n",
- "yes 0.150376\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: classification\n",
- "Possible categories and their frequencies:\n",
- "classification\n",
- "ckd 0.625\n",
- "notckd 0.375\n",
- "Name: proportion, dtype: float64\n",
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 400 entries, 0 to 399\n",
- "Data columns (total 26 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 id 400 non-null int64 \n",
- " 1 age 391 non-null float64\n",
- " 2 bp 388 non-null float64\n",
- " 3 sg 353 non-null float64\n",
- " 4 al 354 non-null float64\n",
- " 5 su 351 non-null float64\n",
- " 6 rbc 400 non-null object \n",
- " 7 pc 400 non-null object \n",
- " 8 pcc 400 non-null object \n",
- " 9 ba 400 non-null object \n",
- " 10 bgr 356 non-null float64\n",
- " 11 bu 381 non-null float64\n",
- " 12 sc 383 non-null float64\n",
- " 13 sod 313 non-null float64\n",
- " 14 pot 312 non-null float64\n",
- " 15 hemo 348 non-null float64\n",
- " 16 pcv 400 non-null object \n",
- " 17 wc 400 non-null object \n",
- " 18 rc 400 non-null object \n",
- " 19 htn 400 non-null object \n",
- " 20 dm 400 non-null object \n",
- " 21 cad 400 non-null object \n",
- " 22 appet 400 non-null object \n",
- " 23 pe 400 non-null object \n",
- " 24 ane 400 non-null object \n",
- " 25 classification 400 non-null object \n",
- "dtypes: float64(11), int64(1), object(14)\n",
- "memory usage: 81.4+ KB\n",
- "Number of rows : 400\n",
- "Number of rows with at least one NaN value: 172\n",
- "43% of our rows have at least one missing value\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "fill_categorical_kidney(df_kidney,nominal_columns)\n",
- "df_kidney.info()\n",
- "nan_count = df_kidney[df_kidney.isna().any(axis=1)].shape[0]\n",
- "print(f\"Number of rows : {len(df_kidney)}\")\n",
- "print(f\"Number of rows with at least one NaN value: {nan_count}\")\n",
- "print(f\"{round(nan_count/len(df_kidney) * 100)}% of our rows have at least one\"\n",
- " f\" missing value\") "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "#######BEFORE SCALING AND NORMALIZING########\n",
- " id age bp sg al su \\\n",
- "count 400.000000 391.000000 388.000000 353.000000 354.000000 351.000000 \n",
- "mean 199.500000 51.483376 76.469072 1.017408 1.016949 0.450142 \n",
- "std 115.614301 17.169714 13.683637 0.005717 1.352679 1.099191 \n",
- "min 0.000000 2.000000 50.000000 1.005000 0.000000 0.000000 \n",
- "25% 99.750000 42.000000 70.000000 1.010000 0.000000 0.000000 \n",
- "50% 199.500000 55.000000 80.000000 1.020000 0.000000 0.000000 \n",
- "75% 299.250000 64.500000 80.000000 1.020000 2.000000 0.000000 \n",
- "max 399.000000 90.000000 180.000000 1.025000 5.000000 5.000000 \n",
- "\n",
- " bgr bu sc sod pot hemo \n",
- "count 356.000000 381.000000 383.000000 313.000000 312.000000 348.000000 \n",
- "mean 148.036517 57.425722 3.072454 137.528754 4.627244 12.526437 \n",
- "std 79.281714 50.503006 5.741126 10.408752 3.193904 2.912587 \n",
- "min 22.000000 1.500000 0.400000 4.500000 2.500000 3.100000 \n",
- "25% 99.000000 27.000000 0.900000 135.000000 3.800000 10.300000 \n",
- "50% 121.000000 42.000000 1.300000 138.000000 4.400000 12.650000 \n",
- "75% 163.000000 66.000000 2.800000 142.000000 4.900000 15.000000 \n",
- "max 490.000000 391.000000 76.000000 163.000000 47.000000 17.800000 \n",
- "#######AFTER SCALING AND NORMALIZING########\n",
- " id age bp sg al \\\n",
- "count 4.000000e+02 3.910000e+02 3.880000e+02 3.530000e+02 3.540000e+02 \n",
- "mean -1.421085e-16 1.272071e-16 2.197555e-16 3.220590e-16 8.028731e-17 \n",
- "std 1.001252e+00 1.001281e+00 1.001291e+00 1.001419e+00 1.001415e+00 \n",
- "min -1.727726e+00 -2.885708e+00 -1.936857e+00 -2.173584e+00 -7.528679e-01 \n",
- "25% -8.638630e-01 -5.530393e-01 -4.733701e-01 -1.297699e+00 -7.528679e-01 \n",
- "50% -9.540979e-17 2.050779e-01 2.583733e-01 4.540705e-01 -7.528679e-01 \n",
- "75% 8.638630e-01 7.590867e-01 2.583733e-01 4.540705e-01 7.277723e-01 \n",
- "max 1.727726e+00 2.246163e+00 7.575807e+00 1.329955e+00 2.948733e+00 \n",
- "\n",
- " su bgr bu sc sod \\\n",
- "count 3.510000e+02 3.560000e+02 3.810000e+02 3.830000e+02 3.130000e+02 \n",
- "mean 2.024338e-17 1.596725e-16 5.594825e-17 1.855203e-17 -1.021547e-15 \n",
- "std 1.001428e+00 1.001407e+00 1.001315e+00 1.001308e+00 1.001601e+00 \n",
- "min -4.101061e-01 -1.591967e+00 -1.108830e+00 -4.661019e-01 -1.280094e+01 \n",
- "25% -4.101061e-01 -6.193803e-01 -6.032459e-01 -3.788971e-01 -2.433340e-01 \n",
- "50% -4.101061e-01 -3.414983e-01 -3.058433e-01 -3.091332e-01 4.534651e-02 \n",
- "75% -4.101061e-01 1.890038e-01 1.700008e-01 -4.751867e-02 4.302539e-01 \n",
- "max 4.145186e+00 4.319341e+00 6.613723e+00 1.271927e+01 2.451017e+00 \n",
- "\n",
- " pot hemo \n",
- "count 3.120000e+02 3.480000e+02 \n",
- "mean -4.554761e-17 -2.858505e-16 \n",
- "std 1.001606e+00 1.001440e+00 \n",
- "min -6.671023e-01 -3.241109e+00 \n",
- "25% -2.594231e-01 -7.655198e-01 \n",
- "50% -7.126345e-02 4.248496e-02 \n",
- "75% 8.553625e-02 8.504897e-01 \n",
- "max 1.328807e+01 1.813219e+00 \n"
- ]
- }
- ],
- "source": [
- "# Example usage\n",
- "scale_normalize(df_kidney,numerical_columns)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "nominal_columns = get_categorical_columns(df_kidney)\n",
- "df_kidney = convert_categorical_feats(df_kidney, nominal_columns)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "id done !\n",
- "age done !\n",
- "bp done !\n",
- "sg done !\n",
- "al done !\n",
- "su done !\n",
- "rbc done !\n",
- "pc done !\n",
- "pcc done !\n",
- "ba done !\n",
- "bgr done !\n",
- "bu done !\n",
- "sc done !\n",
- "sod done !\n",
- "pot done !\n",
- "hemo done !\n",
- "htn done !\n",
- "dm done !\n",
- "cad done !\n",
- "appet done !\n",
- "pe done !\n",
- "ane done !\n",
- "classification done !\n",
- "pcv_14 done !\n",
- "pcv_15 done !\n",
- "pcv_16 done !\n",
- "pcv_17 done !\n",
- "pcv_18 done !\n",
- "pcv_19 done !\n",
- "pcv_20 done !\n",
- "pcv_21 done !\n",
- "pcv_22 done !\n",
- "pcv_23 done !\n",
- "pcv_24 done !\n",
- "pcv_25 done !\n",
- "pcv_26 done !\n",
- "pcv_27 done !\n",
- "pcv_28 done !\n",
- "pcv_29 done !\n",
- "pcv_30 done !\n",
- "pcv_31 done !\n",
- "pcv_32 done !\n",
- "pcv_33 done !\n",
- "pcv_34 done !\n",
- "pcv_35 done !\n",
- "pcv_36 done !\n",
- "pcv_37 done !\n",
- "pcv_38 done !\n",
- "pcv_39 done !\n",
- "pcv_40 done !\n",
- "pcv_41 done !\n",
- "pcv_42 done !\n",
- "pcv_43 done !\n",
- "pcv_44 done !\n",
- "pcv_45 done !\n",
- "pcv_46 done !\n",
- "pcv_47 done !\n",
- "pcv_48 done !\n",
- "pcv_49 done !\n",
- "pcv_50 done !\n",
- "pcv_51 done !\n",
- "pcv_52 done !\n",
- "pcv_53 done !\n",
- "pcv_54 done !\n",
- "pcv_9 done !\n",
- "wc_10200 done !\n",
- "wc_10300 done !\n",
- "wc_10400 done !\n",
- "wc_10500 done !\n",
- "wc_10700 done !\n",
- "wc_10800 done !\n",
- "wc_10900 done !\n",
- "wc_11000 done !\n",
- "wc_11200 done !\n",
- "wc_11300 done !\n",
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- "wc_11900 done !\n",
- "wc_12000 done !\n",
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- "wc_12700 done !\n",
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- "wc_13600 done !\n",
- "wc_14600 done !\n",
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- "wc_15200 done !\n",
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- "wc_16300 done !\n",
- "wc_16700 done !\n",
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- "wc_19100 done !\n",
- "wc_21600 done !\n",
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- "wc_26400 done !\n",
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- "wc_4100 done !\n",
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- "wc_4700 done !\n",
- "wc_4900 done !\n",
- "wc_5000 done !\n",
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- "wc_5400 done !\n",
- "wc_5500 done !\n",
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- "wc_5900 done !\n",
- "wc_6000 done !\n",
- "wc_6200 done !\n",
- "wc_6300 done !\n",
- "wc_6400 done !\n",
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- "wc_6600 done !\n",
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- "wc_7800 done !\n",
- "wc_7900 done !\n",
- "wc_8000 done !\n",
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- "wc_8300 done !\n",
- "wc_8400 done !\n",
- "wc_8500 done !\n",
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- "wc_9600 done !\n",
- "wc_9700 done !\n",
- "wc_9800 done !\n",
- "wc_9900 done !\n",
- "rc_2.1 done !\n",
- "rc_2.3 done !\n",
- "rc_2.4 done !\n",
- "rc_2.5 done !\n",
- "rc_2.6 done !\n",
- "rc_2.7 done !\n",
- "rc_2.8 done !\n",
- "rc_2.9 done !\n",
- "rc_3 done !\n",
- "rc_3.0 done !\n",
- "rc_3.1 done !\n",
- "rc_3.2 done !\n",
- "rc_3.3 done !\n",
- "rc_3.4 done !\n",
- "rc_3.5 done !\n",
- "rc_3.6 done !\n",
- "rc_3.7 done !\n",
- "rc_3.8 done !\n",
- "rc_3.9 done !\n",
- "rc_4 done !\n",
- "rc_4.0 done !\n",
- "rc_4.1 done !\n",
- "rc_4.2 done !\n",
- "rc_4.3 done !\n",
- "rc_4.4 done !\n",
- "rc_4.5 done !\n",
- "rc_4.6 done !\n",
- "rc_4.7 done !\n",
- "rc_4.8 done !\n",
- "rc_4.9 done !\n",
- "rc_5 done !\n",
- "rc_5.0 done !\n",
- "rc_5.1 done !\n",
- "rc_5.2 done !\n",
- "rc_5.3 done !\n",
- "rc_5.4 done !\n",
- "rc_5.5 done !\n",
- "rc_5.6 done !\n",
- "rc_5.7 done !\n",
- "rc_5.8 done !\n",
- "rc_5.9 done !\n",
- "rc_6.0 done !\n",
- "rc_6.1 done !\n",
- "rc_6.2 done !\n",
- "rc_6.3 done !\n",
- "rc_6.4 done !\n",
- "rc_6.5 done !\n"
- ]
- }
- ],
- "source": [
- "fill_numerical_columns(df_kidney, skew_threshold=0.5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "id 0\n",
- "age 0\n",
- "bp 0\n",
- "sg 0\n",
- "al 0\n",
- " ..\n",
- "rc_6.2 0\n",
- "rc_6.3 0\n",
- "rc_6.4 0\n",
- "rc_6.5 0\n",
- "rc_8.0 0\n",
- "Length: 202, dtype: int64"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_kidney.isna().sum()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "classification\n",
- "0 250\n",
- "1 150\n",
- "Name: count, dtype: int64"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_kidney['classification'].value_counts()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "result_df, explainable_ratios= feature_selection(df_kidney, 'classification', threshold_variance_ratio=0.90)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "classification\n",
- "0 250\n",
- "1 150\n",
- "Name: count, dtype: int64"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "result_df['classification'].value_counts()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [],
- "source": [
- "X_train, X_test, y_train, y_test, cv = split(result_df, 'classification',alpha=0.2,n=5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x400 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, axes = plt.subplots(1, 2, figsize=(10, 4)) \n",
- "axes[0].scatter(result_df.loc[result_df['classification'] == 0, 'PCA1'], result_df.loc[result_df['classification'] == 0, 'PCA2'], color='red', label=\"CKD\")\n",
- "axes[0].scatter(result_df.loc[result_df['classification'] == 1, 'PCA1'], result_df.loc[result_df['classification'] == 1, 'PCA2'], color='green', label=\"NOT CKD\")\n",
- "axes[0].set_xlabel(\"PCA1: First component\")\n",
- "axes[0].set_ylabel(\"PCA2: Second component\")\n",
- "axes[0].legend()\n",
- "\n",
- "axes[1].plot(range(1,len(explainable_ratios)+1), explainable_ratios)\n",
- "axes[1].axhline(y=0.90, linestyle='--', color='red', label='Threshold Ratio')\n",
- "axes[1].set_xlabel('Number of components')\n",
- "axes[1].set_ylabel('Cumulative Explainable variance')\n",
- "\n",
- "plt.tight_layout()\n",
- "plt.subplots_adjust(wspace=0.4)\n",
- "plt.show()\n",
- "\n",
- "#The two classes are distinguishable if we project the feature space onto the first two PCA's eigenvectors"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "dict_models = {\n",
- " 'RandomForestClassifier': {\n",
- " 'model': RandomForestClassifier(),\n",
- " 'param_grid': {\n",
- " 'n_estimators': [50, 100, 150, 200],\n",
- " 'criterion': ['gini', 'entropy'],\n",
- " 'max_depth': [None, 10, 20],\n",
- " 'bootstrap': [True, False]\n",
- " }\n",
- " },\n",
- " 'Logistic Regression': {\n",
- " 'model': LogisticRegression(),\n",
- " 'param_grid': {\n",
- " 'C': [0.001, 0.01, 0.1, 1, 10, 100],\n",
- " 'fit_intercept': [True, False],\n",
- " 'intercept_scaling': [1, 10, 100]\n",
- " }\n",
- " },\n",
- " 'AdaBoostClassifier': {\n",
- " 'model': AdaBoostClassifier(),\n",
- " 'param_grid': {\n",
- " 'n_estimators': [50, 100, 150, 200],\n",
- " 'algorithm': ['SAMME', 'SAMME.R'],\n",
- " 'learning_rate': [0.01, 0.1, 0.5, 1]\n",
- " }\n",
- " }\n",
- "}\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 0%| | 0/3 [00:00<?, ?it/s]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Fitting 5 folds for each of 48 candidates, totalling 240 fits\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 33%|███▎ | 1/3 [00:07<00:15, 7.74s/it]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Fitting 5 folds for each of 36 candidates, totalling 180 fits\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 67%|██████▋ | 2/3 [00:09<00:04, 4.20s/it]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Fitting 5 folds for each of 32 candidates, totalling 160 fits\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 100%|██████████| 3/3 [00:13<00:00, 4.45s/it]\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "<style type=\"text/css\">\n",
- "#T_48248_row1_col1, #T_48248_row2_col1 {\n",
- " background-color: salmon;\n",
- "}\n",
- "</style>\n",
- "<table id=\"T_48248\">\n",
- " <thead>\n",
- " <tr>\n",
- " <th class=\"blank level0\" > </th>\n",
- " <th id=\"T_48248_level0_col0\" class=\"col_heading level0 col0\" >Model Name</th>\n",
- " <th id=\"T_48248_level0_col1\" class=\"col_heading level0 col1\" >f1 scoring on Kidney data(%)</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th id=\"T_48248_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_48248_row0_col0\" class=\"data row0 col0\" >RandomForestClassifier</td>\n",
- " <td id=\"T_48248_row0_col1\" class=\"data row0 col1\" >96.550000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th id=\"T_48248_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_48248_row1_col0\" class=\"data row1 col0\" >Logistic Regression</td>\n",
- " <td id=\"T_48248_row1_col1\" class=\"data row1 col1\" >100.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th id=\"T_48248_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_48248_row2_col0\" class=\"data row2 col0\" >AdaBoostClassifier</td>\n",
- " <td id=\"T_48248_row2_col1\" class=\"data row2 col1\" >100.000000</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n"
- ],
- "text/plain": [
- "<pandas.io.formats.style.Styler at 0x7feba1c65430>"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "display_results(dict_models, X_train, y_train, X_test, y_test, cv, 'f1 scoring on Kidney data(%)')"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Code good practices"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Programming is not just about writing code that works; it's also about writing code that is maintainable, readable, and efficient. Good programming practices contribute to the overall quality of code, making it easier to understand, modify, and collaborate on. Here are some essential good programming practices that we tried to follow in our work."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Code redability"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Use meaningful variable and function names: Choose names that clearly convey the purpose of the variable or function.\n",
- "- Maintain consistent line length: try to avoid lines longer than 80-120 characters"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Modularity "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Break code into functions or classes: Divide your code into smaller, reusable modules. This promotes code reuse and makes it easier to understand."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Comments and documentation "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Write clear comments: Use comments to explain complex logic, assumptions, or any non-obvious aspects of your code.\n",
- "- Provide documentation: Include docstrings to describe the purpose, parameters, and return values of functions or methods."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Other good practices"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Implement proper error handling: Anticipate and handle exceptions gracefully to prevent unexpected crashes.\n",
- "- Use version control systems (e.g., Git): Keep track of changes, collaborate with others, and easily revert to previous versions if needed.\n",
- "- Optimize when necessary: Identify bottlenecks and optimize critical sections of your code. However, prioritize readability over premature optimization."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Conclusion "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Adhering to good programming practices is crucial for writing code that is not only functional but also maintainable, scalable, and collaborative. By following these practices, you contribute to the creation of high-quality software that stands the test of time. Remember, writing code is not just about solving a problem; it's about solving it in the best possible way."
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.11.3"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/.vscode/settings.json b/.vscode/settings.json
deleted file mode 100644
index a014f15946f9128e596398e2a7c583bcd3f7b8cb..0000000000000000000000000000000000000000
--- a/.vscode/settings.json
+++ /dev/null
@@ -1,3 +0,0 @@
-{
- "julia.environmentPath": "/Users/ilyaschahed/git/mini-projet-intro-ml"
-}
\ No newline at end of file
diff --git a/__pycache__/binary_classification_workflow.cpython-311.pyc b/__pycache__/binary_classification_workflow.cpython-311.pyc
deleted file mode 100644
index 884efaa86235df701cdcd49407966786cce56483..0000000000000000000000000000000000000000
Binary files a/__pycache__/binary_classification_workflow.cpython-311.pyc and /dev/null differ
diff --git a/binary_classification_workflow.py b/binary_classification_workflow.py
index 5c09f25b42428b37cf73832f060333e57181df85..423f1a897b143aa09ba16674d57f32127e1f02db 100644
--- a/binary_classification_workflow.py
+++ b/binary_classification_workflow.py
@@ -16,11 +16,9 @@ from sklearn.preprocessing import MinMaxScaler, StandardScaler, OrdinalEncoder,
from sklearn.model_selection import train_test_split, StratifiedKFold, GridSearchCV
from sklearn.decomposition import PCA
from sklearn.metrics import f1_score
-from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, precision_score, recall_score, roc_auc_score, confusion_matrix
from sklearn.model_selection import learning_curve
from sklearn.model_selection import GridSearchCV
-from binary_classification_workflow import *
"""
@@ -92,6 +90,9 @@ def get_numerical_columns(data):
-----------
list: List of names of numerical columns.
"""
+ if 'id' in data.columns:
+ data.drop(columns = ['id'], inplace=True) #Not a relevant column for the classification
+
return data.iloc[:,:-1].select_dtypes(include=['int64', 'float64']).columns.tolist()
@@ -421,13 +422,14 @@ def convert_categorical_feats(df, categorical_cols):
df[col] = ord_encoder.fit_transform(df[[col]]).astype(int)
else:
- one_hot_df = one_hot_encoder.fit_transform(df[[col]]) # Use one-hot encoding for categorical variables with more than 2 unique values
+ one_hot_df = one_hot_encoder.fit_transform(df[[col]])
names_cols = one_hot_encoder.get_feature_names_out([col])
encoded_df = pd.DataFrame(one_hot_df, columns=names_cols).astype(int)
df = pd.concat([df, encoded_df], axis=1)
df.drop(col, axis=1, inplace=True)
- return df
+ return df
+
def feature_selection(df, target, threshold_variance_ratio=0.99):
diff --git a/draft_kidney.ipynb b/draft_kidney.ipynb
deleted file mode 100644
index 678ca59e7c42db0172d6fa465d8bf9dfac7c867a..0000000000000000000000000000000000000000
--- a/draft_kidney.ipynb
+++ /dev/null
@@ -1,1710 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n",
- "from sklearn.linear_model import LogisticRegression\n",
- "from binary_classification_workflow import *"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 400 entries, 0 to 399\n",
- "Data columns (total 26 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 id 400 non-null int64 \n",
- " 1 age 391 non-null float64\n",
- " 2 bp 388 non-null float64\n",
- " 3 sg 353 non-null float64\n",
- " 4 al 354 non-null float64\n",
- " 5 su 351 non-null float64\n",
- " 6 rbc 248 non-null object \n",
- " 7 pc 335 non-null object \n",
- " 8 pcc 396 non-null object \n",
- " 9 ba 396 non-null object \n",
- " 10 bgr 356 non-null float64\n",
- " 11 bu 381 non-null float64\n",
- " 12 sc 383 non-null float64\n",
- " 13 sod 313 non-null float64\n",
- " 14 pot 312 non-null float64\n",
- " 15 hemo 348 non-null float64\n",
- " 16 pcv 330 non-null object \n",
- " 17 wc 295 non-null object \n",
- " 18 rc 270 non-null object \n",
- " 19 htn 398 non-null object \n",
- " 20 dm 398 non-null object \n",
- " 21 cad 398 non-null object \n",
- " 22 appet 399 non-null object \n",
- " 23 pe 399 non-null object \n",
- " 24 ane 399 non-null object \n",
- " 25 classification 400 non-null object \n",
- "dtypes: float64(11), int64(1), object(14)\n",
- "memory usage: 81.4+ KB\n",
- "Number of rows : 400\n",
- "Number of rows with at least one NAN value: 242\n",
- "60% of our rows have at least one missing value\n"
- ]
- }
- ],
- "source": [
- "df_kidney = pd.read_csv('./data/kidney_disease.csv')\n",
- "df_kidney.info()\n",
- "\n",
- "nan_count = df_kidney[df_kidney.isna().any(axis=1)].shape[0]\n",
- "print(f\"Number of rows : {len(df_kidney)}\")\n",
- "print(f\"Number of rows with at least one NAN value: {nan_count}\")\n",
- "print(f\"{round(nan_count/len(df_kidney) * 100)}% of our rows have at least one\"\n",
- " f\" missing value\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>id</th>\n",
- " <th>age</th>\n",
- " <th>bp</th>\n",
- " <th>sg</th>\n",
- " <th>al</th>\n",
- " <th>su</th>\n",
- " <th>rbc</th>\n",
- " <th>pc</th>\n",
- " <th>pcc</th>\n",
- " <th>ba</th>\n",
- " <th>...</th>\n",
- " <th>pcv</th>\n",
- " <th>wc</th>\n",
- " <th>rc</th>\n",
- " <th>htn</th>\n",
- " <th>dm</th>\n",
- " <th>cad</th>\n",
- " <th>appet</th>\n",
- " <th>pe</th>\n",
- " <th>ane</th>\n",
- " <th>classification</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>367</th>\n",
- " <td>367</td>\n",
- " <td>68.0</td>\n",
- " <td>60.0</td>\n",
- " <td>1.025</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>normal</td>\n",
- " <td>normal</td>\n",
- " <td>notpresent</td>\n",
- " <td>notpresent</td>\n",
- " <td>...</td>\n",
- " <td>50</td>\n",
- " <td>6700</td>\n",
- " <td>6.1</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>good</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>notckd</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>100</th>\n",
- " <td>100</td>\n",
- " <td>34.0</td>\n",
- " <td>70.0</td>\n",
- " <td>1.015</td>\n",
- " <td>4.0</td>\n",
- " <td>0.0</td>\n",
- " <td>abnormal</td>\n",
- " <td>abnormal</td>\n",
- " <td>notpresent</td>\n",
- " <td>notpresent</td>\n",
- " <td>...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>good</td>\n",
- " <td>yes</td>\n",
- " <td>no</td>\n",
- " <td>ckd</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>67</th>\n",
- " <td>67</td>\n",
- " <td>45.0</td>\n",
- " <td>80.0</td>\n",
- " <td>1.020</td>\n",
- " <td>3.0</td>\n",
- " <td>0.0</td>\n",
- " <td>normal</td>\n",
- " <td>abnormal</td>\n",
- " <td>notpresent</td>\n",
- " <td>notpresent</td>\n",
- " <td>...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>poor</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>ckd</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>76</th>\n",
- " <td>76</td>\n",
- " <td>48.0</td>\n",
- " <td>80.0</td>\n",
- " <td>1.005</td>\n",
- " <td>4.0</td>\n",
- " <td>0.0</td>\n",
- " <td>abnormal</td>\n",
- " <td>abnormal</td>\n",
- " <td>notpresent</td>\n",
- " <td>present</td>\n",
- " <td>...</td>\n",
- " <td>36</td>\n",
- " <td>\\t6200</td>\n",
- " <td>4</td>\n",
- " <td>no</td>\n",
- " <td>yes</td>\n",
- " <td>no</td>\n",
- " <td>good</td>\n",
- " <td>yes</td>\n",
- " <td>no</td>\n",
- " <td>ckd</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>133</th>\n",
- " <td>133</td>\n",
- " <td>70.0</td>\n",
- " <td>100.0</td>\n",
- " <td>1.015</td>\n",
- " <td>4.0</td>\n",
- " <td>0.0</td>\n",
- " <td>normal</td>\n",
- " <td>normal</td>\n",
- " <td>notpresent</td>\n",
- " <td>notpresent</td>\n",
- " <td>...</td>\n",
- " <td>37</td>\n",
- " <td>\\t8400</td>\n",
- " <td>8.0</td>\n",
- " <td>yes</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>good</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
- " <td>ckd</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>5 rows × 26 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " id age bp sg al su rbc pc pcc \\\n",
- "367 367 68.0 60.0 1.025 0.0 0.0 normal normal notpresent \n",
- "100 100 34.0 70.0 1.015 4.0 0.0 abnormal abnormal notpresent \n",
- "67 67 45.0 80.0 1.020 3.0 0.0 normal abnormal notpresent \n",
- "76 76 48.0 80.0 1.005 4.0 0.0 abnormal abnormal notpresent \n",
- "133 133 70.0 100.0 1.015 4.0 0.0 normal normal notpresent \n",
- "\n",
- " ba ... pcv wc rc htn dm cad appet pe ane \\\n",
- "367 notpresent ... 50 6700 6.1 no no no good no no \n",
- "100 notpresent ... NaN NaN NaN no no no good yes no \n",
- "67 notpresent ... NaN NaN NaN no no no poor no no \n",
- "76 present ... 36 \\t6200 4 no yes no good yes no \n",
- "133 notpresent ... 37 \\t8400 8.0 yes no no good no no \n",
- "\n",
- " classification \n",
- "367 notckd \n",
- "100 ckd \n",
- "67 ckd \n",
- "76 ckd \n",
- "133 ckd \n",
- "\n",
- "[5 rows x 26 columns]"
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_kidney.sample(5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "numerical_columns = get_numerical_columns(df_kidney)\n",
- "nominal_columns = get_categorical_columns(df_kidney)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "['id', 'age', 'bp', 'sg', 'al', 'su', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo'] ['rbc', 'pc', 'pcc', 'ba', 'pcv', 'wc', 'rc', 'htn', 'dm', 'cad', 'appet', 'pe', 'ane', 'classification']\n"
- ]
- }
- ],
- "source": [
- "##\n",
- "print(numerical_columns,\n",
- "nominal_columns)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "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": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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i1KlTxYyMDBGAw6ngDacbl5SUNHo/eXl54rRp00QfHx/R29tbvPvuu8X8/PzLnr5+6TYud0p4U/upKRaLRVyxYoUYExMjurm5iREREWJycrJYU1NzTa/TFIPBIM6aNUv08fERAdhPwW449fyTTz5x6J+VlSUCEFNSUhzaf/75Z/HOO+8U/f39RZVKJUZFRYn33HOPuHv37qvWgCZOPRfF+p9tcnKy2KVLF1GpVIoBAQHiH/7wB/Hll192+P149913xa5du4oqlUrs0aOHmJKS0uRp46dOnRJHjBghqtVqEYDD7+G3334rxsXFiUqlUuzevbv473//+7KnnjdVqyiKYlFRkZiYmChGRESIbm5uYkhIiDhmzBjx7bffvuo++OKLL8S+ffuK7u7uYnR0tPjiiy+K7733nghAzMrKsvfjqefkTIIoXuNsQSJqt9LT0zFgwAD8+9//xuzZs11dDhFRq+KcHSKJqa6ubtS2du1ayGSyq165mIhIijhnh0hiXnrpJaSlpWH06NFQKBTYvn07tm/fjoULFyIiIsLV5RERtToexiKSmJ07d2LFihX47bffYDAYEBkZifvuuw9PP/00FAr+fUNEHQ/DDhEREUka5+wQERGRpDHsEBERkaTxAD7q7/eSn58PrVbb6vfjISIiouYRRRFVVVUICwuDTHb58RuGHQD5+fk8S4WIiKidys3NRXh4+GXXM+wA9hsr5ubmwsvLy8XVEBER0bXQ6/WIiIhwuEFyUxh28L/7BXl5eTHsEBERtTNXm4LCCcpEREQkaQw7REREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpLg07K1euxODBg6HVahEUFISpU6ciIyPDoU9NTQ0SExPh7+8PT09PTJ8+HUVFRQ59cnJyMHnyZGg0GgQFBeGJJ56A1WptzbdCREREbZRLw86+ffuQmJiIQ4cOYefOnbBYLBg3bhyMRqO9z5IlS/Dll1/ik08+wb59+5Cfn48777zTvr6urg6TJ09GbW0tDh48iPfffx8bN27EM88844q3RERERG2MIIqi6OoiGpSUlCAoKAj79u3DiBEjoNPpEBgYiE2bNuGuu+4CAJw6dQo9e/ZEamoqbrrpJmzfvh233XYb8vPzERwcDADYsGEDnnrqKZSUlECpVF71dfV6Pby9vaHT6XhvLCIionbiWj+/29ScHZ1OBwDw8/MDAKSlpcFisWDs2LH2Pj169EBkZCRSU1MBAKmpqejTp4896ADA+PHjodfrceLEiSZfx2w2Q6/XOyxEREQkTW0m7NhsNixevBg333wz4uLiAACFhYVQKpXw8fFx6BscHIzCwkJ7n98HnYb1DeuasnLlSnh7e9uXiIgIJ78bIiIiaisUri6gQWJiIo4fP44DBw60+GslJycjKSnJ/liv17dY4MnJyUFpaWmLbLulBAQEIDIy0tVlEBEROUWbCDuLFi3Ctm3bsH//foSHh9vbQ0JCUFtbi8rKSofRnaKiIoSEhNj7/Pjjjw7bazhbq6HPpVQqFVQqlZPfRWM5OTno0bMnqk2mFn8tZ1JrNDh18iQDDxERSYJLw44oinjkkUfw2Wef4bvvvkNMTIzD+vj4eLi5uWH37t2YPn06ACAjIwM5OTkYOnQoAGDo0KH4+9//juLiYgQFBQEAdu7cCS8vL/Tq1at139AlSktLUW0yYfZTqxEcGevSWq5VUU4mPnzxCZSWljLsEBGRJLg07CQmJmLTpk34/PPPodVq7XNsvL29oVar4e3tjQULFiApKQl+fn7w8vLCI488gqFDh+Kmm24CAIwbNw69evXCfffdh5deegmFhYX461//isTExFYZvbkWwZGxCO/a29VlEBERdUguDTvr168HAIwaNcqhPSUlBfPmzQMAvPrqq5DJZJg+fTrMZjPGjx+PN998095XLpdj27Zt+NOf/oShQ4fCw8MDc+fOxbPPPttab4OIiIjaMJcfxroad3d3rFu3DuvWrbtsn6ioKHz99dfOLI2IiIgkos2cek5ERETUEhh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSXBp29u/fjylTpiAsLAyCIGDr1q0O6wVBaHJZvXq1vU90dHSj9atWrWrld0JERERtlUvDjtFoRL9+/bBu3bom1xcUFDgs7733HgRBwPTp0x36Pfvssw79HnnkkdYon4iIiNoBhStffOLEiZg4ceJl14eEhDg8/vzzzzF69Gh07tzZoV2r1TbqS0RERAS0ozk7RUVF+Oqrr7BgwYJG61atWgV/f38MGDAAq1evhtVqveK2zGYz9Hq9w0JERETS5NKRnevx/vvvQ6vV4s4773Rof/TRRzFw4ED4+fnh4MGDSE5ORkFBAdasWXPZba1cuRIrVqxo6ZKJiIioDWg3Yee9997D7Nmz4e7u7tCelJRk/75v375QKpV4+OGHsXLlSqhUqia3lZyc7PA8vV6PiIiIlimciIiIXKpdhJ3vv/8eGRkZ+Oijj67aNyEhAVarFdnZ2ejevXuTfVQq1WWDEBEREUlLu5iz8+677yI+Ph79+vW7at/09HTIZDIEBQW1QmVERETU1rl0ZMdgMODs2bP2x1lZWUhPT4efnx8iIyMB1B9i+uSTT/DKK680en5qaioOHz6M0aNHQ6vVIjU1FUuWLMGcOXPg6+vbau+DiIiI2i6Xhp0jR45g9OjR9scN82jmzp2LjRs3AgA2b94MURQxc+bMRs9XqVTYvHkzli9fDrPZjJiYGCxZssRhPg4RERF1bC4NO6NGjYIoilfss3DhQixcuLDJdQMHDsShQ4daojQiIiKSiHYxZ4eIiIiouRh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSXBp29u/fjylTpiAsLAyCIGDr1q0O6+fNmwdBEByWCRMmOPQpLy/H7Nmz4eXlBR8fHyxYsAAGg6EV3wURERG1ZS4NO0ajEf369cO6desu22fChAkoKCiwL//5z38c1s+ePRsnTpzAzp07sW3bNuzfvx8LFy5s6dKJiIionVC48sUnTpyIiRMnXrGPSqVCSEhIk+tOnjyJHTt24KeffsKgQYMAAK+//jomTZqEl19+GWFhYU6vmYiIiNqXNj9n57vvvkNQUBC6d++OP/3pTygrK7OvS01NhY+Pjz3oAMDYsWMhk8lw+PDhy27TbDZDr9c7LERERCRNbTrsTJgwAf/617+we/duvPjii9i3bx8mTpyIuro6AEBhYSGCgoIcnqNQKODn54fCwsLLbnflypXw9va2LxERES36PoiIiMh1XHoY62pmzJhh/75Pnz7o27cvYmNj8d1332HMmDHN3m5ycjKSkpLsj/V6PQMPERGRRLXpkZ1Lde7cGQEBATh79iwAICQkBMXFxQ59rFYrysvLLzvPB6ifB+Tl5eWwEBERkTS1q7CTl5eHsrIyhIaGAgCGDh2KyspKpKWl2fvs2bMHNpsNCQkJriqTiIiI2hCXHsYyGAz2URoAyMrKQnp6Ovz8/ODn54cVK1Zg+vTpCAkJQWZmJp588kl06dIF48ePBwD07NkTEyZMwEMPPYQNGzbAYrFg0aJFmDFjBs/EIiIiIgAuHtk5cuQIBgwYgAEDBgAAkpKSMGDAADzzzDOQy+U4duwYbr/9dnTr1g0LFixAfHw8vv/+e6hUKvs2PvzwQ/To0QNjxozBpEmTMGzYMLz99tuuektERETUxrh0ZGfUqFEQRfGy67/55purbsPPzw+bNm1yZllEREQkIe1qzg4RERHR9WLYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJc2nY2b9/P6ZMmYKwsDAIgoCtW7fa11ksFjz11FPo06cPPDw8EBYWhvvvvx/5+fkO24iOjoYgCA7LqlWrWvmdEBERUVvl0rBjNBrRr18/rFu3rtE6k8mEo0eP4m9/+xuOHj2KLVu2ICMjA7fffnujvs8++ywKCgrsyyOPPNIa5RMREVE7oHDli0+cOBETJ05scp23tzd27tzp0PbGG29gyJAhyMnJQWRkpL1dq9UiJCSkRWslIiKi9qldzdnR6XQQBAE+Pj4O7atWrYK/vz8GDBiA1atXw2q1uqZAIiIianNcOrJzPWpqavDUU09h5syZ8PLysrc/+uijGDhwIPz8/HDw4EEkJyejoKAAa9asuey2zGYzzGaz/bFer2/R2omIiMh12kXYsVgsuOeeeyCKItavX++wLikpyf593759oVQq8fDDD2PlypVQqVRNbm/lypVYsWJFi9ZMREREbUObP4zVEHTOnz+PnTt3OozqNCUhIQFWqxXZ2dmX7ZOcnAydTmdfcnNznVw1ERERtRVtemSnIeicOXMGe/fuhb+//1Wfk56eDplMhqCgoMv2UalUlx31ISIiImlpVtg5d+4cOnfufMMvbjAYcPbsWfvjrKwspKenw8/PD6Ghobjrrrtw9OhRbNu2DXV1dSgsLAQA+Pn5QalUIjU1FYcPH8bo0aOh1WqRmpqKJUuWYM6cOfD19b3h+oiIiKj9a1bY6dKlC0aOHIkFCxbgrrvugru7e7Ne/MiRIxg9erT9ccP8m7lz52L58uX44osvAAD9+/d3eN7evXsxatQoqFQqbN68GcuXL4fZbEZMTAyWLFniMI+HiIiIOrZmhZ2jR48iJSUFSUlJWLRoEe69914sWLAAQ4YMua7tjBo1CqIoXnb9ldYBwMCBA3Ho0KHrek0iIiLqWJo1Qbl///547bXXkJ+fj/feew8FBQUYNmwY4uLisGbNGpSUlDi7TiIiIqJmuaGzsRQKBe6880588sknePHFF3H27FksXboUERERuP/++1FQUOCsOomIiIia5YbCzpEjR/DnP/8ZoaGhWLNmDZYuXYrMzEzs3LkT+fn5uOOOO5xVJxEREVGzNGvOzpo1a5CSkoKMjAxMmjQJ//rXvzBp0iTIZPXZKSYmBhs3bkR0dLQzayUiIiK6bs0KO+vXr8cDDzyAefPmITQ0tMk+QUFBePfdd2+oOCIiIqIb1aywc+bMmav2USqVmDt3bnM2T0REROQ0zZqzk5KSgk8++aRR+yeffIL333//hosiIiIicpZmhZ2VK1ciICCgUXtQUBBeeOGFGy6KiIiIyFmaFXZycnIQExPTqD0qKgo5OTk3XBQRERGRszQr7AQFBeHYsWON2n/55ZdrulknERERUWtpVtiZOXMmHn30Uezduxd1dXWoq6vDnj178Nhjj2HGjBnOrpGIiIio2Zp1NtZzzz2H7OxsjBkzBgpF/SZsNhvuv/9+ztkhIiKiNqVZYUepVOKjjz7Cc889h19++QVqtRp9+vRBVFSUs+sjIiIiuiHNCjsNunXrhm7dujmrFiIiIiKna1bYqaurw8aNG7F7924UFxfDZrM5rN+zZ49TiiMiIiK6Uc0KO4899hg2btyIyZMnIy4uDoIgOLsuIiIiIqdoVtjZvHkzPv74Y0yaNMnZ9RARERE5VbNOPVcqlejSpYuzayEiIiJyumaFnccffxyvvfYaRFF0dj1ERERETtWsw1gHDhzA3r17sX37dvTu3Rtubm4O67ds2eKU4oiIiIhuVLPCjo+PD6ZNm+bsWoiIiIicrllhJyUlxdl1EBEREbWIZs3ZAQCr1Ypdu3bhrbfeQlVVFQAgPz8fBoPBacURERER3ahmjeycP38eEyZMQE5ODsxmM2699VZotVq8+OKLMJvN2LBhg7PrJCIiImqWZo3sPPbYYxg0aBAqKiqgVqvt7dOmTcPu3budVhwRERHRjWrWyM7333+PgwcPQqlUOrRHR0fjwoULTimMiIiIyBmaNbJjs9lQV1fXqD0vLw9arfaGiyIiIiJylmaFnXHjxmHt2rX2x4IgwGAwYNmyZbyFBBEREbUpzTqM9corr2D8+PHo1asXampqMGvWLJw5cwYBAQH4z3/+4+waiYiIiJqtWWEnPDwcv/zyCzZv3oxjx47BYDBgwYIFmD17tsOEZSIiIiJXa1bYAQCFQoE5c+Y4sxYiIiIip2tW2PnXv/51xfX3339/s4ohIiIicrZmhZ3HHnvM4bHFYoHJZIJSqYRGo2HYISIiojajWWdjVVRUOCwGgwEZGRkYNmwYJygTERFRm9Lse2NdqmvXrli1alWjUZ8r2b9/P6ZMmYKwsDAIgoCtW7c6rBdFEc888wxCQ0OhVqsxduxYnDlzxqFPeXk5Zs+eDS8vL/j4+GDBggW8PxcRERHZOS3sAPWTlvPz86+5v9FoRL9+/bBu3bom17/00kv4xz/+gQ0bNuDw4cPw8PDA+PHjUVNTY+8ze/ZsnDhxAjt37sS2bduwf/9+LFy48IbfCxEREUlDs+bsfPHFFw6PRVFEQUEB3njjDdx8883XvJ2JEydi4sSJTa4TRRFr167FX//6V9xxxx0A6idGBwcHY+vWrZgxYwZOnjyJHTt24KeffsKgQYMAAK+//jomTZqEl19+GWFhYc15e0RERCQhzQo7U6dOdXgsCAICAwNxyy234JVXXnFGXcjKykJhYSHGjh1rb/P29kZCQgJSU1MxY8YMpKamwsfHxx50AGDs2LGQyWQ4fPgwpk2b1uS2zWYzzGaz/bFer3dKzURERNT2NCvs2Gw2Z9fRSGFhIQAgODjYoT04ONi+rrCwEEFBQQ7rFQoF/Pz87H2asnLlSqxYscLJFRMREVFb5NQ5O+1FcnIydDqdfcnNzXV1SURERNRCmjWyk5SUdM1916xZ05yXQEhICACgqKgIoaGh9vaioiL079/f3qe4uNjheVarFeXl5fbnN0WlUkGlUjWrLiIiImpfmhV2fv75Z/z888+wWCzo3r07AOD06dOQy+UYOHCgvZ8gCM0uLCYmBiEhIdi9e7c93Oj1ehw+fBh/+tOfAABDhw5FZWUl0tLSEB8fDwDYs2cPbDYbEhISmv3aREREJB3NCjtTpkyBVqvF+++/D19fXwD1FxqcP38+hg8fjscff/yatmMwGHD27Fn746ysLKSnp8PPzw+RkZFYvHgxnn/+eXTt2hUxMTH429/+hrCwMPsE6Z49e2LChAl46KGHsGHDBlgsFixatAgzZszgmVhEREQEoJlh55VXXsG3335rDzoA4Ovri+effx7jxo275rBz5MgRjB492v644fDY3LlzsXHjRjz55JMwGo1YuHAhKisrMWzYMOzYsQPu7u7253z44YdYtGgRxowZA5lMhunTp+Mf//hHc96W0x0tqIGm5wjkGGUwFVUhUKuCj9rthka8iIiI6Po0K+zo9XqUlJQ0ai8pKUFVVdU1b2fUqFEQRfGy6wVBwLPPPotnn332sn38/PywadOma37N1vReuh6Btz+Jn8oAlNWfHaZRytEtSIuBUT7Quru5tkAiIqIOoFlnY02bNg3z58/Hli1bkJeXh7y8PHz66adYsGAB7rzzTmfX2G5181OiOvsXBLnbEOrtDrlMgKm2Dul5ldh4MBt7M4pRa2350/iJiIg6smaN7GzYsAFLly7FrFmzYLFY6jekUGDBggVYvXq1Uwtszx5N8MH7f34ac9ZtQXjXCFjrbMirqEba+QrkVVbjWJ4OOWUmTIgLQbCX+9U3SERERNetWWFHo9HgzTffxOrVq5GZmQkAiI2NhYeHh1OLkxqFXIboAA9EB3ggp9yEnb8VobLago+P5GJcrxB0D9G6ukQiIiLJuaGLChYUFKCgoABdu3aFh4fHFeffkKNIPw1mJ0QiNtADNhHYcaIQv17QubosIiIiyWlW2CkrK8OYMWPQrVs3TJo0CQUFBQCABQsWXPOZWAS4u8kxuU8o+nTyBgDsOVWMY3mVri2KiIhIYpoVdpYsWQI3Nzfk5ORAo9HY2++9917s2LHDacV1BIIgYHT3QMRH1Z/G/11GCc6VGFxcFRERkXQ0K+x8++23ePHFFxEeHu7Q3rVrV5w/f94phXUkgiDg5lh/9A7zgghg+/FCFOlrXF0WERGRJDQr7BiNRocRnQbl5eW851Qz1Y/wBCHKTwOrTcSXx/JhqrW6uiwiIqJ2r1lhZ/jw4fjXv/5lfywIAmw2G1566SWHKyLT9ZHLBEzsEwJfjRuM5jp8+1sRJ30TERHdoGadev7SSy9hzJgxOHLkCGpra/Hkk0/ixIkTKC8vxw8//ODsGjsUlUKOiXGh+OhILs6XmXA0p9I+n4eIiIiuX7NGduLi4nD69GkMGzYMd9xxB4xGI+688078/PPPiI2NdXaNHU6gVoWR3QIBAAczS1Fcxfk7REREzXXdIzsWiwUTJkzAhg0b8PTTT7dETQQgLswLOWUmnC0xYNdvxbh3cATkMt5AlIiI6Hpd98iOm5sbjh071hK10O8IgoBR3QPhrpChxGBG2vkKV5dERETULjXrMNacOXPw7rvvOrsWuoSHSoGR3esPZ/2YVY4yg9nFFREREbU/zZqgbLVa8d5772HXrl2Ij49vdE+sNWvWOKU4AroHa5FRWIXsMhO+O12COwd0giDwcBYREdG1uq6wc+7cOURHR+P48eMYOHAgAOD06dMOffhB7Fz1h7OC8MGh88irqMaZYgO6BfOGoURERNfqusJO165dUVBQgL179wKovz3EP/7xDwQHB7dIcVTPW+2GQVG+OJxVju/PlCLa3wNKxQ3dw5WIiKjDuK5PzEsvcLd9+3YYjUanFkRNGxTlCy93BQxmK37KLnd1OURERO3GDQ0P8Oq+rUchl2HExWvv/Jxbiaoai4srIiIiah+uK+wIgtBoTg7n6LSezgEe6OSjRp1NRGpmmavLISIiaheua86OKIqYN2+e/WafNTU1+OMf/9jobKwtW7Y4r0KyEwQBw7oG4KOfcnGysAoDIn0RqOWNV4mIiK7kusLO3LlzHR7PmTPHqcXQ1YV4uaNbsCdOFxlw4Gwppg3o5OqSiIiI2rTrCjspKSktVQddh5tjA3C22ICcchMuVFSjk6/a1SURERG1WTx/uR3yUruhd5g3AOBQFufuEBERXQnDTjs1ONoXckFAXkU18ipMri6HiIiozWLYaae07m7oHeYFADh0rpyXASAiIroMhp12bFC0L+QyARcqq5FXUe3qcoiIiNokhp12TOvuhriLozup58o4ukNERNQEhp12blC0H+QyAQW6GuSUc+4OERHRpRh22jlPlQJ9OtWfmXU4i3N3iIiILsWwIwGDonyh4OgOERFRkxh2JMDjd6M7P2VXuLgaIiKitoVhRyIGRvpCJgAXKquRX8kzs4iIiBq0+bATHR1tv9v675fExEQAwKhRoxqt++Mf/+jiqlufp7sCPUPrz8w6cp6jO0RERA2u695YrvDTTz+hrq7O/vj48eO49dZbcffdd9vbHnroITz77LP2xxqNplVrbCvio3xxIl+PrFIjSg1mBHjyjuhERERtPuwEBgY6PF61ahViY2MxcuRIe5tGo0FISEhrl9bm+GqU6BLkibPFBqSdr8D43twnREREbf4w1u/V1tbi3//+Nx544AEIgmBv//DDDxEQEIC4uDgkJyfDZLryGUlmsxl6vd5hkYpBUb4AgIyiKuirLS6uhoiIyPXa/MjO723duhWVlZWYN2+evW3WrFmIiopCWFgYjh07hqeeegoZGRnYsmXLZbezcuVKrFixohUqbn3BXu6I9NMgp9yEtJwKjO4e5OqSiIiIXKpdhZ13330XEydORFhYmL1t4cKF9u/79OmD0NBQjBkzBpmZmYiNjW1yO8nJyUhKSrI/1uv1iIiIaLnCW9mgKF/klJtwIl+PhBg/aJTt6sdMRETkVO3mMNb58+exa9cuPPjgg1fsl5CQAAA4e/bsZfuoVCp4eXk5LFIS7qtGsJcKdTYR6bmVri6HiIjIpdpN2ElJSUFQUBAmT558xX7p6ekAgNDQ0Faoqm0SBAGDo/0AAL/k6WC21l3lGURERNLVLsKOzWZDSkoK5s6dC4Xif4dkMjMz8dxzzyEtLQ3Z2dn44osvcP/992PEiBHo27evCyt2vc4BHvDVuKHWasOJC9KZgE1ERHS92kXY2bVrF3JycvDAAw84tCuVSuzatQvjxo1Djx498Pjjj2P69On48ssvXVRp2yEIAuIvnpn1c24l6my8QSgREXVM7WLm6rhx45q8m3dERAT27dvngorah+4hWqSeK4PBbEVGYRV6hUlrbhIREdG1aBcjO9Q8CpkMAyLqR3fSciqaDIxERERSx7AjcXGdvKCUy1BurEVWqdHV5RAREbU6hh2JUynk6BPuDQBI4w1CiYioA2LY6QAGRPhALgjI19Ugv7La1eUQERG1KoadDsBDpUCPUC0Aju4QEVHHw7DTQcRH1k9UPldqRLmx1sXVEBERtR6GnQ7C10OJ2EAPABzdISKijoVhpwNpuMjgqUI9DGari6shIiJqHQw7HUiotxphPu6wiUB6TqWryyEiImoVDDsdzKCo+huE/nqBNwglIqKOgWGng4n218DfQ4naOht+zdO5uhwiIqIWx7DTwVx6g1CrzebiioiIiFoWw04H1C1YC0+VAqbaOpwqqHJ1OURERC2KYacDkssEDIj0AcAbhBIRkfQx7HRQcWHeUClkqDRZkFnCG4QSEZF0Mex0UEqFDH1/d4NQju4QEZFUMex0YP3CfSCXCSjU1yC/ssbV5RAREbUIhp0OzEOlQM+LNwg9cr7cxdUQERG1DIadDq7hBqHZZSaUGswuroaIiMj5GHY6OB+NEl2CPAEAR3mDUCIikiCGHbJfZDCjqAom3h+UiIgkhmGHEOLljnBfNWwikKGXu7ocIiIip2LYIQBAQkz9DUKzDTLItf4uroaIiMh5GHYIABDuq0EnHzVsEOCVcJeryyEiInIahh2yaxjd0fYbj/LqOhdXQ0RE5BwMO2QX7quGv8oGQaHEZ6cMri6HiIjIKRh2yE4QBPT0rh/R+TbThCI9r6pMRETtH8MOOQhSiajJ+w0WG7BhX6aryyEiIrphDDvkQBAA3Q+bAACbDuegmKM7RETUzjHsUCM12eno7u8Gs9WGDfvOubocIiKiG8KwQ026p3f9DUL/ffg8LlRWu7gaIiKi5mPYoSb1D1YiIcYPtVYbXt152tXlEBERNRvDDjVJEAQkT+oJAPj0aB5OFepdXBEREVHztOmws3z5cgiC4LD06NHDvr6mpgaJiYnw9/eHp6cnpk+fjqKiIhdWLC39I3wwqU8IRBFYvSPD1eUQERE1S5sOOwDQu3dvFBQU2JcDBw7Y1y1ZsgRffvklPvnkE+zbtw/5+fm48847XVit9Cwd1x1ymYDdp4px+FyZq8shIiK6bm0+7CgUCoSEhNiXgIAAAIBOp8O7776LNWvW4JZbbkF8fDxSUlJw8OBBHDp0yMVVS0fnQE/MGBwBAFi5/RREUXRxRURERNenzYedM2fOICwsDJ07d8bs2bORk5MDAEhLS4PFYsHYsWPtfXv06IHIyEikpqZecZtmsxl6vd5hoct7bExXqN3kSM+txDcnCl1dDhER0XVp02EnISEBGzduxI4dO7B+/XpkZWVh+PDhqKqqQmFhIZRKJXx8fByeExwcjMLCK38gr1y5Et7e3vYlIiKiBd9F+xfk5Y6HhscAAF7akQFrnc3FFREREV27Nh12Jk6ciLvvvht9+/bF+PHj8fXXX6OyshIff/zxDW03OTkZOp3OvuTm5jqpYul6aERn+Hkoca7UiE0/5ri6HCIiomvWpsPOpXx8fNCtWzecPXsWISEhqK2tRWVlpUOfoqIihISEXHE7KpUKXl5eDgtdmdbdDYvHdgUAvPLtaVQYa11cERER0bVpV2HHYDAgMzMToaGhiI+Ph5ubG3bv3m1fn5GRgZycHAwdOtSFVUrXrCGR6BGiha7agjW80CAREbUTbTrsLF26FPv27UN2djYOHjyIadOmQS6XY+bMmfD29saCBQuQlJSEvXv3Ii0tDfPnz8fQoUNx0003ubp0SVLIZVg2pTcA4MPD5/FbPid2ExFR29emw05eXh5mzpyJ7t2745577oG/vz8OHTqEwMBAAMCrr76K2267DdOnT8eIESMQEhKCLVu2uLhqaRsa64/JfUJhE4FnPj8Om42nohMRUdumcHUBV7J58+Yrrnd3d8e6deuwbt26VqqIAODpyT2xN6MYR85X4OMjuZgxJNLVJREREV1Wmx7ZobYpzEeNpFu7Aai/0GCpweziioiIiC6PYYeaZd4fotEr1Au6agte+Oqkq8shIiK6LIYdahaFXIYX7uwDQQC2/HwBe08Vu7okIiKiJrXpOTvUtvWP8MGCm2PwzwNZSN7yK75NGgEvdzeX1JKTk4PS0lKXvHZzBQQEIDKS852IiFoaww7dkMfHdcfuU8XIKjXi79tO4sW7+rZ6DTk5OejRsyeqTaZWf+0bodZocOrkSQYeIqIWxrBDN0StlOOlu/rinrdS8dGRXNzaKxhjewW3ag2lpaWoNpkw+6nVCI6MbdXXbq6inEx8+OITKC0tbXdhh6NorYP7mch5GHbohg2O9sODw2LwzvdZePLTY9gRMRxBWvdWryM4MhbhXXu3+ut2JBxFax3cz0TOxbBDTrF0fHccOFuGkwV6LP3kGDbOGwyZTHB1WeRkHEVrHdzPRM7FsENOoVLI8Y8Z/XHb6wew/3QJ/nngHBaOaB//SdP14yha6+B+JnIOnnpOTtM1WIu/3dYLAPDijgz8mFXu4oqIiIgYdsjJZidE4o7+YaiziVi06ShKqnh1ZSIici2GHXIqQRDwwrQ+6BrkieIqMxI/PIpaq83VZRERUQfGsENO56FSYP2ceGhVCvyYXY6/bT0OUeTd0YmIyDUYdqhFdAnyxD9mDYBMAD46kot3D2S5uiQiIuqgGHaoxYzuHoT/m9QTAPD3r09i27F8F1dEREQdEcMOtagFw2Iw56ZIiCKQ9NEvOJjZvq4IS0RE7R/DDrUoQRCw4vY4TIwLQW2dDQv/lYb03EpXl0VERB0Iww61OLlMwKv39sfQzv4wmK24793D+DVP5+qyiIiog2DYoVbh7ibHP+cOwuBoX1TVWDGHgYeIiFoJww61Gg+VAinzh2BgpA901RbMfOcQDp0rc3VZREQkcQw71Ko8VQq8/8AQ3NTZDwazFXPf+xHfnih0dVlERCRhDDvU6rTubtg4fwjG9gyG2WrDw/9Ow7sHsnjhQSIiahEMO+QS7m5ybJgzELMS6k9Lf27bb3h663HeWoKIiJyOYYdcRiGX4e9T4/DXyT0hCMCmwzm4561UFOiqXV0aERFJCMMOuZQgCHhweGe8N3cwvNwVSM+txOR/HOA8HiIichqGHWoTRvcIwlePDkfvMC+UG2ux8IM0PP7xL9DXWFxdGhERtXMMO9RmRPhpsOXPf8DDIztDEIBPj+Zhwqv78cNZ3mKCiIiaj2GH2hSVQo7kiT3xycNDEeWvQb6uBrP/eRjJW35FubHW1eUREVE7xLBDbdKgaD98/ehwzLkpEgDwnx9zMGr1XqT8kAVLHc/YIiKia8ewQ22Wh0qB56f2wUcLb0LPUC/oa6xY8eVvmPTa9zhwhoe2iIjo2jDsUJuX0Nkf2x4Zhr9Pi4Ovxg1nig2Y8+5hzHrnEH7KLnd1eURE1MYpXF0A0bWQywTMTojCbX3C8Oqu0/jw8HkczCzDwcxU9A1WQtWph6tLJCKiNoojO9SueGvcsPz23ti7dBRmDomEQibgWFEtQua8jP1FCmSVGnnbCSIictCmw87KlSsxePBgaLVaBAUFYerUqcjIyHDoM2rUKAiC4LD88Y9/dFHF1FrCfTVYeWcf7F06CmNj1BDrrCgxy/DFL/n496EcHL+gg5UTmYmICG087Ozbtw+JiYk4dOgQdu7cCYvFgnHjxsFoNDr0e+ihh1BQUGBfXnrpJRdVTK0twk+DPw/2wYW3H0JXbR2UchnKTbXYfaoY7/2QjQNnS1Fp4inrREQdWZues7Njxw6Hxxs3bkRQUBDS0tIwYsQIe7tGo0FISEhrl0dtSJ2+BH196zBmYFecyNcjPbcSVTVWpJ2vQNr5CoT7qtGnkzc6B3pAIWvTGZ+IiJysXf2vr9PpAAB+fn4O7R9++CECAgIQFxeH5ORkmEwmV5RHbYBKIcfASF/MGxqN2/qGItpfAwDIq6jG9uOFeO9ANr4/U4IKXqCQiKjDaNMjO79ns9mwePFi3HzzzYiLi7O3z5o1C1FRUQgLC8OxY8fw1FNPISMjA1u2bLnstsxmM8xms/2xXq9v0dqp9clkAmIDPREb6Al9tQUnCvT4LV8Pg9mKozmVOJpTiSCtCt1DtOgWrIWnqt38UyAiouvUbv6HT0xMxPHjx3HgwAGH9oULF9q/79OnD0JDQzFmzBhkZmYiNja2yW2tXLkSK1asaNF6qe3wUrthaGd/JET7IbvMiOP5emSXGVFcZUZxlRnfnylFuK8a3UO06BLoCXc3uatLJqJWkpOTg9LS9nWR0oCAAERGRrq6jHalXYSdRYsWYdu2bdi/fz/Cw8Ov2DchIQEAcPbs2cuGneTkZCQlJdkf6/V6REREOK9gapNkMgGdAz3ROdATplorzhQbkFFYhQJdDfIqqpFXUY3vTpUg0l+D2EAPxAR4QKNsF/9EiKgZcnJy0KNnT1S3s6kPao0Gp06eZOC5Dm36f3JRFPHII4/gs88+w3fffYeYmJirPic9PR0AEBoaetk+KpUKKpXKWWVSO6RRKtAv3Af9wn2gr7Ygo6gKGUVVKDPUIqvUiKxSIwQAoT7uiA3wRHSAB3w1bhAEwdWlO40oitDXWFGkr0GhrgaF+hqUVJmhr7FAX229+NUCs8WGOlFEnU1ElcGIkPtfxXdFCngYLsBNLkAhk0GpkEGjlEOjlEOtlMNDqYCXuxs8VHJJ7TOSltLSUlSbTJj91GoERzb9x3FbU5STiQ9ffAKlpaUMO9ehTYedxMREbNq0CZ9//jm0Wi0KCwsBAN7e3lCr1cjMzMSmTZswadIk+Pv749ixY1iyZAlGjBiBvn37urh6ai+81G4YHO2HwdF+KDWYkVliwLmS+sNc+ZU1yK+swfdnS+GpUiDST4Mofw3CfdXtZtRHX2NB9sUAd66k/mt2mRFZJUZUma3XvT1VaFeUmYEy89X/GpbLBHi7u8FLrYCPWln/VaOEr8YNXmo3yCQahAxmK7JLjcirMNUfLtWbUVxVHyaraqwwmK0w1dbBVGuF2WKDINTvK7lMBrkMUIhWBM96EaklCvhZi6BWyuGtdoOPRgkftRs0SoZIZwqOjEV4196uLoNaUJv+33r9+vUA6i8c+HspKSmYN28elEoldu3ahbVr18JoNCIiIgLTp0/HX//6VxdUS1IQ4KlCgKcKCTH+0NdY7OHgQmU1DGYrfivQ47eC+gntPho3hHq7I8xbjVBvd/h6KF324V1jqcP5MpNDkMkqNeJcqRGlBvMVn+vlrkCItzuCveoXb7UbvC4GFK27G9RucshlgFwmQ9a5TDz22GO4409PwysoHNY6ERabDWaLDaZaK6otdTDV1sFotqLKbEWdTUS5qRblploAjuFILhPgo3GDn0YJXw8l/DRK+HnUByGFvO2fKGqqtSK71FS/v0uNyG7Y96Wmq+7za+Ee0Rv51UB+deMTKJRyGfw8lAjxckewlwrBXu7wkdjII5Eztemwc7XL/kdERGDfvn2tVA11NF7ubugf4YP+ET6w1tlwobIaOeUmnC83ocxQi0qTBZUmC04WVAGo//D291DC31OJAE8V/DRKaN3rA4NScWMf3nU2EaUGMwp1NSjQ1SCnvP5DteEDtkBXc8XnB2pViAnwQOeA+rlI0Re/D/fVQK289gnZR2suoObcEXTSiAgP9bpiX5tNRJXZCl21BTqTpf5rtQWV1bWoMFlQZxNRZqhFmaHxZQC83BX1AehiCGr4Xt3Kk8f1NRbklpuQW16N7DKjfYQsu8yIIv2VA02ApxIRfhoEa90R5KVCkFaFQK0K3mo3aJQKeKjk8FApoJTLYBMB28VDhXU2EUd//Q1/WvwExs1/Au6+wTBc3I+Vplroa6yorbOhUF9/6LGBSiFDJx81wn3ViPDTwN9DyfBDdFGbDjtEbYVCLkOUvwei/D0wHPUjKQW6GhToqlFQWf+hY7WJ9jO8gCqH5ysVMmhVCri7yaFUyGA1yeF365+Qkq7Htgu/QYQI8eIHntFcB32NBVUX585UmGpRXGVGne3K4V/rrkDMxTDTsHQO8ER0gAZad7eW2zmXIZMJ8Fa7wVvtBjheGgs2UURVjRXlxlqUG2tRYaq1f2+22qCvsUJfY8X5MsfRILWbHD4aN2jdFfBUXVzcFdC4KaBUyODuJoNKIYebXGjyg14URVjqRNRY62Ay16HMaEa5sT5wlRlrUVBZjdwKE/IqqpFbboK+5sqH+Xw1bogO8ECMf32AbPg+KkADrxvY57VFKpgyfkBn7eMIj3HcedY6G3TVFpQYzCjSm1F0ca6V2WrDuYujeQCgUcoR6adB54D639sbDdxE7RnDDlEzuLvJ7YECqP/w1lVbUGaoRanBXD/yU12LqhorzFYbaq02lFl/P4Ihh3bgZHx52giczrqm15TLBARp6w9ZRPhpEOOvQdTFD9mYdjaBWib8Lwg17EOgPoxUW+rqA5DRUn8I7GIYqqqpP0xWratDge5aXqP+dSC6IfzR/2DWlkLUfvI1rpIZG/H3UCLcV23f151/F2q8Na0fIhVyGfw9VfD3VKHHxQvH22wiSgxm5FbUj0LlV1bDVFuHU4VVOFVYBbkgINxPjdgAT8QEevC6UtTh8DeeyAlkggBfjRK+GiW6BHk6rKu12lBVY4HB/L/gU1yYj++/+hjzHngIISEhkAmAcPHD2UOlgNZdcXHejBt81G4I8XZHgKcKcln7CDPNJQgCNEoFNEoFwn0d19Vabag01aKyun5fGi5O9DWY60OQ2WKD2VpnDzMNh4YAAXK1FjVWx5Qjl9X/zPwbDpd5KhF6MUg2HArq5KOGRzsIBjKZYJ9zNSgKsNpsKNTVIKvUiMwSI3TVFpwvM9WPlGUAwV4qxAZ6okuQJ3w1SleXT9Ti2v6/YqJ2Tqn431/iDfJMedh2YBPuf+1xDBzYw4XVtR9KhQxBXu4I8nK/bB9RFGG1iai12mAT6w8N5medxnvPPYrPt3yK+P594a6QQ+Umg0ohazcjYddLIZMh3FeDcF8NhnUJQLmxtv4QV4kRhfqai4e/zDiYWYYATyW6XAw+v/8dJZIShh0ikgxBEOAmF+D2u7O59G6AtSwPIZ4KBF8hKEmVIAj2sD042g9GsxXnSo04W2xAboUJpYZalBrKcSirHL4aN3QN0qJLkCcCPDnBmaSDYYeIqAPxUCnQp5M3+nTyRo2lDudKjDhTXIWcchMqTBb8mF2OH7PL4a12Q5eg+hGfYK2KwYfaNYYdIqIOyt1Njl5hXugV5gWztQ5ZF0d8sstM0FVbkHa+AmnnK6B1V9gPdYV6uzP4ULvDsENERFAp5OgR4oUeIV6otdqQXVYffLJKjaiqseLn3Er8nFsJD5UcXQI9ERPggU4+6nZxAUgihh0iInKgVMjQLViLbsFaWOpsOF9mwtkSA7JKjDCa6/BLng6/5OkglwkI91Ejyl8DVS1He6jtYtghIqLLcpPL7HN3rDYbcsurkVliwPkyEwxmK85fvKo44IbwRz7Eqh/KMc54DoOj/dAz1IsXM6Q2gWGHiIiuiUIms19MUxRFlBtr66/fU27ChQojoPHGjxfM+PHCSQD19/DqEapF77D6CdG9w7wQG+TJixpSq+NvHBERXbffn9I+MMoXOadP4M0XkvHk6reRX6vGkfMV0FVbcCxPh2N5Ovznd89tuKhhbKAnIvzUCPFWI8zb3X5DWjfOAyInY9ghIqIbJhOA2vwMTOvhiYEDB0IUReSWV+PXCzocz9fh+AUdThZUodR+T6/6ixpeShCAIK0KIV7u8POovyq5j0YJH40bfDVuv/u+/quPRgkPpZxniNEVMewQEZHTCYKASH8NIv01mNw31N6uq7bgXIkBmSVGZJYYkF9ZfzPdAn01CnU1sNSJ9jB0rdzkArzVF8OP+n+ByEftBl8PJQI9VQjyUiHE2x0hXu7wVref+8iRczDsEBFRq/FWu2FApC8GRPo2WmezifV3n9fVB59KkwUVplpUmCz190W7+LjSZEFldX17rdUGS52IUoMZpYZrC0gqhQzBXu7wlFnhP+kxnNLJYCqqsgclTqqWHoYdIiJqE2QyAYFaFQK1KvQNv3p/URRRY7HVBx9jfQDSmSyorK4PRTqTBeXGWpQYzCjU1aBIX4MKkwVmqw055SYAgGefW3FCB5zQFdq36612Q4CnEv6eKgR4KhGsdYfWXcHRoHaMYYeIiNolQRCgVsqhVqoR6q2+pufUWOpQUmVGkb4GB9NP4pmXXke/ibNQq/BApcmCaksddNUW6KotyCwx2p+nUcoR7FV/GCzUu37hBRXbD4YdIiLqMNzd5Ijw0yDCTwNZuRq61I8waM69CO8aAQCorq2zHxKrv0lq/fem2vrbaWSV1gcguUxAqLc7wn3ViPDVINjLHXIZR37aKoYdIiKii9TK/4WhBtY6G4qrzCjU16BIV4MLldUw1tYhr6IaeRXVOIRyKGQCOvmoEemvQUyAB3w1She+C7oUww4REdEVKOQyhPmoEeZTf6hMFEVUmCzIqzAht6IaeRUm1Fhs9qtJf3+mFD5qN/sFGMN81Bz1cTGGHSIiousgCAL8PJTw81Cib7gPRFFEqaEWuRUmZJcZcaGiGpXVFvvNU5VyGaL8Negc4IHoAA+4u8ld/RY6HIYdIiKiGyAI/zuLbGCkL8zWOuSUm5BVakR2qQnVljqcKTbgTLEBMgHo5KtGbIAnOgd6QOvu5uryOwSGHSIiIidSKeToGqRF1yAtRLH+IonnSg04V2JEmbEWueXVyC2vxnenSxCkbbh1hgf8PJQ8vb2FMOwQERG1EEEQ6q/c7O2OP8QGoNJUi3MNV4/W1aC4yoziKjNSz5XBW+2G2EAPxAZ6IsTbHTIGH6dh2CEiImolPholBkYpMTDKF0azFVllRmQWG5BbUQ1dtQVHcypxNKcSajc5Ol8MPhG+al7T5wYx7BAREbmAh0qBuDBvxIV5o9Zqw/kyIzIvXsun2lKHE/l6nMjXw00uIMrfA7GBHlDaXF11+8SwQ0RE5GJKhQxdg7XoGqxFnU3EhcpqZJbUz/MxmK04W2zA2WIDBLgh6N7nsP2MEaGx1dd85eiOjmGHiIioDZHLBET6aRDpp8GobiKKq8z24FNmrIU6egDe+VmPd37eg37h3hjXOwTjegWjS5AnJzhfBsMOERFRGyUIAoK93BHsVT/B+eRvJ/DRpg8w9O4/IqPMgl/ydPglT4fV32Qg2l+Dkd0CMTQ2ADd19oMPr+Jsx7BDRETUTmjdAP2Pn+GF9X9FRNfe2H2yCN/+VoQDZ0qRXWZCdup5vJ96HoIAxIV54w+x/hga64/B0X7wUHXcj/yO+86JiIjasUCtCjOGRGLGkEgYzFYcOFOCg5llOJhZhrPFBvx6QYdfL+jw1v5zkMsE9AzVYkCELwZE+mBApC+i/TUd5rAXww4REVE756lSYEJcKCbEhQIAivU1F4NPKX44W4YLldU4fkGP4xf0+ODQeQCAj8YN/SN80C/cBz1CtOgeokWUv4ck7+PFsENERCQxQV7umDqgE6YO6AQAuFBZjfScSvycU4Gfcyvx6wUdKk0WfJdRgu8ySuzPc3eToWtQffDpEaJFlyBPRPl7INxXDbd2fK0fyYSddevWYfXq1SgsLES/fv3w+uuvY8iQIa4ui4iIyOU6+ajRyUeNyX3rR35qrTacKtTj6PkKnMjXI6OoChmFVaix2OyHv35PLhMQ5uOOKD8PRPlrEOWvQZiPGiEXJ08HeamgUrTdG5xKIux89NFHSEpKwoYNG5CQkIC1a9di/PjxyMjIQFBQkKvLIyIialOUChn6hvugb7iPva3OJuJ8mREZhVU4VVgffrJKjThfbkSNxWa/p9eBs01v01fjZj9zzN9TCX8PJfw8VBe/KjGksx+8XHTjU0mEnTVr1uChhx7C/PnzAQAbNmzAV199hffeew9/+ctfXFwdERGRc508ebLFth0MINgfGOkvAPCEKHqgosaGQkMdCg1W+9ey6jqUV9tQXl0Hiw2oMFlQYbLgVGFVk9v9ZvEIeIUw7DRLbW0t0tLSkJycbG+TyWQYO3YsUlNTXVgZERGRc+nL6+fXzJkzx8WVOJK5ayHX+kOu9YfC0w8ytTfkGm/INN6Qq72g8PSBWdcTCNG6pL52H3ZKS0tRV1eH4OBgh/bg4GCcOnWqyeeYzWaYzWb7Y52u/tikXq93am0GgwEAkHfmBMzVJqduu6WU5GUBANLS0uz1t3UZGRkAuJ9bA/d16+B+bh3tcT9n//YzAGDwxHsRHtPVxdVcm8qSXOzduByV8wdAHxrg1G03fG6LonjljmI7d+HCBRGAePDgQYf2J554QhwyZEiTz1m2bJkIgAsXLly4cOEigSU3N/eKWaHdj+wEBARALpejqKjIob2oqAghISFNPic5ORlJSUn2xzabDeXl5fD393fqBZb0ej0iIiKQm5sLLy8vp22XHHE/tx7u69bB/dw6uJ9bR0vuZ1EUUVVVhbCwsCv2a/dhR6lUIj4+Hrt378bUqVMB1IeX3bt3Y9GiRU0+R6VSQaVSObT5+Pi0WI1eXl78h9QKuJ9bD/d16+B+bh3cz62jpfazt7f3Vfu0+7ADAElJSZg7dy4GDRqEIUOGYO3atTAajfazs4iIiKjjkkTYuffee1FSUoJnnnkGhYWF6N+/P3bs2NFo0jIRERF1PJIIOwCwaNGiyx62chWVSoVly5Y1OmRGzsX93Hq4r1sH93Pr4H5uHW1hPwuieLXztYiIiIjar/Z7Vy8iIiKia8CwQ0RERJLGsENERESSxrBDREREksaw04LWrVuH6OhouLu7IyEhAT/++KOrS5Kc/fv3Y8qUKQgLC4MgCNi6daurS5KclStXYvDgwdBqtQgKCsLUqVPt9xQi51m/fj369u1rv/Da0KFDsX37dleXJXmrVq2CIAhYvHixq0uRnOXLl0MQBIelR48eLqmFYaeFfPTRR0hKSsKyZctw9OhR9OvXD+PHj0dxcbGrS5MUo9GIfv36Yd26da4uRbL27duHxMREHDp0CDt37oTFYsG4ceNgNBpdXZqkhIeHY9WqVUhLS8ORI0dwyy234I477sCJEydcXZpk/fTTT3jrrbfQt29fV5ciWb1790ZBQYF9OXDggEvq4KnnLSQhIQGDBw/GG2+8AaD+FhYRERF45JFH8Je//MXF1UmTIAj47LPP7LcNoZZRUlKCoKAg7Nu3DyNGjHB1OZLm5+eH1atXY8GCBa4uRXIMBgMGDhyIN998E88//zz69++PtWvXurosSVm+fDm2bt2K9PR0V5fCkZ2WUFtbi7S0NIwdO9beJpPJMHbsWKSmprqwMqIbp9PpANR/EFPLqKurw+bNm2E0GjF06FBXlyNJiYmJmDx5ssP/0+R8Z86cQVhYGDp37ozZs2cjJyfHJXVI5grKbUlpaSnq6uoa3a4iODgYp06dclFVRDfOZrNh8eLFuPnmmxEXF+fqciTn119/xdChQ1FTUwNPT0989tln6NWrl6vLkpzNmzfj6NGj+Omnn1xdiqQlJCRg48aN6N69OwoKCrBixQoMHz4cx48fh1arbdVaGHaI6JolJibi+PHjLjvuLnXdu3dHeno6dDod/vvf/2Lu3LnYt28fA48T5ebm4rHHHsPOnTvh7u7u6nIkbeLEifbv+/bti4SEBERFReHjjz9u9UOzDDstICAgAHK5HEVFRQ7tRUVFCAkJcVFVRDdm0aJF2LZtG/bv34/w8HBXlyNJSqUSXbp0AQDEx8fjp59+wmuvvYa33nrLxZVJR1paGoqLizFw4EB7W11dHfbv34833ngDZrMZcrnchRVKl4+PD7p164azZ8+2+mtzzk4LUCqViI+Px+7du+1tNpsNu3fv5vF3andEUcSiRYvw2WefYc+ePYiJiXF1SR2GzWaD2Wx2dRmSMmbMGPz6669IT0+3L4MGDcLs2bORnp7OoNOCDAYDMjMzERoa2uqvzZGdFpKUlIS5c+di0KBBGDJkCNauXQuj0Yj58+e7ujRJMRgMDn8lZGVlIT09HX5+foiMjHRhZdKRmJiITZs24fPPP4dWq0VhYSEAwNvbG2q12sXVSUdycjImTpyIyMhIVFVVYdOmTfjuu+/wzTffuLo0SdFqtY3mm3l4eMDf35/z0Jxs6dKlmDJlCqKiopCfn49ly5ZBLpdj5syZrV4Lw04Luffee1FSUoJnnnkGhYWF6N+/P3bs2NFo0jLdmCNHjmD06NH2x0lJSQCAuXPnYuPGjS6qSlrWr18PABg1apRDe0pKCubNm9f6BUlUcXEx7r//fhQUFMDb2xt9+/bFN998g1tvvdXVpRE1S15eHmbOnImysjIEBgZi2LBhOHToEAIDA1u9Fl5nh4iIiCSNc3aIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iIiISNIYdoiIiEjSGHaIiIhI0hh2iKjDyM7OhiAISE9Pd3UpRNSKGHaIiIhI0hh2iIiISNIYdohIUnbs2IFhw4bBx8cH/v7+uO2225CZmenqsojIhRh2iEhSjEYjkpKScOTIEezevRsymQzTpk2DzWZzdWlE5CK8ESgRSVppaSkCAwPx66+/wtPTEzExMfj555/Rv39/V5dGRK2EIztEJClnzpzBzJkz0blzZ3h5eSE6OhoAkJOT49rCiMhlFK4ugIjImaZMmYKoqCi88847CAsLg81mQ1xcHGpra11dGhG5CMMOEUlGWVkZMjIy8M4772D48OEAgAMHDri4KiJyNYYdIpIMX19f+Pv74+2330ZoaChycnLwl7/8xdVlEZGLcc4OEUmGTCbD5s2bkZaWhri4OCxZsgSrV692dVlE5GI8G4uIiIgkjSM7REREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpDDtEREQkaQw7REREJGkMO0RERCRpDDtEREQkaf8PTGzxDbLf2z4AAAAASUVORK5CYII=",
- "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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",
- "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"
- }
- ],
- "source": [
- "# visualise_numerical_data(df_kidney)\n",
- "visualise_numerical_data(df_kidney,columns=numerical_columns)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each categorical feature...: 100%|██████████| 14/14 [00:00<00:00, 353.70it/s]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "Processing column: rbc\n",
- "Possible categories and their frequencies:\n",
- "rbc\n",
- "normal 0.810484\n",
- "abnormal 0.189516\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pc\n",
- "Possible categories and their frequencies:\n",
- "pc\n",
- "normal 0.773134\n",
- "abnormal 0.226866\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pcc\n",
- "Possible categories and their frequencies:\n",
- "pcc\n",
- "notpresent 0.893939\n",
- "present 0.106061\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: ba\n",
- "Possible categories and their frequencies:\n",
- "ba\n",
- "notpresent 0.944444\n",
- "present 0.055556\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pcv\n",
- "Possible categories and their frequencies:\n",
- "pcv\n",
- "41 0.063830\n",
- "52 0.063830\n",
- "44 0.057751\n",
- "48 0.057751\n",
- "40 0.048632\n",
- "43 0.045593\n",
- "42 0.039514\n",
- "45 0.039514\n",
- "32 0.036474\n",
- "50 0.036474\n",
- "36 0.036474\n",
- "33 0.036474\n",
- "28 0.036474\n",
- "34 0.033435\n",
- "37 0.033435\n",
- "30 0.027356\n",
- "29 0.027356\n",
- "35 0.027356\n",
- "46 0.027356\n",
- "31 0.024316\n",
- "24 0.021277\n",
- "39 0.021277\n",
- "26 0.018237\n",
- "38 0.015198\n",
- "53 0.012158\n",
- "51 0.012158\n",
- "49 0.012158\n",
- "47 0.012158\n",
- "54 0.012158\n",
- "25 0.009119\n",
- "27 0.009119\n",
- "22 0.009119\n",
- "19 0.006079\n",
- "23 0.006079\n",
- "15 0.003040\n",
- "21 0.003040\n",
- "20 0.003040\n",
- "17 0.003040\n",
- "9 0.003040\n",
- "18 0.003040\n",
- "14 0.003040\n",
- "16 0.003040\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: wc\n",
- "Possible categories and their frequencies:\n",
- "wc\n",
- "9800 0.037415\n",
- "6700 0.034014\n",
- "9600 0.030612\n",
- "7200 0.030612\n",
- "9200 0.030612\n",
- " ... \n",
- "19100 0.003401\n",
- "12300 0.003401\n",
- "16700 0.003401\n",
- "14900 0.003401\n",
- "2600 0.003401\n",
- "Name: proportion, Length: 89, dtype: float64\n",
- "\n",
- "Processing column: rc\n",
- "Possible categories and their frequencies:\n",
- "rc\n",
- "5.2 0.066914\n",
- "4.5 0.059480\n",
- "4.9 0.052045\n",
- "4.7 0.040892\n",
- "4.8 0.037175\n",
- "3.9 0.037175\n",
- "4.6 0.033457\n",
- "3.4 0.033457\n",
- "5.9 0.029740\n",
- "5.5 0.029740\n",
- "6.1 0.029740\n",
- "5.0 0.029740\n",
- "3.7 0.029740\n",
- "5.3 0.026022\n",
- "5.8 0.026022\n",
- "5.4 0.026022\n",
- "3.8 0.026022\n",
- "5.6 0.022305\n",
- "4.3 0.022305\n",
- "4.2 0.022305\n",
- "3.2 0.018587\n",
- "4.4 0.018587\n",
- "5.7 0.018587\n",
- "6.4 0.018587\n",
- "5.1 0.018587\n",
- "6.2 0.018587\n",
- "6.5 0.018587\n",
- "4.1 0.018587\n",
- "3.6 0.014870\n",
- "6.0 0.014870\n",
- "6.3 0.014870\n",
- "4.0 0.011152\n",
- "3.5 0.011152\n",
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- "4 0.011152\n",
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- "2.5 0.007435\n",
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- "2.7 0.007435\n",
- "2.8 0.007435\n",
- "2.3 0.003717\n",
- "2.4 0.003717\n",
- "3 0.003717\n",
- "8.0 0.003717\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: htn\n",
- "Possible categories and their frequencies:\n",
- "htn\n",
- "no 0.630653\n",
- "yes 0.369347\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: dm\n",
- "Possible categories and their frequencies:\n",
- "dm\n",
- "no 0.655779\n",
- "yes 0.344221\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: cad\n",
- "Possible categories and their frequencies:\n",
- "cad\n",
- "no 0.914573\n",
- "yes 0.085427\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: appet\n",
- "Possible categories and their frequencies:\n",
- "appet\n",
- "good 0.794486\n",
- "poor 0.205514\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: pe\n",
- "Possible categories and their frequencies:\n",
- "pe\n",
- "no 0.809524\n",
- "yes 0.190476\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: ane\n",
- "Possible categories and their frequencies:\n",
- "ane\n",
- "no 0.849624\n",
- "yes 0.150376\n",
- "Name: proportion, dtype: float64\n",
- "\n",
- "Processing column: classification\n",
- "Possible categories and their frequencies:\n",
- "classification\n",
- "ckd 0.625\n",
- "notckd 0.375\n",
- "Name: proportion, dtype: float64\n",
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 400 entries, 0 to 399\n",
- "Data columns (total 26 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 id 400 non-null int64 \n",
- " 1 age 391 non-null float64\n",
- " 2 bp 388 non-null float64\n",
- " 3 sg 353 non-null float64\n",
- " 4 al 354 non-null float64\n",
- " 5 su 351 non-null float64\n",
- " 6 rbc 400 non-null object \n",
- " 7 pc 400 non-null object \n",
- " 8 pcc 400 non-null object \n",
- " 9 ba 400 non-null object \n",
- " 10 bgr 356 non-null float64\n",
- " 11 bu 381 non-null float64\n",
- " 12 sc 383 non-null float64\n",
- " 13 sod 313 non-null float64\n",
- " 14 pot 312 non-null float64\n",
- " 15 hemo 348 non-null float64\n",
- " 16 pcv 400 non-null object \n",
- " 17 wc 400 non-null object \n",
- " 18 rc 400 non-null object \n",
- " 19 htn 400 non-null object \n",
- " 20 dm 400 non-null object \n",
- " 21 cad 400 non-null object \n",
- " 22 appet 400 non-null object \n",
- " 23 pe 400 non-null object \n",
- " 24 ane 400 non-null object \n",
- " 25 classification 400 non-null object \n",
- "dtypes: float64(11), int64(1), object(14)\n",
- "memory usage: 81.4+ KB\n",
- "Number of rows : 400\n",
- "Number of rows with at least one NaN value: 172\n",
- "43% of our rows have at least one missing value\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "fill_categorical_kidney(df_kidney,nominal_columns)\n",
- "df_kidney.info()\n",
- "nan_count = df_kidney[df_kidney.isna().any(axis=1)].shape[0]\n",
- "print(f\"Number of rows : {len(df_kidney)}\")\n",
- "print(f\"Number of rows with at least one NaN value: {nan_count}\")\n",
- "print(f\"{round(nan_count/len(df_kidney) * 100)}% of our rows have at least one\"\n",
- " f\" missing value\") "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "#######BEFORE SCALING AND NORMALIZING########\n",
- " id age bp sg al su \\\n",
- "count 400.000000 391.000000 388.000000 353.000000 354.000000 351.000000 \n",
- "mean 199.500000 51.483376 76.469072 1.017408 1.016949 0.450142 \n",
- "std 115.614301 17.169714 13.683637 0.005717 1.352679 1.099191 \n",
- "min 0.000000 2.000000 50.000000 1.005000 0.000000 0.000000 \n",
- "25% 99.750000 42.000000 70.000000 1.010000 0.000000 0.000000 \n",
- "50% 199.500000 55.000000 80.000000 1.020000 0.000000 0.000000 \n",
- "75% 299.250000 64.500000 80.000000 1.020000 2.000000 0.000000 \n",
- "max 399.000000 90.000000 180.000000 1.025000 5.000000 5.000000 \n",
- "\n",
- " bgr bu sc sod pot hemo \n",
- "count 356.000000 381.000000 383.000000 313.000000 312.000000 348.000000 \n",
- "mean 148.036517 57.425722 3.072454 137.528754 4.627244 12.526437 \n",
- "std 79.281714 50.503006 5.741126 10.408752 3.193904 2.912587 \n",
- "min 22.000000 1.500000 0.400000 4.500000 2.500000 3.100000 \n",
- "25% 99.000000 27.000000 0.900000 135.000000 3.800000 10.300000 \n",
- "50% 121.000000 42.000000 1.300000 138.000000 4.400000 12.650000 \n",
- "75% 163.000000 66.000000 2.800000 142.000000 4.900000 15.000000 \n",
- "max 490.000000 391.000000 76.000000 163.000000 47.000000 17.800000 \n",
- "#######AFTER SCALING AND NORMALIZING########\n",
- " id age bp sg al \\\n",
- "count 4.000000e+02 3.910000e+02 3.880000e+02 3.530000e+02 3.540000e+02 \n",
- "mean -1.421085e-16 1.272071e-16 2.197555e-16 3.220590e-16 8.028731e-17 \n",
- "std 1.001252e+00 1.001281e+00 1.001291e+00 1.001419e+00 1.001415e+00 \n",
- "min -1.727726e+00 -2.885708e+00 -1.936857e+00 -2.173584e+00 -7.528679e-01 \n",
- "25% -8.638630e-01 -5.530393e-01 -4.733701e-01 -1.297699e+00 -7.528679e-01 \n",
- "50% -9.540979e-17 2.050779e-01 2.583733e-01 4.540705e-01 -7.528679e-01 \n",
- "75% 8.638630e-01 7.590867e-01 2.583733e-01 4.540705e-01 7.277723e-01 \n",
- "max 1.727726e+00 2.246163e+00 7.575807e+00 1.329955e+00 2.948733e+00 \n",
- "\n",
- " su bgr bu sc sod \\\n",
- "count 3.510000e+02 3.560000e+02 3.810000e+02 3.830000e+02 3.130000e+02 \n",
- "mean 2.024338e-17 1.596725e-16 5.594825e-17 1.855203e-17 -1.021547e-15 \n",
- "std 1.001428e+00 1.001407e+00 1.001315e+00 1.001308e+00 1.001601e+00 \n",
- "min -4.101061e-01 -1.591967e+00 -1.108830e+00 -4.661019e-01 -1.280094e+01 \n",
- "25% -4.101061e-01 -6.193803e-01 -6.032459e-01 -3.788971e-01 -2.433340e-01 \n",
- "50% -4.101061e-01 -3.414983e-01 -3.058433e-01 -3.091332e-01 4.534651e-02 \n",
- "75% -4.101061e-01 1.890038e-01 1.700008e-01 -4.751867e-02 4.302539e-01 \n",
- "max 4.145186e+00 4.319341e+00 6.613723e+00 1.271927e+01 2.451017e+00 \n",
- "\n",
- " pot hemo \n",
- "count 3.120000e+02 3.480000e+02 \n",
- "mean -4.554761e-17 -2.858505e-16 \n",
- "std 1.001606e+00 1.001440e+00 \n",
- "min -6.671023e-01 -3.241109e+00 \n",
- "25% -2.594231e-01 -7.655198e-01 \n",
- "50% -7.126345e-02 4.248496e-02 \n",
- "75% 8.553625e-02 8.504897e-01 \n",
- "max 1.328807e+01 1.813219e+00 \n"
- ]
- }
- ],
- "source": [
- "# Example usage\n",
- "scale_normalize(df_kidney,numerical_columns)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/sklearn/preprocessing/_encoders.py:972: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n",
- " warnings.warn(\n",
- "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/sklearn/preprocessing/_encoders.py:972: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n",
- " warnings.warn(\n",
- "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/sklearn/preprocessing/_encoders.py:972: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n",
- " warnings.warn(\n"
- ]
- }
- ],
- "source": [
- "nominal_columns = get_categorical_columns(df_kidney)\n",
- "df_kidney = convert_categorical_feats(df_kidney, nominal_columns)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "id done !\n",
- "age done !\n",
- "bp done !\n",
- "sg done !\n",
- "al done !\n",
- "su done !\n",
- "rbc done !\n",
- "pc done !\n",
- "pcc done !\n",
- "ba done !\n",
- "bgr done !\n",
- "bu done !\n",
- "sc done !\n",
- "sod done !\n",
- "pot done !\n",
- "hemo done !\n",
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- "classification done !\n",
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- ]
- }
- ],
- "source": [
- "fill_numerical_columns(df_kidney, skew_threshold=0.5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
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",
- "text/plain": [
- "<Figure size 1000x400 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, axes = plt.subplots(1, 2, figsize=(10, 4)) \n",
- "axes[0].scatter(result_df.loc[result_df['classification'] == 0, 'PCA1'], result_df.loc[result_df['classification'] == 0, 'PCA2'], color='red', label=\"CKD\")\n",
- "axes[0].scatter(result_df.loc[result_df['classification'] == 1, 'PCA1'], result_df.loc[result_df['classification'] == 1, 'PCA2'], color='green', label=\"NOT CKD\")\n",
- "axes[0].set_xlabel(\"PCA1: First component\")\n",
- "axes[0].set_ylabel(\"PCA2: Second component\")\n",
- "axes[0].legend()\n",
- "\n",
- "axes[1].plot(range(1,len(explainable_ratios)+1), explainable_ratios)\n",
- "axes[1].axhline(y=0.90, linestyle='--', color='red', label='Threshold Ratio')\n",
- "axes[1].set_xlabel('Number of components')\n",
- "axes[1].set_ylabel('Cumulative Explainable variance')\n",
- "\n",
- "plt.tight_layout()\n",
- "plt.subplots_adjust(wspace=0.4)\n",
- "plt.show()\n",
- "\n",
- "#The two classes are distinguishable if we project the feature space onto the first two PCA's eigenvectors"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [],
- "source": [
- "dict_models = {\n",
- " 'RandomForestClassifier': {\n",
- " 'model': RandomForestClassifier(),\n",
- " 'param_grid': {\n",
- " 'n_estimators': [50, 100, 150, 200],\n",
- " 'criterion': ['gini', 'entropy'],\n",
- " 'max_depth': [None, 10, 20],\n",
- " 'bootstrap': [True, False]\n",
- " }\n",
- " },\n",
- " 'Logistic Regression': {\n",
- " 'model': LogisticRegression(),\n",
- " 'param_grid': {\n",
- " 'C': [0.001, 0.01, 0.1, 1, 10, 100],\n",
- " 'fit_intercept': [True, False],\n",
- " 'intercept_scaling': [1, 10, 100]\n",
- " }\n",
- " },\n",
- " 'AdaBoostClassifier': {\n",
- " 'model': AdaBoostClassifier(),\n",
- " 'param_grid': {\n",
- " 'n_estimators': [50, 100, 150, 200],\n",
- " 'algorithm': ['SAMME', 'SAMME.R'],\n",
- " 'learning_rate': [0.01, 0.1, 0.5, 1]\n",
- " }\n",
- " }\n",
- "}\n"
- ]
- },
- {
- "cell_type": "code",
-
- "execution_count": 20,
- "metadata": {},
-
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 0%| | 0/3 [00:00<?, ?it/s]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Fitting 5 folds for each of 48 candidates, totalling 240 fits\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Users/ilyaschahed/git/mini-projet-intro-ml/binary_classification_workflow.py:500: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
- " df_results = pd.concat([df_results, pd.DataFrame([new_row])], ignore_index=True)\n"
- ]
- },
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 800x600 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Model: RandomForestClassifier\n",
- "Accuracy: 0.975\n",
- "Precision: 1.0\n",
- "Recall: 0.9333333333333333\n",
- "ROC-AUC: 1.0\n",
- "\n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 33%|███▎ | 1/3 [00:46<01:32, 46.18s/it]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Fitting 5 folds for each of 36 candidates, totalling 180 fits\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Model: Logistic Regression\n",
- "Accuracy: 1.0\n",
- "Precision: 1.0\n",
- "Recall: 1.0\n",
- "ROC-AUC: 1.0\n",
- "\n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 67%|██████▋ | 2/3 [00:48<00:20, 20.11s/it]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Fitting 5 folds for each of 32 candidates, totalling 160 fits\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Model: AdaBoostClassifier\n",
- "Accuracy: 1.0\n",
- "Precision: 1.0\n",
- "Recall: 1.0\n",
- "ROC-AUC: 1.0\n",
- "\n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
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- "output_type": "display_data"
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Going through each model defined in the dictionnary...: 100%|██████████| 3/3 [00:49<00:00, 16.64s/it]\n"
- ]
- },
- {
- "data": {
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- " <tr>\n",
- " <th class=\"blank level0\" > </th>\n",
- " <th id=\"T_4ad4f_level0_col0\" class=\"col_heading level0 col0\" >Model Name</th>\n",
- " <th id=\"T_4ad4f_level0_col1\" class=\"col_heading level0 col1\" >f1 scoring on Kidney data(%)</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
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- " <th id=\"T_4ad4f_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_4ad4f_row0_col0\" class=\"data row0 col0\" >RandomForestClassifier</td>\n",
- " <td id=\"T_4ad4f_row0_col1\" class=\"data row0 col1\" >96.550000</td>\n",
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- " <th id=\"T_4ad4f_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
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- " <td id=\"T_4ad4f_row2_col1\" class=\"data row2 col1\" >100.000000</td>\n",
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- "execution_count": 20,
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- "source": [
- "display_results(dict_models, X_train, y_train, X_test, y_test, cv, 'f1 scoring on Kidney data(%)')"
- ]
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- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Code good practices"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Programming is not just about writing code that works; it's also about writing code that is maintainable, readable, and efficient. Good programming practices contribute to the overall quality of code, making it easier to understand, modify, and collaborate on. Here are some essential good programming practices that we tried to follow in our work."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Code redability"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Use meaningful variable and function names: Choose names that clearly convey the purpose of the variable or function.\n",
- "- Maintain consistent line length: try to avoid lines longer than 80-120 characters"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Modularity "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Break code into functions or classes: Divide your code into smaller, reusable modules. This promotes code reuse and makes it easier to understand."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Comments and documentation "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Write clear comments: Use comments to explain complex logic, assumptions, or any non-obvious aspects of your code.\n",
- "- Provide documentation: Include docstrings to describe the purpose, parameters, and return values of functions or methods."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Other good practices"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Implement proper error handling: Anticipate and handle exceptions gracefully to prevent unexpected crashes.\n",
- "- Use version control systems (e.g., Git): Keep track of changes, collaborate with others, and easily revert to previous versions if needed.\n",
- "- Optimize when necessary: Identify bottlenecks and optimize critical sections of your code. However, prioritize readability over premature optimization."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Conclusion "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Adhering to good programming practices is crucial for writing code that is not only functional but also maintainable, scalable, and collaborative. By following these practices, you contribute to the creation of high-quality software that stands the test of time. Remember, writing code is not just about solving a problem; it's about solving it in the best possible way."
- ]
-
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
-
- "version": "3.11.3"
-
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/main.ipynb b/main.ipynb
index 586ba8caddbebf23e701bd45ffc6779d0006ba58..03bb000f0128c35c26140125614d18d7212ecccb 100644
--- a/main.ipynb
+++ b/main.ipynb
@@ -20,10 +20,12 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
+ "#Dictionnary of 6 chosen models \n",
+ "\n",
"dict_models = {\n",
" 'RandomForestClassifier': {\n",
" 'model': RandomForestClassifier(),\n",
@@ -85,6 +87,13 @@
"# Kidney Disease Dataset:"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1. Exploring the Kidney Dataset"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 3,
@@ -195,71 +204,71 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>350</th>\n",
- " <td>350</td>\n",
- " <td>65.0</td>\n",
+ " <th>194</th>\n",
+ " <td>194</td>\n",
+ " <td>80.0</td>\n",
" <td>70.0</td>\n",
- " <td>1.025</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
+ " <td>1.010</td>\n",
+ " <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>abnormal</td>\n",
" <td>notpresent</td>\n",
" <td>notpresent</td>\n",
" <td>...</td>\n",
- " <td>43</td>\n",
- " <td>9600</td>\n",
- " <td>4.5</td>\n",
- " <td>no</td>\n",
- " <td>no</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>yes</td>\n",
+ " <td>\\tyes</td>\n",
" <td>no</td>\n",
" <td>good</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
- " <td>notckd</td>\n",
+ " <td>ckd</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>0</th>\n",
- " <td>0</td>\n",
- " <td>48.0</td>\n",
- " <td>80.0</td>\n",
+ " <th>186</th>\n",
+ " <td>186</td>\n",
+ " <td>8.0</td>\n",
+ " <td>50.0</td>\n",
" <td>1.020</td>\n",
- " <td>1.0</td>\n",
+ " <td>4.0</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
+ " <td>normal</td>\n",
" <td>normal</td>\n",
" <td>notpresent</td>\n",
" <td>notpresent</td>\n",
" <td>...</td>\n",
- " <td>44</td>\n",
- " <td>7800</td>\n",
- " <td>5.2</td>\n",
- " <td>yes</td>\n",
- " <td>yes</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
" <td>no</td>\n",
- " <td>good</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
+ " <td>good</td>\n",
+ " <td>yes</td>\n",
+ " <td>no</td>\n",
" <td>ckd</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>225</th>\n",
- " <td>225</td>\n",
- " <td>60.0</td>\n",
- " <td>90.0</td>\n",
- " <td>1.010</td>\n",
- " <td>3.0</td>\n",
- " <td>5.0</td>\n",
- " <td>abnormal</td>\n",
- " <td>normal</td>\n",
+ " <th>188</th>\n",
+ " <td>188</td>\n",
+ " <td>8.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>notpresent</td>\n",
" <td>notpresent</td>\n",
- " <td>present</td>\n",
" <td>...</td>\n",
- " <td>35</td>\n",
- " <td>12000</td>\n",
- " <td>4.5</td>\n",
- " <td>yes</td>\n",
- " <td>yes</td>\n",
+ " <td>38</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>no</td>\n",
+ " <td>\\tno</td>\n",
" <td>no</td>\n",
" <td>good</td>\n",
" <td>no</td>\n",
@@ -267,51 +276,51 @@
" <td>ckd</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>8</th>\n",
- " <td>8</td>\n",
- " <td>52.0</td>\n",
- " <td>100.0</td>\n",
- " <td>1.015</td>\n",
- " <td>3.0</td>\n",
+ " <th>345</th>\n",
+ " <td>345</td>\n",
+ " <td>22.0</td>\n",
+ " <td>60.0</td>\n",
+ " <td>1.025</td>\n",
+ " <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>normal</td>\n",
- " <td>abnormal</td>\n",
- " <td>present</td>\n",
+ " <td>normal</td>\n",
+ " <td>notpresent</td>\n",
" <td>notpresent</td>\n",
" <td>...</td>\n",
- " <td>33</td>\n",
- " <td>9600</td>\n",
- " <td>4.0</td>\n",
- " <td>yes</td>\n",
- " <td>yes</td>\n",
+ " <td>42</td>\n",
+ " <td>7900</td>\n",
+ " <td>6.4</td>\n",
+ " <td>no</td>\n",
+ " <td>no</td>\n",
" <td>no</td>\n",
" <td>good</td>\n",
" <td>no</td>\n",
- " <td>yes</td>\n",
- " <td>ckd</td>\n",
+ " <td>no</td>\n",
+ " <td>notckd</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>15</th>\n",
- " <td>15</td>\n",
- " <td>40.0</td>\n",
- " <td>80.0</td>\n",
+ " <th>226</th>\n",
+ " <td>226</td>\n",
+ " <td>64.0</td>\n",
+ " <td>100.0</td>\n",
" <td>1.015</td>\n",
- " <td>3.0</td>\n",
- " <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>normal</td>\n",
- " <td>notpresent</td>\n",
+ " <td>4.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>abnormal</td>\n",
+ " <td>abnormal</td>\n",
" <td>notpresent</td>\n",
+ " <td>present</td>\n",
" <td>...</td>\n",
- " <td>24</td>\n",
- " <td>3800</td>\n",
- " <td>2.8</td>\n",
+ " <td>26</td>\n",
+ " <td>7500</td>\n",
+ " <td>3.4</td>\n",
+ " <td>yes</td>\n",
" <td>yes</td>\n",
- " <td>no</td>\n",
" <td>no</td>\n",
" <td>good</td>\n",
- " <td>no</td>\n",
" <td>yes</td>\n",
+ " <td>no</td>\n",
" <td>ckd</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -321,25 +330,25 @@
],
"text/plain": [
" id age bp sg al su rbc pc pcc \\\n",
- "350 350 65.0 70.0 1.025 0.0 0.0 NaN NaN notpresent \n",
- "0 0 48.0 80.0 1.020 1.0 0.0 NaN normal notpresent \n",
- "225 225 60.0 90.0 1.010 3.0 5.0 abnormal normal notpresent \n",
- "8 8 52.0 100.0 1.015 3.0 0.0 normal abnormal present \n",
- "15 15 40.0 80.0 1.015 3.0 0.0 NaN normal notpresent \n",
+ "194 194 80.0 70.0 1.010 2.0 NaN NaN abnormal notpresent \n",
+ "186 186 8.0 50.0 1.020 4.0 0.0 normal normal notpresent \n",
+ "188 188 8.0 NaN NaN NaN NaN NaN NaN notpresent \n",
+ "345 345 22.0 60.0 1.025 0.0 0.0 normal normal notpresent \n",
+ "226 226 64.0 100.0 1.015 4.0 2.0 abnormal abnormal notpresent \n",
"\n",
- " ba ... pcv wc rc htn dm cad appet pe ane \\\n",
- "350 notpresent ... 43 9600 4.5 no no no good no no \n",
- "0 notpresent ... 44 7800 5.2 yes yes no good no no \n",
- "225 present ... 35 12000 4.5 yes yes no good no no \n",
- "8 notpresent ... 33 9600 4.0 yes yes no good no yes \n",
- "15 notpresent ... 24 3800 2.8 yes no no good no yes \n",
+ " ba ... pcv wc rc htn dm cad appet pe ane \\\n",
+ "194 notpresent ... NaN NaN NaN yes \\tyes no good no no \n",
+ "186 notpresent ... NaN NaN NaN no no no good yes no \n",
+ "188 notpresent ... 38 NaN NaN no \\tno no good no no \n",
+ "345 notpresent ... 42 7900 6.4 no no no good no no \n",
+ "226 present ... 26 7500 3.4 yes yes no good yes no \n",
"\n",
" classification \n",
- "350 notckd \n",
- "0 ckd \n",
- "225 ckd \n",
- "8 ckd \n",
- "15 ckd \n",
+ "194 ckd \n",
+ "186 ckd \n",
+ "188 ckd \n",
+ "345 notckd \n",
+ "226 ckd \n",
"\n",
"[5 rows x 26 columns]"
]
@@ -353,9 +362,21 @@
"df_kidney.sample(5)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The dataset is noisy as it contains NaN values in some columns, and it requires the following preprocessing steps:\n",
+ "\n",
+ "- Correctly renaming the categories of the columns by replacing certain characters and deleting white spaces.\n",
+ "- Dropping the 'id' column as it is not relevant for the classification task.\n",
+ "- Filling in the missing values.\n",
+ "- Scaling and normalizing the numerical columns of the dataset."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
@@ -372,7 +393,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "['id', 'age', 'bp', 'sg', 'al', 'su', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo'] ['rbc', 'pc', 'pcc', 'ba', 'pcv', 'wc', 'rc', 'htn', 'dm', 'cad', 'appet', 'pe', 'ane', 'classification']\n"
+ "['age', 'bp', 'sg', 'al', 'su', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo'] ['rbc', 'pc', 'pcc', 'ba', 'pcv', 'wc', 'rc', 'htn', 'dm', 'cad', 'appet', 'pe', 'ane', 'classification']\n"
]
}
],
@@ -387,16 +408,6 @@
"execution_count": 7,
"metadata": {},
"outputs": [
- {
- "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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",
@@ -522,7 +533,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each categorical feature...: 100%|██████████| 14/14 [00:00<00:00, 655.79it/s]"
+ "Going through each categorical feature...: 100%|██████████| 14/14 [00:00<00:00, 650.35it/s]"
]
},
{
@@ -724,37 +735,36 @@
"Name: proportion, dtype: float64\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 400 entries, 0 to 399\n",
- "Data columns (total 26 columns):\n",
+ "Data columns (total 25 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
- " 0 id 400 non-null int64 \n",
- " 1 age 391 non-null float64\n",
- " 2 bp 388 non-null float64\n",
- " 3 sg 353 non-null float64\n",
- " 4 al 354 non-null float64\n",
- " 5 su 351 non-null float64\n",
- " 6 rbc 400 non-null object \n",
- " 7 pc 400 non-null object \n",
- " 8 pcc 400 non-null object \n",
- " 9 ba 400 non-null object \n",
- " 10 bgr 356 non-null float64\n",
- " 11 bu 381 non-null float64\n",
- " 12 sc 383 non-null float64\n",
- " 13 sod 313 non-null float64\n",
- " 14 pot 312 non-null float64\n",
- " 15 hemo 348 non-null float64\n",
- " 16 pcv 400 non-null object \n",
- " 17 wc 400 non-null object \n",
- " 18 rc 400 non-null object \n",
- " 19 htn 400 non-null object \n",
- " 20 dm 400 non-null object \n",
- " 21 cad 400 non-null object \n",
- " 22 appet 400 non-null object \n",
- " 23 pe 400 non-null object \n",
- " 24 ane 400 non-null object \n",
- " 25 classification 400 non-null object \n",
- "dtypes: float64(11), int64(1), object(14)\n",
- "memory usage: 81.4+ KB\n",
+ " 0 age 391 non-null float64\n",
+ " 1 bp 388 non-null float64\n",
+ " 2 sg 353 non-null float64\n",
+ " 3 al 354 non-null float64\n",
+ " 4 su 351 non-null float64\n",
+ " 5 rbc 400 non-null object \n",
+ " 6 pc 400 non-null object \n",
+ " 7 pcc 400 non-null object \n",
+ " 8 ba 400 non-null object \n",
+ " 9 bgr 356 non-null float64\n",
+ " 10 bu 381 non-null float64\n",
+ " 11 sc 383 non-null float64\n",
+ " 12 sod 313 non-null float64\n",
+ " 13 pot 312 non-null float64\n",
+ " 14 hemo 348 non-null float64\n",
+ " 15 pcv 400 non-null object \n",
+ " 16 wc 400 non-null object \n",
+ " 17 rc 400 non-null object \n",
+ " 18 htn 400 non-null object \n",
+ " 19 dm 400 non-null object \n",
+ " 20 cad 400 non-null object \n",
+ " 21 appet 400 non-null object \n",
+ " 22 pe 400 non-null object \n",
+ " 23 ane 400 non-null object \n",
+ " 24 classification 400 non-null object \n",
+ "dtypes: float64(11), object(14)\n",
+ "memory usage: 78.2+ KB\n",
"Number of rows : 400\n",
"Number of rows with at least one NaN value: 172\n",
"43% of our rows have at least one missing value\n"
@@ -788,55 +798,55 @@
"output_type": "stream",
"text": [
"#######BEFORE SCALING AND NORMALIZING########\n",
- " id age bp sg al su \\\n",
- "count 400.000000 391.000000 388.000000 353.000000 354.000000 351.000000 \n",
- "mean 199.500000 51.483376 76.469072 1.017408 1.016949 0.450142 \n",
- "std 115.614301 17.169714 13.683637 0.005717 1.352679 1.099191 \n",
- "min 0.000000 2.000000 50.000000 1.005000 0.000000 0.000000 \n",
- "25% 99.750000 42.000000 70.000000 1.010000 0.000000 0.000000 \n",
- "50% 199.500000 55.000000 80.000000 1.020000 0.000000 0.000000 \n",
- "75% 299.250000 64.500000 80.000000 1.020000 2.000000 0.000000 \n",
- "max 399.000000 90.000000 180.000000 1.025000 5.000000 5.000000 \n",
+ " age bp sg al su bgr \\\n",
+ "count 391.000000 388.000000 353.000000 354.000000 351.000000 356.000000 \n",
+ "mean 51.483376 76.469072 1.017408 1.016949 0.450142 148.036517 \n",
+ "std 17.169714 13.683637 0.005717 1.352679 1.099191 79.281714 \n",
+ "min 2.000000 50.000000 1.005000 0.000000 0.000000 22.000000 \n",
+ "25% 42.000000 70.000000 1.010000 0.000000 0.000000 99.000000 \n",
+ "50% 55.000000 80.000000 1.020000 0.000000 0.000000 121.000000 \n",
+ "75% 64.500000 80.000000 1.020000 2.000000 0.000000 163.000000 \n",
+ "max 90.000000 180.000000 1.025000 5.000000 5.000000 490.000000 \n",
"\n",
- " bgr bu sc sod pot hemo \n",
- "count 356.000000 381.000000 383.000000 313.000000 312.000000 348.000000 \n",
- "mean 148.036517 57.425722 3.072454 137.528754 4.627244 12.526437 \n",
- "std 79.281714 50.503006 5.741126 10.408752 3.193904 2.912587 \n",
- "min 22.000000 1.500000 0.400000 4.500000 2.500000 3.100000 \n",
- "25% 99.000000 27.000000 0.900000 135.000000 3.800000 10.300000 \n",
- "50% 121.000000 42.000000 1.300000 138.000000 4.400000 12.650000 \n",
- "75% 163.000000 66.000000 2.800000 142.000000 4.900000 15.000000 \n",
- "max 490.000000 391.000000 76.000000 163.000000 47.000000 17.800000 \n",
+ " bu sc sod pot hemo \n",
+ "count 381.000000 383.000000 313.000000 312.000000 348.000000 \n",
+ "mean 57.425722 3.072454 137.528754 4.627244 12.526437 \n",
+ "std 50.503006 5.741126 10.408752 3.193904 2.912587 \n",
+ "min 1.500000 0.400000 4.500000 2.500000 3.100000 \n",
+ "25% 27.000000 0.900000 135.000000 3.800000 10.300000 \n",
+ "50% 42.000000 1.300000 138.000000 4.400000 12.650000 \n",
+ "75% 66.000000 2.800000 142.000000 4.900000 15.000000 \n",
+ "max 391.000000 76.000000 163.000000 47.000000 17.800000 \n",
"#######AFTER SCALING AND NORMALIZING########\n",
- " id age bp sg al \\\n",
- "count 4.000000e+02 3.910000e+02 3.880000e+02 3.530000e+02 3.540000e+02 \n",
- "mean -1.421085e-16 1.272071e-16 2.197555e-16 3.220590e-16 8.028731e-17 \n",
- "std 1.001252e+00 1.001281e+00 1.001291e+00 1.001419e+00 1.001415e+00 \n",
- "min -1.727726e+00 -2.885708e+00 -1.936857e+00 -2.173584e+00 -7.528679e-01 \n",
- "25% -8.638630e-01 -5.530393e-01 -4.733701e-01 -1.297699e+00 -7.528679e-01 \n",
- "50% -9.540979e-17 2.050779e-01 2.583733e-01 4.540705e-01 -7.528679e-01 \n",
- "75% 8.638630e-01 7.590867e-01 2.583733e-01 4.540705e-01 7.277723e-01 \n",
- "max 1.727726e+00 2.246163e+00 7.575807e+00 1.329955e+00 2.948733e+00 \n",
+ " age bp sg al su \\\n",
+ "count 3.910000e+02 3.880000e+02 3.530000e+02 3.540000e+02 3.510000e+02 \n",
+ "mean 1.272071e-16 2.197555e-16 3.220590e-16 8.028731e-17 2.024338e-17 \n",
+ "std 1.001281e+00 1.001291e+00 1.001419e+00 1.001415e+00 1.001428e+00 \n",
+ "min -2.885708e+00 -1.936857e+00 -2.173584e+00 -7.528679e-01 -4.101061e-01 \n",
+ "25% -5.530393e-01 -4.733701e-01 -1.297699e+00 -7.528679e-01 -4.101061e-01 \n",
+ "50% 2.050779e-01 2.583733e-01 4.540705e-01 -7.528679e-01 -4.101061e-01 \n",
+ "75% 7.590867e-01 2.583733e-01 4.540705e-01 7.277723e-01 -4.101061e-01 \n",
+ "max 2.246163e+00 7.575807e+00 1.329955e+00 2.948733e+00 4.145186e+00 \n",
"\n",
- " su bgr bu sc sod \\\n",
- "count 3.510000e+02 3.560000e+02 3.810000e+02 3.830000e+02 3.130000e+02 \n",
- "mean 2.024338e-17 1.596725e-16 5.594825e-17 1.855203e-17 -1.021547e-15 \n",
- "std 1.001428e+00 1.001407e+00 1.001315e+00 1.001308e+00 1.001601e+00 \n",
- "min -4.101061e-01 -1.591967e+00 -1.108830e+00 -4.661019e-01 -1.280094e+01 \n",
- "25% -4.101061e-01 -6.193803e-01 -6.032459e-01 -3.788971e-01 -2.433340e-01 \n",
- "50% -4.101061e-01 -3.414983e-01 -3.058433e-01 -3.091332e-01 4.534651e-02 \n",
- "75% -4.101061e-01 1.890038e-01 1.700008e-01 -4.751867e-02 4.302539e-01 \n",
- "max 4.145186e+00 4.319341e+00 6.613723e+00 1.271927e+01 2.451017e+00 \n",
+ " bgr bu sc sod pot \\\n",
+ "count 3.560000e+02 3.810000e+02 3.830000e+02 3.130000e+02 3.120000e+02 \n",
+ "mean 1.596725e-16 5.594825e-17 1.855203e-17 -1.021547e-15 -4.554761e-17 \n",
+ "std 1.001407e+00 1.001315e+00 1.001308e+00 1.001601e+00 1.001606e+00 \n",
+ "min -1.591967e+00 -1.108830e+00 -4.661019e-01 -1.280094e+01 -6.671023e-01 \n",
+ "25% -6.193803e-01 -6.032459e-01 -3.788971e-01 -2.433340e-01 -2.594231e-01 \n",
+ "50% -3.414983e-01 -3.058433e-01 -3.091332e-01 4.534651e-02 -7.126345e-02 \n",
+ "75% 1.890038e-01 1.700008e-01 -4.751867e-02 4.302539e-01 8.553625e-02 \n",
+ "max 4.319341e+00 6.613723e+00 1.271927e+01 2.451017e+00 1.328807e+01 \n",
"\n",
- " pot hemo \n",
- "count 3.120000e+02 3.480000e+02 \n",
- "mean -4.554761e-17 -2.858505e-16 \n",
- "std 1.001606e+00 1.001440e+00 \n",
- "min -6.671023e-01 -3.241109e+00 \n",
- "25% -2.594231e-01 -7.655198e-01 \n",
- "50% -7.126345e-02 4.248496e-02 \n",
- "75% 8.553625e-02 8.504897e-01 \n",
- "max 1.328807e+01 1.813219e+00 \n"
+ " hemo \n",
+ "count 3.480000e+02 \n",
+ "mean -2.858505e-16 \n",
+ "std 1.001440e+00 \n",
+ "min -3.241109e+00 \n",
+ "25% -7.655198e-01 \n",
+ "50% 4.248496e-02 \n",
+ "75% 8.504897e-01 \n",
+ "max 1.813219e+00 \n"
]
}
],
@@ -864,7 +874,6 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "id done !\n",
"age done !\n",
"bp done !\n",
"sg done !\n",
@@ -1098,7 +1107,6 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>id</th>\n",
" <th>age</th>\n",
" <th>bp</th>\n",
" <th>sg</th>\n",
@@ -1108,6 +1116,7 @@
" <th>pc</th>\n",
" <th>pcc</th>\n",
" <th>ba</th>\n",
+ " <th>bgr</th>\n",
" <th>...</th>\n",
" <th>rc_5.7</th>\n",
" <th>rc_5.8</th>\n",
@@ -1123,17 +1132,17 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>370</th>\n",
- " <td>1.476578</td>\n",
- " <td>1.021512</td>\n",
+ " <th>84</th>\n",
+ " <td>0.438345</td>\n",
" <td>-0.47337</td>\n",
- " <td>0.454071</td>\n",
- " <td>-0.752868</td>\n",
+ " <td>-1.297699</td>\n",
+ " <td>1.468092</td>\n",
" <td>-0.410106</td>\n",
" <td>1</td>\n",
- " <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>-0.909893</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
@@ -1148,20 +1157,20 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>1 rows × 202 columns</p>\n",
+ "<p>1 rows × 201 columns</p>\n",
"</div>"
],
"text/plain": [
- " id age bp sg al su rbc pc pcc \\\n",
- "370 1.476578 1.021512 -0.47337 0.454071 -0.752868 -0.410106 1 1 0 \n",
+ " age bp sg al su rbc pc pcc ba \\\n",
+ "84 0.438345 -0.47337 -1.297699 1.468092 -0.410106 1 0 0 0 \n",
"\n",
- " ba ... rc_5.7 rc_5.8 rc_5.9 rc_6.0 rc_6.1 rc_6.2 rc_6.3 rc_6.4 \\\n",
- "370 0 ... 0 0 0 0 0 0 0 0 \n",
+ " bgr ... rc_5.7 rc_5.8 rc_5.9 rc_6.0 rc_6.1 rc_6.2 rc_6.3 \\\n",
+ "84 -0.909893 ... 0 0 0 0 0 0 0 \n",
"\n",
- " rc_6.5 rc_8.0 \n",
- "370 0 0 \n",
+ " rc_6.4 rc_6.5 rc_8.0 \n",
+ "84 0 0 0 \n",
"\n",
- "[1 rows x 202 columns]"
+ "[1 rows x 201 columns]"
]
},
"execution_count": 12,
@@ -1181,18 +1190,18 @@
{
"data": {
"text/plain": [
- "id 0\n",
"age 0\n",
"bp 0\n",
"sg 0\n",
"al 0\n",
+ "su 0\n",
" ..\n",
"rc_6.2 0\n",
"rc_6.3 0\n",
"rc_6.4 0\n",
"rc_6.5 0\n",
"rc_8.0 0\n",
- "Length: 202, dtype: int64"
+ "Length: 201, dtype: int64"
]
},
"execution_count": 13,
@@ -1230,7 +1239,6 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>id</th>\n",
" <th>age</th>\n",
" <th>bp</th>\n",
" <th>sg</th>\n",
@@ -1240,6 +1248,7 @@
" <th>pc</th>\n",
" <th>pcc</th>\n",
" <th>ba</th>\n",
+ " <th>bgr</th>\n",
" <th>...</th>\n",
" <th>rc_5.7</th>\n",
" <th>rc_5.8</th>\n",
@@ -1255,17 +1264,17 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>364</th>\n",
- " <td>1.424616</td>\n",
- " <td>1.254779</td>\n",
- " <td>0.258373</td>\n",
- " <td>1.329955</td>\n",
+ " <th>174</th>\n",
+ " <td>0.146761</td>\n",
+ " <td>-0.47337</td>\n",
+ " <td>3.220590e-16</td>\n",
" <td>-0.752868</td>\n",
" <td>-0.410106</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
+ " <td>-0.467808</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
@@ -1280,20 +1289,20 @@
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>1 rows × 202 columns</p>\n",
+ "<p>1 rows × 201 columns</p>\n",
"</div>"
],
"text/plain": [
- " id age bp sg al su rbc pc pcc \\\n",
- "364 1.424616 1.254779 0.258373 1.329955 -0.752868 -0.410106 1 1 0 \n",
+ " age bp sg al su rbc pc pcc ba \\\n",
+ "174 0.146761 -0.47337 3.220590e-16 -0.752868 -0.410106 1 1 0 0 \n",
"\n",
- " ba ... rc_5.7 rc_5.8 rc_5.9 rc_6.0 rc_6.1 rc_6.2 rc_6.3 rc_6.4 \\\n",
- "364 0 ... 0 0 0 0 0 0 0 0 \n",
+ " bgr ... rc_5.7 rc_5.8 rc_5.9 rc_6.0 rc_6.1 rc_6.2 rc_6.3 \\\n",
+ "174 -0.467808 ... 0 0 0 0 0 0 0 \n",
"\n",
- " rc_6.5 rc_8.0 \n",
- "364 0 0 \n",
+ " rc_6.4 rc_6.5 rc_8.0 \n",
+ "174 0 0 0 \n",
"\n",
- "[1 rows x 202 columns]"
+ "[1 rows x 201 columns]"
]
},
"execution_count": 14,
@@ -1306,6 +1315,20 @@
"df_kidney.sample()"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2. Preparing the dataset for model training and model testing"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We're first going to apply PCA to reduce the dimensionnality of the dataset, using a threshold variance ratio of 0.90"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 15,
@@ -1326,12 +1349,12 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
@@ -1346,23 +1369,30 @@
"axes[0].scatter(df_kidney_pca.loc[df_kidney_pca['classification'] == 1, 'PCA1'], df_kidney_pca.loc[df_kidney_pca['classification'] == 1, 'PCA2'], color='green', label=\"NOT CKD\")\n",
"axes[0].set_xlabel(\"PCA1: First component\")\n",
"axes[0].set_ylabel(\"PCA2: Second component\")\n",
+ "axes[0].set_title('Data projection onto the first two PCA components')\n",
"axes[0].legend()\n",
"\n",
"axes[1].plot(range(1,len(explainable_ratios)+1), explainable_ratios)\n",
"axes[1].axhline(y=0.90, linestyle='--', color='red', label='Threshold Ratio')\n",
"axes[1].set_xlabel('Number of components')\n",
"axes[1].set_ylabel('Cumulative Explainable variance')\n",
+ "axes[1].set_title(\"Cumulative Explainable variance vs Number of components\")\n",
"\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=0.4)\n",
- "plt.show()\n",
- "\n",
- "#The two classes are distinguishable if we project the feature space onto the first two PCA's eigenvectors"
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The two classes are distinguishable if we project the feature space onto the first two PCA's eigenvectors. We also observe that, we're only keeping almost 1/4 of the PCA columns which is enough to explain 0.90 of the data."
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
@@ -1381,7 +1411,7 @@
},
{
"data": {
- "image/png": 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TPZZpUlNTNWnSJJUrV052u12BgYEqVKiQfvnlF8XFxWX5NkuUKJGtD3FMmDBBBQoU0Pbt2/Xxxx+rcOHCd7zO2bNnderUKcdXfHz8Ha9Tt25drVy5Uj/88IMmTJiggIAAXbhwId2sR48edQRj2nGoYWFhkpTucfDy8koXA7c+344cOaJixYqlO9zk1udCbjxH/P395eXlpcDAwHTLM3relCtXTk2aNHH6SnueHTlyJNNZbp43TenSpZ2+37dvn6QbEZv2S0La18yZM5WUlOR4PMeNG6ddu3apZMmSqlOnjoYPH57lXzD9/Pyy/O9JZpYtW6bHHntMXl5eKlCggAoVKqRp06Y5/byz8rofPHiwfH19VadOHZUrV059+vS54+FB2bFv3z798MMP6R7PJk2aSLrxQa2b3fozAe4Gx6zigeHn56fixYtr165d2brerR9wysytn7JNY1lWjm/j1g/LeHt7a/369Vq7dq2WL1+uH374QfPnz9cTTzyhFStWZDpDdt3NfUljt9sVHh6u6OhoHTx4UMOHD8903TFjxuidd97Rc889p1GjRqlAgQJyc3NTv379srwHWXLeS5UV27Ztc/xPdufOnXr66afveJ3atWs7xdKwYcNue98kKTAw0PE/9ebNm6tixYpq06aNJk+e7Nhzn5KSoqZNm+r8+fMaPHiwKlasKB8fHx0/flyRkZHpHofc+lnnVEa3nxvPm5y49eee9liNHz8+01OcpQV8586d1aBBAy1ZskQrVqzQ+PHj9cEHH2jx4sVq2bLlbW+3YsWK2rZtm/744w+VLFky23Nv2LBBTz75pBo2bKipU6eqWLFi8vDwUFRUlNMHo7Lyuq9UqZL27NmjZcuW6YcfftCiRYs0depUvfvuuxoxYkS2Z7tVamqqmjZtqjfeeCPDy8uXL+/0fXZfi8DtEKt4oLRp00afffaZYmJiVK9evduuGxQUpNTUVO3bt8+xR0eSTp8+rYsXLzo+2Z8b8ufPn+EntG/dgyRJbm5uaty4sRo3bqyJEydqzJgxeuutt7R27VpHEN16P6Qb50281e+//67AwED5+Pjc/Z3IQNeuXfXFF1/Izc1NXbp0yXS9hQsXqlGjRpo1a5bT8osXLzrtqcvqLw5ZkZCQoB49eqhy5cqqX7++xo0bpw4dOjjOOJCZuXPnOn06v0yZMtm+7datWyssLExjxozRiy++KB8fH+3cuVN79+5VdHS0nn32Wce6K1euzPb20wQFBWn16tWKj4932rt663PBlc+RjAQFBWU6S9rltxMSEiLpxi+oGb0mblWsWDG9/PLLevnll3XmzBnVqFFDo0ePdsRqZs+7tm3b6uuvv9ZXX32loUOH3vF2brVo0SJ5eXnpxx9/dDpVVFRUVLp1s/K69/Hx0VNPPaWnnnpKycnJCg8P1+jRozV06NC7Pp1dSEiI4uPjs/R4ArmNwwDwQHnjjTfk4+Ojnj176vTp0+kuP3DggCZPnixJjhOW3/op14kTJ0qS45O6uSEkJERxcXH65ZdfHMtOnjyZ7owD58+fT3fdtD1Ht55OK02xYsVUvXp1RUdHOwXxrl27tGLFinQnZs9NjRo10qhRo/TJJ5+oaNGima7n7u6ebu/bggULdPz4cadlacGU2amXsmPw4ME6evSooqOjNXHiRAUHBztO1H87oaGhTm9d5yRW024/NjZWn3/+uaT/7ZW8+XGwLMvxfMyJVq1a6fr165o2bZpjWUpKiqZMmeK0niufIxlp1aqVNm/erJiYGMeyhIQEffbZZwoODlblypVve/2aNWsqJCREEyZMyPAwjbTzHaekpKQ7vKJw4cIqXry40/PAx8cnw8NROnbsqKpVq2r06NFOs6a5fPmy3nrrrUzndHd3l81mc3oH5fDhw+n+BHNWXvexsbFOl3t6eqpy5cqyLEvXrl3LdIas6ty5s2JiYvTjjz+mu+zixYu6fv36Xd8GkBn2rOKBEhISonnz5jlOu3PzX7D6z3/+owULFjjOLVitWjVFRETos88+08WLFxUWFqbNmzcrOjpa7du3V6NGjXJtri5dumjw4MHq0KGDXn31VSUmJmratGkqX7680wctRo4cqfXr16t169YKCgrSmTNnNHXqVD300EMZnucxzfjx49WyZUvVq1dPzz//vOO0RP7+/nd8C/tuuLm56e23377jem3atNHIkSPVo0cP1a9fXzt37tTcuXPThWBISIgCAgI0ffp05cuXTz4+Pqpbt262j49bs2aNpk6dqmHDhjlOpRUVFaXHH39c77zzjsaNG5et7eVEy5YtVaVKFU2cOFF9+vRRxYoVFRISokGDBun48ePy8/PTokWL7uqY57Zt2yo0NFRDhgzR4cOHVblyZS1evDjD8HLVcyQjQ4YM0ddff62WLVvq1VdfVYECBRQdHa1Dhw5p0aJFdzzhv5ubm2bOnKmWLVvq4YcfVo8ePVSiRAkdP35ca9eulZ+fn7777jtdvnxZDz30kDp27Oj4U6mrVq3Sli1bnM4PW7NmTc2fP18DBgxQ7dq15evrq7Zt28rDw0OLFy9WkyZN1LBhQ3Xu3FmhoaHy8PDQr7/+qnnz5il//vyZnmu1devWmjhxolq0aKGuXbvqzJkz+vTTT1W2bFmnX1yz8rpv1qyZihYtqtDQUBUpUkS7d+/WJ598otatW9/1h8CkG+eG/vbbb9WmTRvHKfkSEhK0c+dOLVy4UIcPH053vDKQa1x2HgLAhfbu3Wu98MILVnBwsOXp6Wnly5fPCg0NtaZMmWJdvXrVsd61a9esESNGWKVLl7Y8PDyskiVLWkOHDnVax7JunOaldevW6W7n1lMmZXbqKsuyrBUrVlhVqlSxPD09rQoVKlhfffVVulNXrV692mrXrp1VvHhxy9PT0ypevLj19NNPO51OJqNTV1mWZa1atcoKDQ21vL29LT8/P6tt27bWb7/95rRO2u3deoqcjE55k5HMToNzs8xOXTVw4ECrWLFilre3txUaGmrFxMRkeMqpf/7zn1blypWtPHnyON3PsLCwTE/dc/N2Ll26ZAUFBVk1atSwrl275rRe//79LTc3NysmJua29yE7MntuWJZlzZ492+k+/Pbbb1aTJk0sX19fKzAw0HrhhResHTt2pPt5ZvY43/p8sSzLio2Ntbp37275+flZ/v7+Vvfu3a1t27bl+nMks5lu/bnc7jVwswMHDlgdO3a0AgICLC8vL6tOnTrWsmXLnNZJO3XVggULMtzGtm3brPDwcKtgwYKW3W63goKCrM6dO1urV6+2LMuykpKSrNdff92qVq2alS9fPsvHx8eqVq2aNXXqVKftxMfHW127drUCAgIsSelOP3XhwgXr3XfftapWrWrlzZvX8vLysqpUqWINHTrUOnnypNNjdOt1Z82aZZUrV86y2+1WxYoVraioqBy97mfMmGE1bNjQcV9DQkKs119/3YqLi3OsczenrrKsG6cPGzp0qFW2bFnL09PTCgwMtOrXr29NmDDBSk5Otiwr6z9fIDtslnWPj3wHAAAAcohjVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGCsv+RfsPJ+9BVXjwAAuerClk9cPQIA5CqvLFYoe1YBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgLGIVAAAAxiJWAQAAYCxiFQAAAMYiVgEAAGAsYhUAAADGIlYBAABgrDyuHgAw3VsvttLbvVs5Ldtz6JSqh78nSbJ75tH7A8LVqXlN2T3zaFXMbr02Zr7OnL/sinEBIMf+MW+uoqNm6dy5sypfoaKGvPmOqj7yiKvHwgOOWAWy4Nf9J9S69xTH99dTUh3/PW7Q39Xybw/rmTdm6VL8FU0a0ln/+LCnnugxyRWjAkCO/PB/32vCuLF6e9gIVa1aTXPnROulF5/XP5f9oIIFC7p6PDzAOAwAyILrKak6HXvZ8RV7MUGS5Ofrpcj29TR44mL9a8tebdv9h3oN+0r1qoeoTtVg1w4NANkwJzpK4R07q32HvyukbFm9PWyEvLy8tHTxIlePhgecS/esnjt3Tl988YViYmJ06tQpSVLRokVVv359RUZGqlChQq4cD3AoW6qQDq4YratJ17Tpl0N6d8q3+uPUBT1aqZQ8PfJozX/3ONbde/i0jp48r7qPlNbmnYddNzQAZNG15GTt/u1XPf/Ci45lbm5ueuyx+vplxzYXTga4cM/qli1bVL58eX388cfy9/dXw4YN1bBhQ/n7++vjjz9WxYoV9dNPP91xO0lJSbp06ZLTl5Wach/uAR4UW3YdVq93v9KTfT7Vq2PmK7hEQa36or9889pVtKCfkpKvKS7+itN1zsReUpGCfi6aGACy58LFC0pJSUn3dn/BggV17tw5F00F3OCyPat9+/ZVp06dNH36dNlsNqfLLMtS79691bdvX8XExNx2O2PHjtWIESOclrkXqS2PYnVyfWY8mFb8+zfHf+/ad0Jbdh7Wnu9H6u/Naujq1WsunAwAgL8+l+1Z3bFjh/r3758uVCXJZrOpf//+2r59+x23M3ToUMXFxTl95SlS8x5MDNwQF39F+4+eUUjJQjoVe0l2Tw/5+3o7rVO4oJ9Ox15y0YQAkD35A/LL3d1dsbGxTstjY2MVGBjooqmAG1wWq0WLFtXmzZszvXzz5s0qUqTIHbdjt9vl5+fn9GVzc8/NUQEnPt6eKv1QoE6di9O23UeVfO26GtWt4Li8XFBhlSpWQJt+OeTCKQEg6zw8PVWp8sPa9N//vZuZmpqqTZti9Ei1R104GeDCwwAGDRqkXr166eeff1bjxo0dYXr69GmtXr1an3/+uSZMmOCq8QCHsf07aPn6nTp64ryKF/bX271bKyU1Vd/88LMuxV/V7KUx+mBguM7HJehywlVNHNxJ/91xkA9XAfhT6R7RQ++8OVgPP1xFVao+oq/mROvKlStq3yHc1aPhAeeyWO3Tp48CAwM1adIkTZ06VSkpNz4U5e7urpo1a2r27Nnq3Lmzq8YDHEoUCdCXY3uogH9enbsQr/9sP6iwZz/UuQvxkqQ3JixSaqqlryf0vPFHAf6zW6+Nne/iqQEge1q0bKUL589r6icf69y5s6pQsZKmzpipghwGABezWZZluXqIa9euOT5tGBgYKA8Pj7vanvejr+TGWABgjAtbPnH1CACQq7yyuMvUiL9g5eHhoWLFirl6DAAAABiGv2AFAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwVo5idcOGDerWrZvq1aun48ePS5LmzJmjjRs35upwAAAAeLBlO1YXLVqk5s2by9vbW9u2bVNSUpIkKS4uTmPGjMn1AQEAAPDgynasvvfee5o+fbo+//xzeXh4OJaHhoZq69atuTocAAAAHmzZjtU9e/aoYcOG6Zb7+/vr4sWLuTETAAAAICkHsVq0aFHt378/3fKNGzeqTJkyuTIUAAAAIOUgVl944QW99tpr2rRpk2w2m06cOKG5c+dq0KBBeumll+7FjAAAAHhA5cnuFYYMGaLU1FQ1btxYiYmJatiwoex2uwYNGqS+ffveixkBAADwgLJZlmXl5IrJycnav3+/4uPjVblyZfn6+ub2bDnm/egrrh4BAHLVhS2fuHoEAMhVXlncZZrtPatpPD09Vbly5ZxeHQAAALijbMdqo0aNZLPZMr18zZo1dzUQAAAAkCbbsVq9enWn769du6bt27dr165dioiIyK25AAAAgOzH6qRJkzJcPnz4cMXHx9/1QAAAAECabJ+6KjPdunXTF198kVubAwAAAHL+AatbxcTEyMvLK7c2d1fO/neKq0cAgFzVNfpnV48AALlq8fM1s7RetmM1PDzc6XvLsnTy5En99NNPeuedd7K7OQAAACBT2Y5Vf39/p+/d3NxUoUIFjRw5Us2aNcu1wQAAAIBsxWpKSop69OihqlWrKn/+/PdqJgAAAEBSNj9g5e7urmbNmunixYv3aBwAAADgf7J9NoAqVaro4MGD92IWAAAAwEm2Y/W9997ToEGDtGzZMp08eVKXLl1y+gIAAAByS5aPWR05cqQGDhyoVq1aSZKefPJJpz+7almWbDabUlJScn9KAAAAPJBslmVZWVnR3d1dJ0+e1O7du2+7XlhYWK4Mdjfik7J0lwDgT+PZr7a6egQAyFW5fp7VtKY1IUYBAADwYMjWMas3v+0PAAAA3GvZOs9q+fLl7xis58+fv6uBAAAAgDTZitURI0ak+wtWAAAAwL2SrVjt0qWLChcufK9mAQAAAJxk+ZhVjlcFAADA/ZblWM3iGa4AAACAXJPlwwBSU1Pv5RwAAABAOtn+c6sAAADA/UKsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIyVx9UDAH82W3/aoi9nz9Lu3b/q3NmzmvDRJ2r0RBNXjwUAWRL+SFE9FhygEv5eSk5J1e9nEjRnyzGdiEtyrFMkn6ci6zykikV85eHupm3H4jQz5g/FXb3uwsnxoGLPKpBNV65cUfkKFTX4zXddPQoAZNvDxXz1f7vPash3v2vED/uUx82mYS3KyZ7nRhLY87hpWIvysiQN+7+9enPZ78rj7qY3m5WVzbWj4wHFnlUgm0IbNFRog4auHgMAcmTUj/udvp+y/rBmP1NNIYF59dupeFUs4qNCvp4auPQ3XbmWemOdfx3Sl92rq2rxfPrlxGVXjI0HGHtWAQB4gOX1cJckxSfdeIvfw+1GGlxLsRzrJKdYsiypUhHf+z8gHnhGx+off/yh55577rbrJCUl6dKlS05fSUlJt70OAACQbJKee+wh7T4Vr6MXrkqS9p5N0NXrqXq2dgl5uttkz+OmyDoPyd3Npvx5PVw7MB5IRsfq+fPnFR0dfdt1xo4dK39/f6evD8eNvU8TAgDw5/VC/VIqld9bE9cedCy7dPW6Jqw5oFqlAjQv4lF91b268trddeBcglKt22wMuEdceszqt99+e9vLDx48eNvLJWno0KEaMGCA07Jr8ryruQAA+KvrWa+kapX019vL9yg28ZrTZTuOX9bLC3Ypn91dKZaUmJyiWU8/otOXL7hoWjzIXBqr7du3l81mk2Vl/quazXb7zx7a7XbZ7XanZfFJ/OoHAEBmetYrqbpBAXr3+706E5+c6XqXk1IkSVWK5ZO/dx5tOXrxPk0I/I9LDwMoVqyYFi9erNTU1Ay/tm7d6srxgAwlJiZoz++7tef33ZKkE8ePac/vu3Xy5AkXTwYAd9arfkmFhRTQpHWHdOVaigK88yjAO4883f+3c+iJcgVVvpCPiuTzVMOQAnr9iTJatuuM07lYgfvFpXtWa9asqZ9//lnt2rXL8PI77XUFXOG3X3fpxecjHN9PHP++JKnNk+014r33XTUWAGRJi0qFJUnvta7gtHzK+sNauy9WklTc30vP1CohX7u7zsYna+GOk/pu15n7PisgSTbLhTW4YcMGJSQkqEWLFhlenpCQoJ9++klhYWHZ2i6HAQD4q3n2K95pAvDXsvj5mllaz6V7Vhs0aHDby318fLIdqgAAAPjrMPrUVQAAAHiwEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABj2SzLslw9BPBnlJSUpLFjx2ro0KGy2+2uHgcA7hr/rsFExCqQQ5cuXZK/v7/i4uLk5+fn6nEA4K7x7xpMxGEAAAAAMBaxCgAAAGMRqwAAADAWsQrkkN1u17Bhw/gQAoC/DP5dg4n4gBUAAACMxZ5VAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUghz799FMFBwfLy8tLdevW1ebNm109EgDkyPr169W2bVsVL15cNptNS5cudfVIgAOxCuTA/PnzNWDAAA0bNkxbt25VtWrV1Lx5c505c8bVowFAtiUkJKhatWr69NNPXT0KkA6nrgJyoG7duqpdu7Y++eQTSVJqaqpKliypvn37asiQIS6eDgByzmazacmSJWrfvr2rRwEksWcVyLbk5GT9/PPPatKkiWOZm5ubmjRpopiYGBdOBgDAXw+xCmTTuXPnlJKSoiJFijgtL1KkiE6dOuWiqQAA+GsiVgEAAGAsYhXIpsDAQLm7u+v06dNOy0+fPq2iRYu6aCoAAP6aiFUgmzw9PVWzZk2tXr3asSw1NVWrV69WvXr1XDgZAAB/PXlcPQDwZzRgwABFRESoVq1aqlOnjj766CMlJCSoR48erh4NALItPj5e+/fvd3x/6NAhbd++XQUKFFCpUqVcOBnAqauAHPvkk080fvx4nTp1StWrV9fHH3+sunXrunosAMi2devWqVGjRumWR0REaPbs2fd/IOAmxCoAAACMxTGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwBgmMjISLVv397x/eOPP65+/frd9znWrVsnm82mixcv3vfbBoA0xCoAZFFkZKRsNptsNps8PT1VtmxZjRw5UtevX7+nt7t48WKNGjUqS+sSmAD+avK4egAA+DNp0aKFoqKilJSUpO+//159+vSRh4eHhg4d6rRecnKyPD09c+U2CxQokCvbAYA/I/asAkA22O12FS1aVEFBQXrppZfUpEkTffvtt4637kePHq3ixYurQoUKkqQ//vhDnTt3VkBAgAoUKKB27drp8OHDju2lpKRowIABCggIUMGCBfXGG2/Isiyn27z1MICkpCQNHjxYJUuWlN1uV9myZTVr1iwdPnxYjRo1kiTlz59fNptNkZGRkqTU1FSNHTtWpUuXlre3t6pVq6aFCxc63c7333+v8uXLy9vbW40aNXKaEwBchVgFgLvg7e2t5ORkSdLq1au1Z88erVy5UsuWLdO1a9fUvHlz5cuXTxs2bNC///1v+fr6qkWLFo7rfPjhh5o9e7a++OILbdy4UefPn9eSJUtue5vPPvusvv76a3388cfavXu3ZsyYIV9fX5UsWVKLFi2SJO3Zs0cnT57U5MmTJUljx47Vl19+qenTp+vXX39V//791a1bN/3rX/+SdCOqw8PD1bZtW23fvl09e/bUkCFD7tXDBgBZxmEAAJADlmVp9erV+vHHH9W3b1+dPXtWPj4+mjlzpuPt/6+++kqpqamaOXOmbDabJCkqKkoBAQFat26dmjVrpo8++khDhw5VeHi4JGn69On68ccfM73dvXv36ptvvtHKlSvVpEkTSVKZMmUcl6cdMlC4cGEFBARIurEndsyYMVq1apXq1avnuM7GjRs1Y8YMhYWFadq0aQoJCdGHH34oSapQoYJ27typDz74IBcfNQDIPmIVALJh2bJl8vX11bVr15SamqquXbtq+PDh6tOnj6pWrep0nOqOHTu0f/9+5cuXz2kbV69e1YEDBxQXF6eTJ0+qbt26jsvy5MmjWrVqpTsUIM327dvl7u6usLCwLM+8f/9+JSYmqmnTpk7Lk5OT9eijj0qSdu/e7TSHJEfYAoArEasAkA2NGjXStGnT5OnpqeLFiytPnv/9M+rj4+O0bnx8vGrWrKm5c+em206hQoVydPve3t7Zvk58fLwkafny5SpRooTTZXa7PUdzAMD9QqwCQDb4+PiobNmyWVq3Ro0amj9/vgoXLiw/P78M1ylWrJg2bdqkhg0bSpKuX7+un3/+WTVq1Mhw/apVqyo1NVX/+te/HIcB3Cxtz25KSopjWeXKlWW323X06NFM98hWqlRJ3377rdOy//73v3e+kwBwj/EBKwC4R5555hkFBgaqXbt22rBhgw4dOqR169bp1Vdf1bFjxyRJr732mt5//30tXbpUv//+u15++eXbniM1ODhYEREReu6557R06VLHNr/55htJUlBQkGw2m5YtW6azZ88qPj5e+fLl06BBg9S/f39FR0frwIED2rp1q6ZMmaLo6GhJUu/evbVv3z69/vrr2rNnj+bNm6fZs2ff64cIAO6IWAWAeyRv3rxav369SpUqpfDwcFWqVEnPP/+8rl696tjTOnDgQHXv3l0RERGqV6+e8uXLpw4dOtx2u9OmTVPHjh318ssvq2LFinrhhReUkJAgSSpRooRGjBihIUOGqEiRInrllVckSaNGjdI777yjsWPHqlKlSmrRooWWL1+u0qVLS5JKlSqlRYsWaenSpapWrZqmT5+uMWPG3MNHBwCyxmZldhQ/AAAA4GLsWQUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLH+H+hI2AVEoFanAAAAAElFTkSuQmCC",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1394,9 +1424,9 @@
"output_type": "stream",
"text": [
"Model: RandomForestClassifier\n",
- "Accuracy: 0.9875\n",
+ "Accuracy: 1.0\n",
"Precision: 1.0\n",
- "Recall: 0.9666666666666667\n",
+ "Recall: 1.0\n",
"ROC-AUC: 1.0\n",
"\n",
"\n"
@@ -1404,7 +1434,7 @@
},
{
"data": {
- "image/png": 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55JM89dRT9pPzRowYwYYNG2jQoAEVKlSgZcuWdOvWjSZNmtxTfTdl9Ht10+1+20TulgKvSDa6eUSlR48e6f4DWqtWLQAWLVpE7969ad++PcOGDaNYsWK4uroyefLkVCcogePRnVvdejb1TYZh3LHme1k2I6pUqQLA/v37eeihh+7Y32KxpPnat55gdVN678vTTz9Nnz592Lt3L3Xq1OGbb76hefPmDiHLarXy2GOPMXz48DTXUalSJQCKFSvG3r17Wbt2LatXr2b16tXMmzePnj17smDBgnS3pX79+vaACDB27FjGjRuXbn+whfWb4S4sLIwqVarw+OOPM2vWLIYMGQLY3ovHHnuMS5cuMWLECKpUqYKPjw9nz56ld+/eqY7spbePc0par5/dn7v03Pp5ufleTZs2LdW4+Ztu/iegc+fOPPTQQ3z33XesW7eOadOmMWXKFJYvX07r1q1v+7pVqlRhz549nDlzhlKlSmW67s2bN/PEE0/QtGlTPvjgA0JCQihQoADz5s1zONnMy8uLX375hY0bN7Jy5UrWrFnDkiVLePTRR1m3bh2urq5UrVqVI0eO8OOPP7JmzRqWLVvGBx98wJgxY9I82TOzMvq9+nfNIllNgVckGwUGBlKwYEFSUlLSPSJ107fffkv58uVZvny5wxGaW0+0MluZMmUAOHbsmMORmIsXL6Y6spiWtm3bMnnyZBYtWpShwFuoUKE0j4T9OzhmRPv27fnPf/5jH9bw559/MmrUKIc+oaGhXLt27Y77CsDd3Z22bdvStm1brFYrL774InPnzuWNN95IdfT7psWLFztcNSEjRwJv1aZNG5o1a8akSZP4z3/+g4+PD/v37+fPP/9kwYIF9OzZ0973XoZclClThoiICK5du+ZwlPfIkSOp+qU1HeDw4cMULVrU4ehuditTpky6tdycfzuhoaGA7QhsRj4HISEhvPjii7z44otER0dz//33M3HiRHvg/fd3+d/atm3LV199xaJFi1J9DjNi2bJleHp6snbtWofLgM2bNy9VXxcXF5o3b07z5s2ZMWMGkyZN4vXXX2fjxo32bfTx8aFLly506dKFpKQknnzySSZOnMioUaPw9PTMdH3/lpnvlUh20RhekWzk6upKx44dWbZsGQcOHEg1/9+X+7p5hOvfR7S2b9/Otm3bsr/QTGjevDlubm58+OGHDtP/fWmv22nUqBGtWrXi008/ZcWKFanmJyUlMXToUPvz0NBQDh8+7PBe7du3L9Ulou4kICCAsLAwvvnmG77++mvc3d1p3769Q5/OnTuzbds21q5dm2r5K1eukJycDJDqz+wuLi72I/X//tPyrZo0aUKLFi3sj7sJvGD7E/TFixf55JNPgLQ/O4Zh3NNl0sLDw0lOTnbYzykpKcyePduhX0hICHXq1GHBggUOlyw7cOAA69atS3WDiOwWHh7Ojh07HL43cXFxfPzxx5QtW5Zq1arddvm6desSGhrK9OnTuXbtWqr5Nz+HKSkpqYaKFCtWjOLFizt8Bnx8fFL1A3jqqaeoWbMmEydOTPM7fvXq1dtej9rV1RWLxeLwl46//vor1Xfq0qVLqZa9eeT6Zp23fp7d3d2pVq0ahmE4DK26Wxn9XolkJx3hFckCn3/+OWvWrEk1/eWXX+btt99m48aNNGzYkH79+lGtWjUuXbrE7t272bBhg/0fpMcff5zly5fToUMH2rRpw8mTJ/noo4+oVq1amv/wmiUoKIiXX36Zd955hyeeeIJWrVqxb98+Vq9eTdGiRdM9ovVvX3zxBS1btuTJJ5+kbdu2NG/eHB8fH44ePcrXX39NZGSk/Vq8zz77LDNmzCAsLIy+ffsSHR3NRx99RPXq1TN0Et6/denShR49evDBBx8QFhaWagzxsGHD+OGHH3j88cfp3bs3devWJS4ujv379/Ptt9/y119/UbRoUZ577jkuXbrEo48+SsmSJTl16hSzZ8+mTp069rGi2al169bUqFGDGTNmMGDAAKpUqUJoaChDhw7l7Nmz+Pn5sWzZsgwdcU9P27ZtadKkCSNHjuSvv/6iWrVqLF++PM3wNm3aNFq3bk2jRo3o27ev/bJk/v7+dxyykdVGjhzJV199RevWrXnppZcoXLgwCxYs4OTJkyxbtuyON5VwcXHh008/pXXr1lSvXp0+ffpQokQJzp49y8aNG/Hz8+O///0vV69epWTJkjz11FP22wJv2LCBnTt3Olw/uG7duixZsoQhQ4ZQv359fH19adu2LQUKFGD58uW0aNGCpk2b0rlzZ5o0aUKBAgX4448/+PLLLylUqFC61+Jt06YNM2bMoFWrVnTr1o3o6Gjef/99KlSowO+//27vN2HCBH755RfatGlDmTJliI6O5oMPPqBkyZL2E/tatmxJcHAwTZo0ISgoiEOHDjFnzhzatGmTJSeXZvR7JZKtzLk4hIhzuHmpnvQeZ86cMQzDMM6dO2cMGDDAKFWqlFGgQAEjODjYaN68ufHxxx/b12W1Wo1JkyYZZcqUMTw8PIz77rvP+PHHH9O9/Na0adNS1XPzsk+3XoIorUsKpXdZslsvsXbz8k03L/tkGLZLSb3xxhtGcHCw4eXlZTz66KPGoUOHjCJFihj9+/fP0HsXHx9vTJ8+3ahfv77h6+truLu7GxUrVjQGDRpkHDt2zKHvokWLjPLlyxvu7u5GnTp1jLVr12bqfbkpNjbW8PLyMgBj0aJFafa5evWqMWrUKKNChQqGu7u7UbRoUaNx48bG9OnTjaSkJMMwDOPbb781WrZsaRQrVsxwd3c3SpcubfznP/8xIiMjM7TtGVWmTBmjTZs2ac6bP3++w+XBDh48aLRo0cLw9fU1ihYtavTr18/Yt29fqkuIpXcpqZufnX+7ePGi8cwzzxh+fn6Gv7+/8cwzzxh79uxJtU7DMIwNGzYYTZo0Mby8vAw/Pz+jbdu2xsGDB9N8jVs/n+nV1KxZM4fLZWVkHxuGYRw/ftx46qmnjICAAMPT09No0KCB8eOPPzr0ufm5Xrp0aZrr2LNnj/Hkk08aRYoUMTw8PIwyZcoYnTt3NiIiIgzDMIzExERj2LBhRu3atY2CBQsaPj4+Ru3atY0PPvjAYT3Xrl0zunXrZgQEBBhAqkuLXb582RgzZoxRs2ZNw9vb2/D09DRq1KhhjBo1yuHzlNZlyT777DOjYsWKhoeHh1GlShVj3rx5qfZjRESE0a5dO6N48eKGu7u7Ubx4caNr164OlwibO3eu0bRpU/u2hoaGGsOGDTNiYmLsfe7lsmSGkbHvVUb3r8jdsBhGNp8RICL5wpUrVyhUqBBvvfVWlt0aWEREJCtoDK+IZNqtt6sF7HdLSus2wCIiImbSGF4RybQlS5Ywf/58wsPD8fX1ZcuWLXz11Ve0bNkyy67dKSIiklUUeEUk02rVqoWbmxtTp04lNjbWfiLbW2+9ZXZpIiIiqWgMr4iIiIg4NY3hFRERERGnpsArIiIiIk5NY3jTYLVa+eeffyhYsGCGLqIvIiIiIjnLMAyuXr1K8eLF73hTGQXeNPzzzz+UKlXK7DJERERE5A7OnDlDyZIlb9tHgTcNN2+leObMGfz8/EyuRkRERERuFRsbS6lSpTJ0C2wF3jTcHMbg5+enwCsiIiKSi2Vk+KlOWhMRERERp6bAKyIiIiJOTYFXRERERJyaAq+IiIiIODUFXhERERFxagq8IiIiIuLUFHhFRERExKkp8IqIiIiIU1PgFRERERGnpsArIiIiIk5NgVdEREREnJoCr4iIiIg4NQVeEREREXFqCrwiIiIi4tRMDby//PILbdu2pXjx4lgsFlasWHHHZTZt2sT999+Ph4cHFSpUYP78+an6vP/++5QtWxZPT08aNmzIjh07sr54EREREckTTA28cXFx1K5dm/fffz9D/U+ePEmbNm145JFH2Lt3L4MHD+a5555j7dq19j5LlixhyJAhjB07lt27d1O7dm3CwsKIjo7Ors0QERERkVzMYhiGYXYRABaLhe+++4727dun22fEiBGsXLmSAwcO2Kc9/fTTXLlyhTVr1gDQsGFD6tevz5w5cwCwWq2UKlWKQYMGMXLkyAzVEhsbi7+/PzExMfj5+d39RmWAYRhcv5GSra8hIiIiklO8CrhisViy/XUyk9fcsr2aLLRt2zZatGjhMC0sLIzBgwcDkJSUxK5duxg1apR9vouLCy1atGDbtm3prjcxMZHExET789jY2Kwt/Dau30ih2pi1d+4oIiIikgccnBCGt3vuiph56qS1qKgogoKCHKYFBQURGxvL9evXuXDhAikpKWn2iYqKSne9kydPxt/f3/4oVapUttQvIiIiIjkvd8Vvk4waNYohQ4bYn8fGxuZY6PUq4MrBCWE58loiIiIi2c2rgKvZJaSSpwJvcHAw586dc5h27tw5/Pz88PLywtXVFVdX1zT7BAcHp7teDw8PPDw8sqXmO7FYLLnusL+IiIiIM8lTQxoaNWpERESEw7T169fTqFEjANzd3albt65DH6vVSkREhL2PiIiIiOQvpgbea9eusXfvXvbu3QvYLju2d+9eTp8+DdiGGvTs2dPev3///pw4cYLhw4dz+PBhPvjgA7755hteeeUVe58hQ4bwySefsGDBAg4dOsQLL7xAXFwcffr0ydFtExEREZHcwdS/pf/222888sgj9uc3x9H26tWL+fPnExkZaQ+/AOXKlWPlypW88sorzJo1i5IlS/Lpp58SFvZ/Y2C7dOnC+fPnGTNmDFFRUdSpU4c1a9akOpFNRERERPKHXHMd3twkJ6/DKyIiIiKZl5m8lqfG8IqIiIiIZJYCr4iIiIg4NQVeEREREXFqCrwiIiIi4tQUeEVERETEqSnwioiIiIhTU+AVEREREaemwCsiIiIiTk2BV0REREScmgKviIiIiDg1BV4RERERcWoKvCIiIiLi1BR4RURERMSpKfCKiIiIiFNT4BURERERp6bAKyIiIiJOTYFXRERERJyam9kFiIhINkqIgRUvQuQ+sysRkfzi5X3g4mp2FQ4UeEVEnFVyInzdHf7abHYlIiKmUuAVEXFGViuseMEWdt0LwlOfgU+g2VWJSH5gyX0jZhV4RUSc0fo34MAycCkAXRZC6CNmVyQiYprcF8FFROTe/DoHts2xtdt/oLArIvmeAq+IiDPZ/y2se93WfmwC1Opsbj0iIrmAAq+IiLM4+Ytt3C5Aw/7Q+CVz6xERySUUeEVEnEHUAdsVGVKSoFp7CJsMFovZVYmI5AoKvCIied2VM7D4KUiMhTJNoMNccNHPu4jITfpFFBHJy+IvwaKOcDUSAqvC04uhgKfZVYmI5CoKvCIiedWN6/B1N7hwBAoWhx7fglchs6sSEcl1FHhFRPIiawos7went4GHP/RYBv4lza5KRCRXUuAVEclrDANWj4BD/wVXd+j6JQRVM7sqEZFcS4FXRCSv2fIu7PwEsMCTH0PZB82uSEQkV1PgFRHJS/Z+BRHjbe1Wb0P1DubWIyKSByjwiojkFcci4IeBtnbjl+CB/ubWIyKSRyjwiojkBf/shW96gjUZanaGFuPNrkhEJM9Q4BURye0unbTdWCLpGpRrBu3e140lREQyQb+YIiK5WdxF240l4s5DUE3osgjc3M2uSkQkT1HgFRHJrZLi4cvOcOk4+JeG7kvB08/sqkRE8hwFXhGR3CglGb7tA2d/s909rccy8AsxuyoRkTxJgVdEJLcxDFg5BP5cA26e0HUJBFYyuyoRkTxLgVdEJLf5eSrsXgAWF+j4GZRuaHZFIiJ5mgKviEhusmsBbJpka4dPh6qPm1uPiIgTUOAVEcktjqyBH1+xtZsOg/p9za1HRMRJKPCKiOQGf/8GS3uDkQJ1usMjr5tdkYiI01DgFREx24VjtsuPJV+HCo9B21lgsZhdlYiI01DgFREx07VoWPQkxF+E4vdBp/ngWsDsqkREnIoCr4iIWRKv2m4ZfOUUFCoH3ZaCh6/ZVYmIOB0FXhERM6TcgG96QeQ+8C5qu7GEb6DZVYmIOCUFXhGRnGYY8MMgOB4BBbyh2zdQJNTsqkREnJYCr4hITvvpTdj3FVhcodMCKFnX7IpERJya6YH3/fffp2zZsnh6etKwYUN27NiRbt8bN24wYcIEQkND8fT0pHbt2qxZs8ahz9WrVxk8eDBlypTBy8uLxo0bs3PnzuzeDBGRjNnxCWx+x9ZuOwsqtTS3HhGRfMDUwLtkyRKGDBnC2LFj2b17N7Vr1yYsLIzo6Og0+48ePZq5c+cye/ZsDh48SP/+/enQoQN79uyx93nuuedYv349CxcuZP/+/bRs2ZIWLVpw9uzZnNosEZG0HfovrBpmaz/yOtz/jLn1iIjkExbDMAyzXrxhw4bUr1+fOXPmAGC1WilVqhSDBg1i5MiRqfoXL16c119/nQEDBtindezYES8vLxYtWsT169cpWLAg33//PW3atLH3qVu3Lq1bt+att97KUF2xsbH4+/sTExODn5/fPW6liAhwaht80Q5SEqFuH3j8XV1rV0TkHmQmr5l2hDcpKYldu3bRokWL/yvGxYUWLVqwbdu2NJdJTEzE09PTYZqXlxdbtmwBIDk5mZSUlNv2SW+9sbGxDg8RkSxz/gh89bQt7FYOh/DpCrsiIjnItMB74cIFUlJSCAoKcpgeFBREVFRUmsuEhYUxY8YMjh49itVqZf369SxfvpzIyEgAChYsSKNGjXjzzTf5559/SElJYdGiRWzbts3eJy2TJ0/G39/f/ihVqlTWbaiI5G+xkbCoIyRcgZL1oeNn4OpmdlUiIvmK6SetZcasWbOoWLEiVapUwd3dnYEDB9KnTx9cXP5vMxYuXIhhGJQoUQIPDw/ee+89unbt6tDnVqNGjSImJsb+OHPmTE5sjog4u4QY240lYs5AkQrQdQm4e5tdlYhIvmNa4C1atCiurq6cO3fOYfq5c+cIDg5Oc5nAwEBWrFhBXFwcp06d4vDhw/j6+lK+fHl7n9DQUH7++WeuXbvGmTNn2LFjBzdu3HDocysPDw/8/PwcHiIi9yQ5Eb7uDucOgG8Q9FgOPkXMrkpEJF8yLfC6u7tTt25dIiIi7NOsVisRERE0atTotst6enpSokQJkpOTWbZsGe3atUvVx8fHh5CQEC5fvszatWvT7CMiki2sVljxIvy1Gdx9oftSKFTG7KpERPItUweSDRkyhF69elGvXj0aNGjAzJkziYuLo0+fPgD07NmTEiVKMHnyZAC2b9/O2bNnqVOnDmfPnmXcuHFYrVaGDx9uX+fatWsxDIPKlStz7Ngxhg0bRpUqVezrFBHJduvfgAPfgosbdFkIIbXNrkhEJF8zNfB26dKF8+fPM2bMGKKioqhTpw5r1qyxn8h2+vRph7G3CQkJjB49mhMnTuDr60t4eDgLFy4kICDA3icmJoZRo0bx999/U7hwYTp27MjEiRMpUKBATm+eiORH296HbbZLLdLuAwh91Nx6RETE3Ovw5la6Dq+I3JUDy+DbZ23tFuPhwcGmliMi4szyxHV4RUScyslf4Lv+tnaD/0CTl82tR0RE7BR4RUTu1bk/bFdkSEmCau2g1WTdWEJEJBdR4BURuRdXzthuLJEYC6UbQ4ePwcXV7KpERORfFHhFRO5W/CXbjSWuRkJgFej6JRTwvPNyIiKSoxR4RUTuxo0E+LobnD8MBYtDj2XgVcjsqkREJA0KvCIimWVNgeX94PQ28PCHHt+Cf0mzqxIRkXQo8IqIZIZhwJqRcOgHcHWHpxdDUHWzqxIRkdtQ4BURyYytM2HHx4AFOsyFcg+ZXZGIiNyBAq+ISEbt+xo2jLO1W02GGk+aWo6IiGSMAq+ISEYc/wm+H2BrNx4ED7xgbj0iIpJhCrwiInfyz15Y8gxYk6HGU9BigtkViYhIJijwiojczuW/YHEnSLoG5ZpC+w/ART+dIiJ5iX61RUTSE3fRdhe1uGgIqgldFoObh9lViYhIJinwioikJSkevuoCF4+BfynovhQ8/cyuSkRE7oICr4jIrVKS4dtn4e+d4Blgu4uaX4jZVYmIyF1S4BUR+TfDgJVD4M/V4OYJ3ZZAYGWzqxIRkXugwCsi8m+/TIPdC8DiAh0/g9IPmF2RiIjcIwVeEZGbdn8BGyfa2uHToOrj5tYjIiJZQoFXRATgz7Xw38G29kNDof5zppYjIiJZR4FXROTvXbC0NxgpULsbPDra7IpERCQLKfCKSP528Th82QluxENoc3jiPbBYzK5KRESykAKviORf16Jh0ZMQfxFC6kDnL8C1gNlViYhIFlPgFZH8KfGa7ZbBl/+CQmVtN5bw8DW7KhERyQYKvCKS/6TcgG96QuRe8C4CPZaDbzGzqxIRkWyiwCsi+YthwA8vwfEIKOAN3ZZCkVCzqxIRkWykwCsi+ctPb8G+L8HiCp3mQ8m6ZlckIiLZTIFXRPKPnZ/C5um2dtuZUCnM1HJERCRnKPCKSP5w6EdYNczWfvg1uL+nufWIiEiOUeAVEed3+n+wrC8YVri/FzQbbnZFIiKSgxR4RcS5nT8CX3aB5ASo1BrazNCNJURE8hkFXhFxXrGRsKgjJFyBEvXgqc/B1c3sqkREJIcp8IqIc0qIgcVPQcwZKFIBun0D7t5mVyUiIiZQ4BUR55OcBEt6wLkD4FMMeiwDnyJmVyUiIiZR4BUR52K1wooX4OQv4O5ru2VwobJmVyUiIiZS4BUR57JhDBz4FlzcoMtCKF7H7IpERMRkCrwi4jy2fQC/zra1270PoY+aW4+IiOQKCrwi4hwOLIe1r9naLcZB7adNLUdERHIPBV4RyftObobv/gMY0OB5aDLY7IpERCQXUeAVkbzt3B/wdXdISYKqT0Crt3VjCRERcaDAKyJ5V8zfsOgpSIyB0o3hyU/AxdXsqkREJJdR4BWRvOn6Zdtd1K7+A4FVoOuXUMDT7KpERCQXUuAVkbznRgJ81Q3OH4aCxaH7t+BVyOyqREQkl1LgFZG8xZoC3z0Pp38FDz/o8S0ElDK7KhERycUUeEUk7zAMWDMKDn4Pru7w9GIIqm52VSIikssp8IpI3rF1FuyYa2t3+AjKNTW3HhERyRMUeEUkb9i3BDaMtbXDJkGNjubWIyIieYYCr4jkfsd/gu9ftLUbDYRGA8ytR0RE8hQFXhHJ3SL3wZJnwJpsO6r72JtmVyQiInmM6YH3/fffp2zZsnh6etKwYUN27NiRbt8bN24wYcIEQkND8fT0pHbt2qxZs8ahT0pKCm+88QblypXDy8uL0NBQ3nzzTQzDyO5NEZGsdvkvWNwJkq5B2Yeg/YfgYvrPloiI5DGm/suxZMkShgwZwtixY9m9eze1a9cmLCyM6OjoNPuPHj2auXPnMnv2bA4ePEj//v3p0KEDe/bssfeZMmUKH374IXPmzOHQoUNMmTKFqVOnMnv27JzaLBHJCnEXbTeWuHYOgmrYrsjg5mF2VSIikgdZDBMPfTZs2JD69eszZ84cAKxWK6VKlWLQoEGMHDkyVf/ixYvz+uuvM2DA/43f69ixI15eXixatAiAxx9/nKCgID777LN0+9xJbGws/v7+xMTE4Ofndy+bKCJ3IykevngC/t4J/qWg73rwCzG7KhERyUUyk9dMO8KblJTErl27aNGixf8V4+JCixYt2LZtW5rLJCYm4unpeOtQLy8vtmzZYn/euHFjIiIi+PPPPwHYt28fW7ZsoXXr1unWkpiYSGxsrMNDREySkgzL+trCrmcA9FimsCsiIvfEzawXvnDhAikpKQQFBTlMDwoK4vDhw2kuExYWxowZM2jatCmhoaFERESwfPlyUlJS7H1GjhxJbGwsVapUwdXVlZSUFCZOnEj37t3TrWXy5MmMHz8+azZMRO6eYcCqV+HIKnDzhG5LILCy2VWJiEgel6fO/pg1axYVK1akSpUquLu7M3DgQPr06YPLv05i+eabb1i8eDFffvklu3fvZsGCBUyfPp0FCxaku95Ro0YRExNjf5w5cyYnNkdEbvXLNNg1H7BAx0+h9ANmVyQiIk7AtCO8RYsWxdXVlXPnzjlMP3fuHMHBwWkuExgYyIoVK0hISODixYsUL16ckSNHUr58eXufYcOGMXLkSJ5++mkAatasyalTp5g8eTK9evVKc70eHh54eOhkGBFT7V4IGyfa2uHToGpbc+sRERGnYdoRXnd3d+rWrUtERIR9mtVqJSIigkaNGt12WU9PT0qUKEFycjLLli2jXbt29nnx8fEOR3wBXF1dsVqtWbsBIpJ1/lwH/33Z1n5wCDToZ249IiLiVEw7wgswZMgQevXqRb169WjQoAEzZ84kLi6OPn36ANCzZ09KlCjB5MmTAdi+fTtnz56lTp06nD17lnHjxmG1Whk+fLh9nW3btmXixImULl2a6tWrs2fPHmbMmMGzzz5ryjaKyB2c3QVLe4GRArW7QvMxZlckIiJOxtTA26VLF86fP8+YMWOIioqiTp06rFmzxn4i2+nTpx2O1iYkJDB69GhOnDiBr68v4eHhLFy4kICAAHuf2bNn88Ybb/Diiy8SHR1N8eLF+c9//sOYMfpHVCTXuXgcFneGG/EQ2hyemA0Wi9lViYiIkzH1Ory5la7DK5IDrkXDZ4/Z7qYWUgd6/wgeBc2uSkRE8og8cR1eEcnHEq/Bl51tYTegDHRfqrArIiLZRoFXRHJWyg3bmN1/9oB3EXjmO/AtZnZVIiLixBR4RSTnGIbtagzHNkABb+j2DRQJNbsqERFxcgq8IpJzNk6EvYvB4gqd5kPJemZXJCIi+YACr4jkjJ2f2e6kBvD4u1ApzNx6REQk31DgFZHsd+hHWDXU1n54FNRN+66HIiIi2UGBV0Sy1+ntsKwvGFa4vxc0G2F2RSIiks8o8IpI9jn/J3zVBZIToFIraDNDN5YQEZEcp8ArItkjNhIWdYTrl6FEPXjqc3A19eaOIiKSTynwikjWS4iFxZ0g5jQUDoVuS8Ddx+yqREQkn1LgFZGslZwES3rAuf3gUwx6LAOfomZXJSIi+ZgCr4hkHasVvn8RTv4M7r62WwYXLmd2VSIiks8p8IpI1tkwFvYvBRc36PwFFK9jdkUiIiIKvCKSRf73Ifz6nq39xByo0NzcekRERP4/BV4RuXcHlsOaUbZ287FQp6u59YiIiPyLAq+I3Ju/tsB3/wEMqN8PHnzF7IpEREQcKPCKyN07dxC+6gYpSVC1LbSeohtLiIhIrqPAKyJ3J+Zv240lEmOgdCN48hNwcTW7KhERkVQUeEUk865fhkVPwdV/oGhlePpLKOBldlUiIiJpUuAVkcy5kQBfd4fzh6BgiO3GEt6Fza5KREQkXQq8IpJxVit89zyc2goeftD9WwgoZXZVIiIit6XAKyIZYxiwdhQc/B5cCsDTiyG4htlViYiI3JECr4hkzK/vwfaPbO0OH0G5pubWIyIikkEKvCJyZ79/A+vH2NotJ0LNp8ytR0REJBMUeEXk9o5vhBUv2tqNBkLjgebWIyIikkkKvCKSvsh9sKQHWG9A9SfhsTfNrkhERCTTFHhFJG2XT8HiTpB0Dco+ZBu366KfDBERyXv0r5eIpBZ/yXYXtWvnoFh12xUZ3DzMrkpEROSuKPCKiKOkePiyC1w8Cn4loce34OlvdlUiIiJ3TYFXRP5PSjIs6wt/77CF3B7LwK+42VWJiIjcEwVeEbExDFg1FI6sAlcP6LoEilUxuyoREZF7psArIja/TIdd8wALdPwUyjQyuyIREZEsocArIrBnEWx8y9ZuPRWqPWFuPSIiIllIgVckvzu6Hn54ydZ+8BVo+Ly59YiIiGQxBV6R/OzsLvimJxgpULsrNB9rdkUiIiJZToFXJL+6eBwWd4Yb8RD6KDwxGywWs6sSERHJcgq8IvnRtfO2G0vEX4CQ2tD5C3AtYHZVIiIi2UKBVyS/SbwGX3aCyychoAx0WwoeBc2uSkREJNso8IrkJyk3YGlv+GcPeBWGHsuhYJDZVYmIiGQrBV6R/MIw4L+D4dh6cPOCbt9A0QpmVyUiIpLtFHhF8ouNk2DvIrC4QKd5UKq+2RWJiIjkCAVekfzgt8/hl6m29uPvQuXW5tYjIiKSgxR4RZzd4ZWw8lVbu9lIqNvb1HJERERymgKviDM7swO+fRYMK9zfEx4eaXZFIiIiOU6BV8RZXTgKX3aG5ASoGAZt3tWNJUREJF9S4BVxRlejYOGTcP0ylKhrO0nN1c3sqkREREyhwCvibBJiYfFTEHMaCpe3XX7M3cfsqkREREyjwCviTJKT4JtnIGo/+ATabizhU9TsqkREREylwCviLKxW+H4AnNgEBXyg+1IoXM7sqkREREyXKwLv+++/T9myZfH09KRhw4bs2LEj3b43btxgwoQJhIaG4unpSe3atVmzZo1Dn7Jly2KxWFI9BgwYkN2bImKeiHGw/xtwcYPOX0Dx+8yuSEREJFcwPfAuWbKEIUOGMHbsWHbv3k3t2rUJCwsjOjo6zf6jR49m7ty5zJ49m4MHD9K/f386dOjAnj177H127txJZGSk/bF+/XoAOnXqlCPbJJLj/vcRbJ1laz8xGyq2MLceERGRXMRiGIZhZgENGzakfv36zJkzBwCr1UqpUqUYNGgQI0emvmZo8eLFef311x2O1nbs2BEvLy8WLVqU5msMHjyYH3/8kaNHj2LJwGWZYmNj8ff3JyYmBj8/v7vcMpEc8sd3sLQPYEDzMfDQq2ZXJCIiku0yk9dMPcKblJTErl27aNHi/45Gubi40KJFC7Zt25bmMomJiXh6ejpM8/LyYsuWLem+xqJFi3j22WfTDbuJiYnExsY6PETyhL+2wPLnAQPqPwcPDjG7IhERkVzH1MB74cIFUlJSCAoKcpgeFBREVFRUmsuEhYUxY8YMjh49itVqZf369SxfvpzIyMg0+69YsYIrV67Qu3fvdOuYPHky/v7+9kepUqXueptEcsy5g/BVN0hJgiqPQ+upurGEiIhIGkwfw5tZs2bNomLFilSpUgV3d3cGDhxInz59cHFJe1M+++wzWrduTfHixdNd56hRo4iJibE/zpw5k13li2SN+Eu2a+0mxkCpB6Djp+DianZVIiIiudJdBd7k5GQ2bNjA3LlzuXr1KgD//PMP165dy9R6ihYtiqurK+fOnXOYfu7cOYKDg9NcJjAwkBUrVhAXF8epU6c4fPgwvr6+lC9fPlXfU6dOsWHDBp577rnb1uHh4YGfn5/DQyRX++lNiD0LhUOh61dQwMvsikRERHKtTAfeU6dOUbNmTdq1a8eAAQM4f/48AFOmTGHo0KGZWpe7uzt169YlIiLCPs1qtRIREUGjRo1uu6ynpyclSpQgOTmZZcuW0a5du1R95s2bR7FixWjTpk2m6hLJ1f7ZC7/Ns7WfeA+8C5tajoiISG6X6cD78ssvU69ePS5fvoyX1/8dVerQoYNDcM2oIUOG8Mknn7BgwQIOHTrECy+8QFxcHH369AGgZ8+ejBo1yt5/+/btLF++nBMnTrB582ZatWqF1Wpl+PDhDuu1Wq3MmzePXr164ebmlum6RHIlqxVWDQMMqPEUlH3Q7IpERERyvUwnwc2bN/Prr7/i7u7uML1s2bKcPXs20wV06dKF8+fPM2bMGKKioqhTpw5r1qyxn8h2+vRph/G5CQkJjB49mhMnTuDr60t4eDgLFy4kICDAYb0bNmzg9OnTPPvss5muSSTX+n0J/L3Ddie1lm+aXY2IiEiekOnAa7VaSUlJSTX977//pmDBgndVxMCBAxk4cGCa8zZt2uTwvFmzZhw8ePCO62zZsiUmX2JYJGslxMD6MbZ2s2Hgl/6JmCIiIvJ/Mj2koWXLlsycOdP+3GKxcO3aNcaOHUt4eHhW1iYi/7ZpCsRFQ5EK8MCLZlcjIiKSZ2T6CO/06dNp1aoV1apVIyEhgW7dunH06FGKFi3KV199lR01ikj0Idj+ka3degq4eZhbj4iISB6S6cBbqlQp9u3bx5IlS9i3bx/Xrl2jb9++dO/e3eEkNhHJIoZhO1HNSLHdYKJCizsvIyIiInaZCrw3btygSpUq/Pjjj3Tv3p3u3btnV10ictMf38Ffm8HNE8Imml2NiIhInpOpMbwFChQgISEhu2oRkVslxcG60bZ2k8FQqKyZ1YiIiORJmT5pbcCAAUyZMoXk5OTsqEdE/m3zO7Y7qgWUhgcHm12NiIhInpTpMbw7d+4kIiKCdevWUbNmTXx8fBzmL1++PMuKE8nXLh6HX2fb2mGTdftgERGRu5TpwBsQEEDHjh2zoxYRuckwYPUISEmC0OZQRbfHFhERuVuZDrzz5s3LjjpE5N/+XAPH1oNLAdtlyCwWsysSERHJszIdeG86f/48R44cAaBy5coEBgZmWVEi+dqNBFgz0tZuNACKVjS3HhERkTwu0yetxcXF8eyzzxISEkLTpk1p2rQpxYsXp2/fvsTHx2dHjSL5y6+z4fJfUDAEmg4zuxoREZE8L9OBd8iQIfz888/897//5cqVK1y5coXvv/+en3/+mVdffTU7ahTJP66ctl2ZAaDlW+Dha249IiIiTsBiGIaRmQWKFi3Kt99+y8MPP+wwfePGjXTu3Jnz589nZX2miI2Nxd/fn5iYGPz8/MwuR/KTJc/AoR+gTBPovVJjd0VERNKRmbyW6SO88fHxBAUFpZperFgxDWkQuRfHf7KFXYsrtJ6qsCsiIpJFMh14GzVqxNixYx3uuHb9+nXGjx9Po0aNsrQ4kXwjOcl2GTKABv0guIa59YiIiDiRTF+lYdasWYSFhVGyZElq164NwL59+/D09GTt2rVZXqBIvrD9I7jwJ3gXhYdHmV2NiIiIU8l04K1RowZHjx5l8eLFHD58GICuXbvSvXt3vLx0JyiRTLsaBT9PsbVbjAOvADOrERERcTp3dR1eb29v+vXrl9W1iORP68dA0jUoURfqdDe7GhEREaeT6TG8kydP5vPPP081/fPPP2fKlClZUpRIvnHqV/h9CWCB8GngkumvpIiIiNxBpv91nTt3LlWqVEk1vXr16nz00UdZUpRIvpCSDKv+/40l7u9pO8IrIiIiWS7TgTcqKoqQkJBU0wMDA4mMjMySokTyhV3z4NwB8AyA5mPNrkZERMRpZTrwlipViq1bt6aavnXrVooXL54lRYk4vbgL8NObtvajo8GniLn1iIiIOLFMn7TWr18/Bg8ezI0bN3j00UcBiIiIYPjw4bq1sEhGRUyAhBgIqgn1njW7GhEREaeW6cA7bNgwLl68yIsvvkhSUhIAnp6ejBgxglGjdP1QkTs6uwt2f2Frh08DF1dz6xEREXFyFsMwjLtZ8Nq1axw6dAgvLy8qVqyIh4dHVtdmmszcm1kkU6xW+KyFLfTW6gJPfmx2RSIiInlSZvLaXV8DydfXl/r161OwYEGOHz+O1Wq921WJ5B97F9vCrrsvPDbB7GpERETyhQwH3s8//5wZM2Y4THv++ecpX748NWvWpEaNGpw5cybLCxRxGtcvw4ZxtvbDI6FgsKnliIiI5BcZDrwff/wxhQoVsj9fs2YN8+bN44svvmDnzp0EBAQwfvz4bClSxClsnAzxF6BoZWjY3+xqRERE8o0Mn7R29OhR6tWrZ3/+/fff065dO7p3t90KddKkSfTp0yfrKxRxBlEHYOcntnbrKeBawNx6RERE8pEMH+G9fv26w4DgX3/9laZNm9qfly9fnqioqKytTsQZGAasHg6GFao+AaGPmF2RiIhIvpLhwFumTBl27doFwIULF/jjjz9o0qSJfX5UVBT+/v5ZX6FIXndgGZzaCm5eEDbR7GpERETynQwPaejVqxcDBgzgjz/+4KeffqJKlSrUrVvXPv/XX3+lRo0a2VKkSJ6VeBXWjba1H3oVAkqbW4+IiEg+lOHAO3z4cOLj41m+fDnBwcEsXbrUYf7WrVvp2rVrlhcokqf9Mg2uRkKhstB4kNnViIiI5Et3feMJZ6YbT0iWOP8nfNgYrDeg6xKo3MrsikRERJxGjtx4QkRuwzBgzQhb2K3YUmFXRETERAq8Itnh8Eo4/hO4ukOrt82uRkREJF9T4BXJajeuw5pRtnbjQVAk1Nx6RERE8jkFXpGstmUmxJwGvxK2KzOIiIiIqRR4RbLSpZOw5V1bO2wiuPuYW4+IiIhkXeA9c+YMzz77bFatTiRvWvs6pCRCuaZQrb3Z1YiIiAhZGHgvXbrEggULsmp1InnP0Q1wZCW4uEHraWCxmF2RiIiIkIkbT/zwww+3nX/ixIl7LkYkz0pOhNXDbe0G/4FiVcytR0REROwyHHjbt2+PxWLhdvepsOiIluRX//sALh0Hn2Lw8AizqxEREZF/yfCQhpCQEJYvX47Vak3zsXv37uysUyT3ijkLP0+ztR+bAJ7+5tYjIiIiDjIceOvWrcuuXbvSnX+no78iTmv9G3AjDko1hFpdzK5GREREbpHhIQ3Dhg0jLi4u3fkVKlRg48aNWVKUSJ5xcjMcWAZYIHwauOhKfyIiIrlNhgPvQw89dNv5Pj4+NGvW7J4LEskzUpL/70S1es9CSG1z6xEREZE0Zfhw1IkTJzRkQeTfdn4K0QfBqxA8OtrsakRERCQdGQ68FStW5Pz58/bnXbp04dy5c9lSlEiudy0aNk60tZuPAe/C5tYjIiIi6cpw4L316O6qVatuO6Y3o95//33Kli2Lp6cnDRs2ZMeOHen2vXHjBhMmTCA0NBRPT09q167NmjVrUvU7e/YsPXr0oEiRInh5eVGzZk1+++23e65VxG7DeEiMtQ1juL+X2dWIiIjIbZh6hs2SJUsYMmQIY8eOZffu3dSuXZuwsDCio6PT7D969Gjmzp3L7NmzOXjwIP3796dDhw7s2bPH3ufy5cs0adKEAgUKsHr1ag4ePMg777xDoUKFcmqzxNmd2Ql7F9na4dPBxdXcekREROS2LEYGB+a6uroSFRVFYGAgAAULFuT333+nXLlyd/3iDRs2pH79+syZMwcAq9VKqVKlGDRoECNHjkzVv3jx4rz++usMGDDAPq1jx454eXmxaJEtgIwcOZKtW7eyefPmu64rNjYWf39/YmJi8PPzu+v1iBOypsAnj0LkXqjTHdp/YHZFIiIi+VJm8lqGr9JgGAa9e/fGw8MDgISEBPr374+Pj49Dv+XLl2dofUlJSezatYtRo0bZp7m4uNCiRQu2bduW5jKJiYl4eno6TPPy8mLLli325z/88ANhYWF06tSJn3/+mRIlSvDiiy/Sr1+/dGtJTEwkMTHR/jw2NjZD2yD50O4vbGHXww9ajDO7GhEREcmADA9p6NWrF8WKFcPf3x9/f3969OhB8eLF7c9vPjLqwoULpKSkEBQU5DA9KCiIqKioNJcJCwtjxowZHD16FKvVyvr161m+fDmRkZH2PidOnODDDz+kYsWKrF27lhdeeIGXXnqJBQsWpFvL5MmTHbahVKlSGd4OyUfiL0HEBFv74VHgW8zcekRERCRDMnyEd968edlZR4bMmjWLfv36UaVKFSwWC6GhofTp04fPP//c3sdqtVKvXj0mTZoEwH333ceBAwf46KOP6NUr7ZOLRo0axZAhQ+zPY2NjFXoltY0T4folCKwKDdL/i4GIiIjkLqadtFa0aFFcXV1TXdrs3LlzBAcHp7lMYGAgK1asIC4ujlOnTnH48GF8fX0pX768vU9ISAjVqlVzWK5q1aqcPn063Vo8PDzw8/NzeIg4iNwHv/3//1iFTwXXAubWIyIiIhlmWuB1d3enbt26RERE2KdZrVYiIiJo1KjRbZf19PSkRIkSJCcns2zZMtq1a2ef16RJE44cOeLQ/88//6RMmTJZuwGSfxgGrBoGhhWqPwnlmppdkYiIiGRChoc0ZIchQ4bQq1cv6tWrR4MGDZg5cyZxcXH06dMHgJ49e1KiRAkmT54MwPbt2zl79ix16tTh7NmzjBs3DqvVyvDhw+3rfOWVV2jcuDGTJk2ic+fO7Nixg48//piPP/7YlG0UJ/D7EjizHQp4Q8u3zK5GREREMsnUwNulSxfOnz/PmDFjiIqKok6dOqxZs8Z+Itvp06dxcfm/g9AJCQmMHj2aEydO4OvrS3h4OAsXLiQgIMDep379+nz33XeMGjWKCRMmUK5cOWbOnEn37t1zevPEGSTEwro3bO2mw8C/hLn1iIiISKZl+Dq8+Ymuwyt2a1+HbXOgcCi8uA3cPMyuSERERMhcXjP1TmsiuVr0Ydj+ka3deorCroiISB6lwCuSFsOA1cPBmgyVw6HiY2ZXJCIiIndJgVckLQe/h5M/g6sHhE0yuxoRERG5Bwq8IrdKirON3QV4cDAULmdqOSIiInJvFHhFbrV5BsT+Df6loclgs6sRERGRe6TAK/JvF4/Dr+/Z2mETwd3b3HpERETkninwivzb2tcgJQnKPwJV25pdjYiIiGQBBV6Rm46sgT/XgIsbtJ4KFovZFYmIiEgWUOAVAbiRAGtG2toPvAiBlcytR0RERLKMAq8IwLbZcPkk+AZDs+FmVyMiIiJZSIFX5MoZ+OUdW7vlW+BR0Nx6REREJEsp8IqsGw3J16F0Y6j5lNnViIiISBZT4JX87cQmOLgCLC4QrhPVREREnJECr+RfKTdg1f8fr1v/OQiuaW49IiIiki0UeCX/2j4XLhwB7yLwyGtmVyMiIiLZRIFX8qerUbDpbVu7xTjwKmRqOSIiIpJ9FHglf1o/FpKuQvH7oU4Ps6sRERGRbKTAK/nP6f/B71/b2uHTwUVfAxEREWemf+klf7GmwKqhtvZ9z0DJuubWIyIiItlOgVfyl13zIGo/ePrbxu6KiIiI01Pglfwj7iJEvGlrPzIafIqaW4+IiIjkCAVeyT9+mgAJVyCoBtR71uxqREREJIco8Er+cHY37Fpga4dPA1c3c+sRERGRHKPAK87PaoXVwwEDanaGMo3NrkhERERykAKvOL99X8HfO8HdFx6bYHY1IiIiksMUeMW5Xb8CG8ba2s2Gg1+IqeWIiIhIzlPgFee26W2IOw9FKkLDF8yuRkREREygwCvO69wfsONjW7v1FHBzN7ceERERMYUCrzgnw4BVw8FIgaptoUJzsysSERERkyjwinP6Yzmc2gJunhA2yexqRERExEQKvOJ8Eq/B2tG29oNDIKC0ufWIiIiIqRR4xflsng5X/4GAMtDkJbOrEREREZMp8IpzuXAMfp1ja7d6Gwp4mVuPiIiImE6BV5yHYdjuqGa9ARUeg8qtza5IREREcgEFXnEeR1bB8QhwdbddhsxiMbsiERERyQUUeMU53LgOa0bZ2o0GQpFQc+sRERGRXEOBV5zD1vfgyikoWBweetXsakRERCQXUeCVvO/yKdgyw9YOews8fM2tR0RERHIVBV7J+9a+BskJUPYhqP6k2dWIiIhILqPAK3nbsQ1w+EewuELrqTpRTURERFJR4JW8KzkJVo+wtRv+B4KqmVuPiIiI5EoKvJJ3bf8QLh4Dn0B4eKTZ1YiIiEgupcAreVPsP/DzVFu7xXjw9De3HhEREcm1FHglb1o/BpKuQcn6ULur2dWIiIhILqbAK3nPX1th/1LAAuHTwEUfYxEREUmfkoLkLSnJsGqYrV23NxS/z9RyREREJPdT4JW85bfPIPoP8CoEzceYXY2IiIjkAQq8kndcOw8bJ9raj74B3oXNrUdERETyBAVeyTsixkNCDATXsg1nEBEREcmAXBF433//fcqWLYunpycNGzZkx44d6fa9ceMGEyZMIDQ0FE9PT2rXrs2aNWsc+owbNw6LxeLwqFKlSnZvhmSnv3fBnoW2dvg0cHE1tx4RERHJM0wPvEuWLGHIkCGMHTuW3bt3U7t2bcLCwoiOjk6z/+jRo5k7dy6zZ8/m4MGD9O/fnw4dOrBnzx6HftWrVycyMtL+2LJlS05sjmQHqxVWvWpr1+4KpR8wtx4RERHJU0wPvDNmzKBfv3706dOHatWq8dFHH+Ht7c3nn3+eZv+FCxfy2muvER4eTvny5XnhhRcIDw/nnXfecejn5uZGcHCw/VG0aNGc2BzJDnsWwj97wL2g7SYTIiIiIplgauBNSkpi165dtGjRwj7NxcWFFi1asG3btjSXSUxMxNPT02Gal5dXqiO4R48epXjx4pQvX57u3btz+vTpdOtITEwkNjbW4SG5xPXLtrG7AI+MgoJB5tYjIiIieY6pgffChQukpKQQFOQYYoKCgoiKikpzmbCwMGbMmMHRo0exWq2sX7+e5cuXExkZae/TsGFD5s+fz5o1a/jwww85efIkDz30EFevXk1znZMnT8bf39/+KFWqVNZtpNybjZMg/iIEVoEGz5tdjYiIiORBpg9pyKxZs2ZRsWJFqlSpgru7OwMHDqRPnz64/OtuW61bt6ZTp07UqlWLsLAwVq1axZUrV/jmm2/SXOeoUaOIiYmxP86cOZNTmyO3E7Ufdn5qa7eeCq4FzK1HRERE8iRTA2/RokVxdXXl3LlzDtPPnTtHcHBwmssEBgayYsUK4uLiOHXqFIcPH8bX15fy5cun+zoBAQFUqlSJY8eOpTnfw8MDPz8/h4eYzDBsd1QzrFCtPZRvZnZFIiIikkeZGnjd3d2pW7cuERER9mlWq5WIiAgaNWp022U9PT0pUaIEycnJLFu2jHbt2qXb99q1axw/fpyQkJAsq12y2f6lcHobFPCGlm+ZXY2IiIjkYaYPaRgyZAiffPIJCxYs4NChQ7zwwgvExcXRp08fAHr27MmoUaPs/bdv387y5cs5ceIEmzdvplWrVlitVoYPH27vM3ToUH7++Wf++usvfv31Vzp06ICrqytdu3bN8e2Tu5AQC+tG29oPvQoBGlMtIiIid8/N7AK6dOnC+fPnGTNmDFFRUdSpU4c1a9bYT2Q7ffq0w/jchIQERo8ezYkTJ/D19SU8PJyFCxcSEBBg7/P333/TtWtXLl68SGBgIA8++CD/+9//CAwMzOnNk7vxy1S4dg4Kl4fGg8yuRkRERPI4i2EYhtlF5DaxsbH4+/sTExOj8bw57fyf8GEjsCZDt6VQqaXZFYmIiEgulJm8ZvqQBhE7w4DVw2xht1JrhV0RERHJEgq8knsc+i+c2ASuHtBqktnViIiIiJNQ4JXcISke1r5mazd5yTZ+V0RERCQLKPBK7rDlXYg5A/6l4MEhZlcjIiIiTkSBV8x36SRsnWVrh00Ed29z6xERERGnosAr5lv7GqQkQvmHoeoTZlcjIiIiTkaBV8z15zo4sgpc3KD1VLBYzK5IREREnIwCr5gnORHWjLC1G/aHwMrm1iMiIiJOSYFXzLNtDlw6Ab5B0GyE2dWIiIiIk1LgFXPE/A2/TLe1H3sTPHVHOxEREckeCrxijnWj4UY8lG4EtTqbXY2IiIg4MQVeyXknf4E/vgOLi05UExERkWynwCs5K+UGrBpua9frCyG1zK1HREREnJ4Cr+SsHZ/A+UPgVRgeec3sakRERCQfUOCVnHP1HGyabGu3GAvehc2tR0RERPIFBV7JORvGQWIsFL8P7nvG7GpEREQkn1DglZxxejvs+9LWDp8OLq7m1iMiIiL5hgKvZD9rCqweZmvf1wNK1jO3HhEREclXFHgl++1eAJH7wMMfmo8zuxoRERHJZxR4JXvFX4KICbb2I6+Bb6C59YiIiEi+o8Ar2eunN+H6ZShWDeo/Z3Y1IiIikg8p8Er2+Wcv/DbP1g6fBq5uppYjIiIi+ZMCr2QPqxVWDQMMqPEUlH3Q7IpEREQkn1Lglezx+xL4ewcU8IGWb5pdjYiIiORjCryS9RJiYP0YW7vZcPArbm49IiIikq8p8ErW2zQF4qKhSAV44EWzqxEREZF8ToFXslb0Idj+ka3degq4uZtbj4iIiOR7CrySdQzDdqKakQJVHocKLcyuSERERESBV7LQH9/BX5vBzRPCJppdjYiIiAigwCtZJSkO1o22tR98BQqVNbUcERERkZsUeCVrbH4HYs9CQGlo8rLZ1YiIiIjYKfDKvbt4HH6dbWuHTYYCXubWIyIiIvIvCrxybwwDVo+AlCQIbQ5V2phdkYiIiIgDBV65N3+ugWPrwaWA7TJkFovZFYmIiIg4UOCVu3cjwXZ0F6DRACha0dx6RERERNKgwCt379f34MopKBgCTYeZXY2IiIhImhR45e5cOQ2bZ9jaLd8CD19z6xERERFJhwKv3J21r0PydSjzINToaHY1IiIiIulS4JXMO/4THPoBLK46UU1ERERyPQVeyZzkpP87Ua1BPwiuYW49IiIiInegwCuZs/0juPAneBeFh0eZXY2IiIjIHSnwSsbFRsLPU2ztx8aDV4Cp5YiIiIhkhAKvZNyGsZB0DUrUg9rdzK5GREREJEMUeCVjTv0Kvy8BLBA+DVz00REREZG8QalF7iwlGVb9/xtL3N8TStxvbj0iIiIimaDAK3e2ax6cOwCeAdB8rNnViIiIiGSKAq/cXtwF+OlNW/vR0eBTxNx6RERERDJJgVduL2I8JMRAcE2o96zZ1YiIiIhkmgKvpO/sLti90NYOnw4urubWIyIiInIXckXgff/99ylbtiyenp40bNiQHTt2pNv3xo0bTJgwgdDQUDw9PalduzZr1qxJt//bb7+NxWJh8ODB2VC5E7Na//+JagbUehpKP2B2RSIiIiJ3xfTAu2TJEoYMGcLYsWPZvXs3tWvXJiwsjOjo6DT7jx49mrlz5zJ79mwOHjxI//796dChA3v27EnVd+fOncydO5datWpl92Y4n72LbUd43QvabjIhIiIikkeZHnhnzJhBv3796NOnD9WqVeOjjz7C29ubzz//PM3+Cxcu5LXXXiM8PJzy5cvzwgsvEB4ezjvvvOPQ79q1a3Tv3p1PPvmEQoUK3baGxMREYmNjHR752vXLsGGcrf3wCCgYbGo5IiIiIvfC1MCblJTErl27aNGihX2ai4sLLVq0YNu2bWkuk5iYiKenp8M0Ly8vtmzZ4jBtwIABtGnTxmHd6Zk8eTL+/v72R6lSpe5ia5zIxskQfwGKVoaG/c2uRkREROSemBp4L1y4QEpKCkFBQQ7Tg4KCiIqKSnOZsLAwZsyYwdGjR7Faraxfv57ly5cTGRlp7/P111+ze/duJk+enKE6Ro0aRUxMjP1x5syZu9+ovC7qAOz8xNZuPQVcC5hbj4iIiMg9Mn1IQ2bNmjWLihUrUqVKFdzd3Rk4cCB9+vTB5f/f6vbMmTO8/PLLLF68ONWR4PR4eHjg5+fn8MiXDANWDwfDCtXaQegjZlckIiIics9MDbxFixbF1dWVc+fOOUw/d+4cwcFpjxsNDAxkxYoVxMXFcerUKQ4fPoyvry/ly5cHYNeuXURHR3P//ffj5uaGm5sbP//8M++99x5ubm6kpKRk+3blWQeWwamt4OYFLSeaXY2IiIhIljA18Lq7u1O3bl0iIiLs06xWKxERETRq1Oi2y3p6elKiRAmSk5NZtmwZ7dq1A6B58+bs37+fvXv32h/16tWje/fu7N27F1dXXUs2TYlXYd1oW/uhVyEgn49jFhEREafhZnYBQ4YMoVevXtSrV48GDRowc+ZM4uLi6NOnDwA9e/akRIkS9vG427dv5+zZs9SpU4ezZ88ybtw4rFYrw4cPB6BgwYLUqFHD4TV8fHwoUqRIqunyL79Mg6uRUKgsNB5kdjUiIiIiWcb0wNulSxfOnz/PmDFjiIqKok6dOqxZs8Z+Itvp06ft43MBEhISGD16NCdOnMDX15fw8HAWLlxIQECASVvgBM7/Cds+sLVbTYECGRv7LCIiIpIXWAzDMMwuIreJjY3F39+fmJgY5z+BzTBg0ZNw/CeoGAbdvzG7IhEREZE7ykxey3NXaZAsdnilLey6ukOrjF3GTURERCQvUeDNz25chzWjbO3GL0GRUHPrEREREckGCrz52ZaZEHMa/ErCQ0PMrkZEREQkWyjw5leXTsKWd23tsLfA3cfcekRERESyiQJvfrX2dUhJhHJNoVp7s6sRERERyTYKvPnR0Q1wZCW4uEHraWCxmF2RiIiISLZR4M1vkhNhte0mHTTsD8WqmFuPiIiISDZT4M1v/vcBXDoOPsWg2QizqxERERHJdgq8+UnMWfh5mq392ATwdPKbaoiIiIigwJu/rH8DbsRBqYZQq4vZ1YiIiIjkCAXe/OLkZjiwDLBA+DRw0a4XERGR/EGpJz9ISf6/E9XqPQshtc2tR0RERCQHKfDmBzs/heiD4FUYHh1tdjUiIiIiOUqB19ldi4aNE23t5mPAu7C59YiIiIjkMAVeZ7dhPCTG2oYx3N/T7GpEREREcpwCrzM7sxP2LrK1w6eDi6u59YiIiIiYQIHXWVlTYNVQW7tOdyjVwNx6REREREyiwOusdn8BkXvBww9ajDO7GhERERHTKPA6o/hLEDHB1n7kNfAtZm49IiIiIiZS4HVGGyfC9UtQrBrU72d2NSIiIiKmUuB1NpH74LfPbe3WU8HVzdx6REREREymNORMDANWDQPDCtWfhHIPmV2RiIjksJSUFG7cuGF2GSL3rECBAri6Zs0VphR4ncnvS+DMdijgDS3fMrsaERHJQYZhEBUVxZUrV8wuRSTLBAQEEBwcjMViuaf1KPA6i4RYWPeGrd10GPiXMLceERHJUTfDbrFixfD29r7ngCBiJsMwiI+PJzo6GoCQkJB7Wp8Cr7P4eQrERUPhUGg0wOxqREQkB6WkpNjDbpEiRcwuRyRLeHl5ARAdHU2xYsXuaXiDTlpzBtGHYftHtnbrqeDmYW49IiKSo26O2fX29ja5EpGsdfMzfa/j0hV48zrDgNXDwZoMldtAxRZmVyQiIibRMAZxNln1mVbgzesOfg8nfwZXDwibaHY1IiIiIrmOAm9elhQHa1+3tR8cDIXLmVqOiIiI2cqWLcvMmTMz3H/Tpk1YLBZd3cLJKfDmZZtnQOzf4F8amgw2uxoREZEMs1gst32MGzfurta7c+dOnn/++Qz3b9y4MZGRkfj7+9/V62XUzWB962P06NEAJCQk0Lt3b2rWrImbmxvt27fP0Hp//vlnHn30UQoXLoy3tzcVK1akV69eJCUlZePW5D26SkNedfE4/Pqerd1qErjrRAUREck7IiMj7e0lS5YwZswYjhw5Yp/m6+trbxuGQUpKCm5ud44tgYGBmarD3d2d4ODgTC1zL44cOYKfn5/9+c3tTElJwcvLi5deeolly5ZlaF0HDx6kVatWDBo0iPfeew8vLy+OHj3KsmXLSElJyZb6M7MvchMd4c2r1r4GKUkQ+ihUedzsakREJBcxDIP4pGRTHoZhZKjG4OBg+8Pf3x+LxWJ/fvjwYQoWLMjq1aupW7cuHh4ebNmyhePHj9OuXTuCgoLw9fWlfv36bNiwwWG9tw5psFgsfPrpp3To0MF+BPSHH36wz791SMP8+fMJCAhg7dq1VK1aFV9fX1q1auUQ0JOTk3nppZcICAigSJEijBgxgl69emXoqGyxYsUctv1m4PXx8eHDDz+kX79+GQ7g69atIzg4mKlTp1KjRg1CQ0Np1aoVn3zyif2SXgBbt27l4Ycfxtvbm0KFChEWFsbly5cBSExM5KWXXqJYsWJ4enry4IMPsnPnzlTvz637wmq1MnnyZMqVK4eXlxe1a9fm22+/zVDdZshb8VxsjqyBP9eASwHbZch0Vq6IiPzL9RspVBuz1pTXPjghDG/3rIkXI0eOZPr06ZQvX55ChQpx5swZwsPDmThxIh4eHnzxxRe0bduWI0eOULp06XTXM378eKZOncq0adOYPXs23bt359SpUxQuXDjN/vHx8UyfPp2FCxfi4uJCjx49GDp0KIsXLwZgypQpLF68mHnz5lG1alVmzZrFihUreOSRR7JkuzMqODiYyMhIfvnlF5o2bZpmn71799K8eXOeffZZZs2ahZubGxs3brQfAR4+fDjLli1jwYIFlClThqlTpxIWFsaxY8cc3p9b98XkyZNZtGgRH330ERUrVuSXX36hR48eBAYG0qxZsxzZ/sxQ4M1rbiTAmpG29gMvQNGK5tYjIiKSTSZMmMBjjz1mf164cGFq165tf/7mm2/y3Xff8cMPPzBw4MB019O7d2+6du0KwKRJk3jvvffYsWMHrVq1SrP/jRs3+OijjwgNDQVg4MCBTJgwwT5/9uzZjBo1ig4dOgAwZ84cVq1alaFtKlmypMPzU6dO3fXNQjp16sTatWtp1qwZwcHBPPDAAzRv3pyePXvah01MnTqVevXq8cEHH9iXq169OgBxcXF8+OGHzJ8/n9atWwPwySefsH79ej777DOGDRtmX+bf+yIxMZFJkyaxYcMGGjVqBED58uXZsmULc+fOVeCVLLBtNlw+Cb7B0Gy42dWIiEgu5FXAlYMTwkx77axSr149h+fXrl1j3LhxrFy5ksjISJKTk7l+/TqnT5++7Xpq1aplb/v4+ODn52e/ZW1avL297WEXbLe1vdk/JiaGc+fO0aBBA/t8V1dX6tati9VqveM2bd68mYIFC9qfFypU6I7LpMfV1ZV58+bx1ltv8dNPP7F9+3YmTZrElClT2LFjByEhIezdu5dOnTqlufzx48e5ceMGTZo0sU8rUKAADRo04NChQw59/70vjh07Rnx8vMN/RgCSkpK477777np7spMCb15y5Qz88o6t3fIt8Ch4+/4iIpIvWSyWLBtWYCYfHx+H50OHDmX9+vVMnz6dChUq4OXlxVNPPXXHKxIUKFDA4bnFYrltOE2rf0bHJt9JuXLlCAgIyJJ13VSiRAmeeeYZnnnmGd58800qVarERx99xPjx4x3G8t6Lf++La9euAbBy5UpKlCjh0M/DI3fe7VUnreUl60ZD8nUo3RhqPmV2NSIiIjlq69at9O7dmw4dOlCzZk2Cg4P566+/crQGf39/goKCHE7sSklJYffu3TlaR3oKFSpESEgIcXFxgO3odkRERJp9Q0NDcXd3Z+vWrfZpN27cYOfOnVSrVi3d16hWrRoeHh6cPn2aChUqODxKlSqVtRuURfL+f//yixOb4OAKsLhA+DSdqCYiIvlOxYoVWb58OW3btsVisfDGG29kaBhBVhs0aBCTJ0+mQoUKVKlShdmzZ3P58uV7vg3uwYMHSUpK4tKlS1y9epW9e/cCUKdOnTT7z507l71799KhQwdCQ0NJSEjgiy++4I8//mD27NkAjBo1ipo1a/Liiy/Sv39/3N3d2bhxI506daJo0aK88MILDBs2jMKFC1O6dGmmTp1KfHw8ffv2TbfOggULMnToUF555RWsVisPPvggMTExbN26FT8/P3r16nVP70N2UODNC1JuwKr/P163fj8IrmFuPSIiIiaYMWMGzz77LI0bN6Zo0aKMGDGC2NjYHK9jxIgRREVF0bNnT1xdXXn++ecJCwvD1fXexi+Hh4dz6tQp+/Ob42HTG07RoEEDtmzZQv/+/fnnn3/w9fWlevXqrFixwn7iWKVKlVi3bh2vvfYaDRo0wMvLi4YNG9pP4nv77bexWq0888wzXL16lXr16rF27do7ji1+8803CQwMZPLkyZw4cYKAgADuv/9+XnvttXt6D7KLxciqQSlOJDY2Fn9/f2JiYhwuDm2aX+fAutfBuwgM2gVedz/AXUREnE9CQgInT56kXLlyeHp6ml1OvmO1WqlatSqdO3fmzTffNLscp3K7z3Zm8pqO8OZ2V6Ng09u2dotxCrsiIiImO3XqFOvWraNZs2YkJiYyZ84cTp48Sbdu3cwuTdKhk9Zyu/VjIekqFL8f6vQwuxoREZF8z8XFhfnz51O/fn2aNGnC/v372bBhA1WrVjW7NEmHjvDmZqf/B79/DVigzXRw0f9PREREzFaqVCmHKxtI7qcElVtZU2DVUFv7/megRF1z6xERERHJoxR4c6td8yBqP3j6Q/OxZlcjIiIikmcp8OZGcRch4v+f5fnIaPApam49IiIiInmYAm9u9NMESLgCQTWg3rNmVyMiIiKSpynw5jZnd8OuBbZ2+DRw1XmFIiIiIvciVwTe999/n7Jly+Lp6UnDhg3ZsWNHun1v3LjBhAkTCA0NxdPTk9q1a7NmzRqHPh9++CG1atXCz88PPz8/GjVqxOrVq7N7M+6d1QqrhwMG1OwMZRqbXZGIiIhInmd64F2yZAlDhgxh7Nix7N69m9q1axMWFkZ0dHSa/UePHs3cuXOZPXs2Bw8epH///nTo0IE9e/bY+5QsWZK3336bXbt28dtvv/Hoo4/Srl07/vjjj5zarLuz7yv4eye4+8JjE8yuRkREJNd7+OGHGTx4sP152bJlmTlz5m2XsVgsrFix4p5fO6vWI9nP9MA7Y8YM+vXrR58+fahWrRofffQR3t7efP7552n2X7hwIa+99hrh4eGUL1+eF154gfDwcN555x17n7Zt2xIeHk7FihWpVKkSEydOxNfXl//97385tVmZd/0KbPj/V2NoNgL8QkwtR0REJDu1bduWVq1apTlv8+bNWCwWfv/990yvd+fOnTz//PP3Wp6DcePGUadOnVTTIyMjad26dZa+1q3mz5+PxWJJ9fj000/tNXTr1o1KlSrh4uLiEP5v57vvvuOBBx7A39+fggULUr169QwvmxeZOkA0KSmJXbt2MWrUKPs0FxcXWrRowbZt29JcJjExMdW9lL28vNiyZUua/VNSUli6dClxcXE0atQo3XUmJiban8fGxmZ2U+7dprch7jwUqQgN++f864uIiOSgvn370rFjR/7++29KlizpMG/evHnUq1ePWrVqZXq9gYGBWVXiHQUHB+fI6/j5+XHkyBGHaf7+/oAtwwQGBjJ69GjefffdDK0vIiKCLl26MHHiRJ544gksFgsHDx5k/fr1WV77TSkpKVgsFlxMuomWqUd4L1y4QEpKCkFBQQ7Tg4KCiIqKSnOZsLAwZsyYwdGjR7Faraxfv57ly5cTGRnp0G///v34+vri4eFB//79+e6776hWrVqa65w8eTL+/v72R6lSpbJmAzPq3B+w42Nbu/UUcHPP2dcXERHnYhiQFGfOwzAyVOLjjz9OYGAg8+fPd5h+7do1li5dSt++fbl48SJdu3alRIkSeHt7U7NmTb766qvbrvfWIQ1Hjx6ladOmeHp6Uq1atTRD3YgRI6hUqRLe3t6UL1+eN954gxs3bgC2I6zjx49n37599qOrN2u+dUjD/v37efTRR/Hy8qJIkSI8//zzXLt2zT6/d+/etG/fnunTpxMSEkKRIkUYMGCA/bXSY7FYCA4Odnh4eXnZt3fWrFn07NnTHoLv5L///S9NmjRh2LBhVK5cmUqVKtG+fXvef//9VP3q16+Pp6cnRYsWpUOHDvZ5ly9fpmfPnhQqVAhvb29at27N0aNH7fPnz59PQEAAP/zwA9WqVcPDw4PTp0+TmJjI0KFDKVGiBD4+PjRs2JBNmzZlqO57kecuATBr1iz69etHlSpVsFgshIaG0qdPn1RDICpXrszevXuJiYnh22+/pVevXvz8889pht5Ro0YxZMgQ+/PY2NicC72GAauGg5ECVdtCheY587oiIuK8bsTDpOLmvPZr/4C7zx27ubm50bNnT+bPn8/rr7+OxWIBYOnSpaSkpNC1a1euXbtG3bp1GTFiBH5+fqxcuZJnnnmG0NBQGjRocMfXsFqtPPnkkwQFBbF9+3ZiYmLS/LN9wYIFmT9/PsWLF2f//v3069ePggULMnz4cLp06cKBAwdYs2YNGzZsAEgzWMbFxREWFkajRo3YuXMn0dHRPPfccwwcONAh1G/cuJGQkBA2btzIsWPH6NKlC3Xq1KFfv3533J6sEhwczJdffsmBAweoUaNGmn1WrlxJhw4deP311/niiy9ISkpi1apV9vm9e/fm6NGj/PDDD/j5+TFixAjCw8M5ePAgBQoUACA+Pp4pU6bw6aefUqRIEYoVK8bAgQM5ePAgX3/9NcWLF+e7776jVatW7N+/n4oVK2bbNpsaeIsWLYqrqyvnzp1zmH7u3Ll0/0wQGBjIihUrSEhI4OLFixQvXpyRI0dSvnx5h37u7u5UqFABgLp167Jz505mzZrF3LlzU63Tw8MDDw+PLNqqTDKsUKUNXDwKYZPMqUFERMQEzz77LNOmTePnn3/m4YcfBmzDGTp27Gj/q+vQoUPt/QcNGsTatWv55ptvMhR4N2zYwOHDh1m7di3Fi9v+AzBp0qRU425Hjx5tb5ctW5ahQ4fy9ddfM3z4cLy8vPD19cXNze22Qxi+/PJLEhIS+OKLL/DxsQX+OXPm0LZtW6ZMmWL/a3ahQoWYM2cOrq6uVKlShTZt2hAREXHbwBsTE4Ovr6/9ua+vb7p/Cc+IQYMGsXnzZmrWrEmZMmV44IEHaNmyJd27d7fnoYkTJ/L0008zfvx4+3K1a9cGsAfdrVu30rix7YpSixcvplSpUqxYsYJOnToBtitrffDBB/blTp8+zbx58zh9+rR9fwwdOpQ1a9Ywb948Jk3KvhxkauB1d3enbt26RERE0L59e8D2v7GIiAgGDhx422U9PT0pUaIEN27cYNmyZXTu3Pm2/a1Wq8M43VzDxRUavQj1+4KbSaFbREScSwFv25FWs147g6pUqULjxo35/PPPefjhhzl27BibN29mwgTblYpSUlKYNGkS33zzDWfPniUpKYnExES8vTP2GocOHaJUqVL2cAWkeT7PkiVLeO+99zh+/DjXrl0jOTkZPz+/DG/HzdeqXbu2PewCNGnSBKvVypEjR+yBt3r16ri6utr7hISEsH///tuuu2DBguzevdv+/F7Hwfr4+LBy5UqOHz/Oxo0b+d///serr77KrFmz2LZtG97e3uzduzfdEH7o0CHc3Nxo2LChfVqRIkWoXLkyhw4dsk9zd3d3GIe9f/9+UlJSqFSpksP6EhMTKVKkyD1t052YPqRhyJAh9OrVi3r16tGgQQNmzpxJXFwcffr0AaBnz56UKFGCyZMnA7B9+3bOnj1LnTp1OHv2LOPGjcNqtTJ8+HD7OkeNGkXr1q0pXbo0V69e5csvv2TTpk2sXbvWlG3MEIVdERHJKhZLhoYV5AZ9+/Zl0KBBvP/++8ybN4/Q0FCaNWsGwLRp05g1axYzZ86kZs2a+Pj4MHjwYJKSkrLs9bdt20b37t0ZP348YWFh+Pv78/XXXztc/Skr3fxz/00WiwWr1XrbZVxcXOx/tc5KoaGhhIaG8txzz/H6669TqVIllixZQp8+fexjhO+Fl5eXfagK2MZnu7q6smvXLofQDzgcwc4OpgfeLl26cP78ecaMGUNUVBR16tRhzZo19v8JnT592uF/MgkJCYwePZoTJ07g6+tLeHg4CxcuJCAgwN4nOjqanj17EhkZib+/P7Vq1WLt2rU89thjOb15IiIichudO3fm5Zdf5ssvv+SLL77ghRdesIekrVu30q5dO3r06AHY/lr7559/pnsS+q2qVq3KmTNniIyMJCTEdrnPWy9R+uuvv1KmTBlef/11+7RTp0459HF3dyclJeWOrzV//nzi4uLsR3m3bt2Ki4sLlStXzlC9Zipbtize3t7ExcUBUKtWLSIiIuwHIP+tatWqJCcns337dvuQhosXL3LkyJHb7pv77ruPlJQUoqOjeeihh7JnQ9JheuAFGDhwYLpDGG49c69Zs2YcPHjwtuv77LPPsqo0ERERyUa+vr506dKFUaNGERsbS+/eve3zKlasyLfffsuvv/5KoUKFmDFjBufOnctw4G3RogWVKlWiV69eTJs2jdjYWIdge/M1Tp8+zddff039+vVZuXIl3333nUOfsmXLcvLkSfbu3UvJkiUpWLBgqnN/unfvztixY+nVqxfjxo3j/PnzDBo0iGeeeSbV1aiy2t69ewHbEdTz58+zd+9e3N3d032fxo0bR3x8POHh4ZQpU4YrV67w3nvvcePGDfvBwbFjx9K8eXNCQ0N5+umnSU5OZtWqVYwYMYKKFSvSrl07+vXrx9y5cylYsCAjR46kRIkStGvXLt06K1WqRPfu3enZsyfvvPMO9913H+fPnyciIoJatWrRpk2bLH9vbjL9xhMiIiKSv/Xt25fLly8TFhbmMN529OjR3H///YSFhfHwww8THBxsP+cnI1xcXPjuu++4fv06DRo04LnnnmPixIkOfZ544gleeeUVBg4cSJ06dfj111954403HPp07NiRVq1a8cgjjxAYGJjmpdG8vb1Zu3Ytly5don79+jz11FM0b96cOXPmZO7NuAv33Xcf9913H7t27eLLL7/kvvvuIzw8PN3+zZo148SJE/Ts2ZMqVarQunVroqKiWLdunf1o9MMPP8zSpUv54YcfqFOnDo8++ig7duywr2PevHnUrVuXxx9/nEaNGmEYBqtWrUo1ZONW8+bNo2fPnrz66qtUrlyZ9u3bs3PnTkqXLp01b0Y6LIaRwQvm5SOxsbH4+/sTExOT6UHrIiIiOS0hIYGTJ09Srly5VDdnEsnLbvfZzkxe0xFeEREREXFqCrwiIiIi4tQUeEVERETEqSnwioiIiIhTU+AVERFxEjoPXZxNVn2mFXhFRETyuJuXgoqPjze5EpGsdfMzfafLnd1JrrjxhIiIiNw9V1dXAgICiI6OBmzXhP33LV1F8hrDMIiPjyc6OpqAgIBUtyLOLAVeERERJxAcHAxgD70iziAgIMD+2b4XCrwiIiJOwGKxEBISQrFixbhx44bZ5YjcswIFCtzzkd2bFHhFRESciKura5aFBBFnoZPWRERERMSpKfCKiIiIiFNT4BURERERp6YxvGm4eZHj2NhYkysRERERkbTczGkZuTmFAm8arl69CkCpUqVMrkREREREbufq1av4+/vfto/F0H0IU7Farfzzzz8ULFhQF+7OJrGxsZQqVYozZ87g5+dndjmSTbSf8wft5/xB+zl/yEv72TAMrl69SvHixXFxuf0oXR3hTYOLiwslS5Y0u4x8wc/PL9d/oeTeaT/nD9rP+YP2c/6QV/bznY7s3qST1kRERETEqSnwioiIiIhTU+AVU3h4eDB27Fg8PDzMLkWykfZz/qD9nD9oP+cPzrqfddKaiIiIiDg1HeEVEREREaemwCsiIiIiTk2BV0REREScmgKviIiIiDg1BV7JVuPGjcNisTg8qlSpYp+fkJDAgAEDKFKkCL6+vnTs2JFz586ZWLFkxC+//ELbtm0pXrw4FouFFStWOMw3DIMxY8YQEhKCl5cXLVq04OjRow59Ll26RPfu3fHz8yMgIIC+ffty7dq1HNwKuZM77efevXun+n63atXKoY/2c+42efJk6tevT8GCBSlWrBjt27fnyJEjDn0y8jt9+vRp2rRpg7e3N8WKFWPYsGEkJyfn5KbIbWRkPz/88MOpvs/9+/d36JOX97MCr2S76tWrExkZaX9s2bLFPu+VV17hv//9L0uXLuXnn3/mn3/+4cknnzSxWsmIuLg4ateuzfvvv5/m/KlTp/Lee+/x0UcfsX37dnx8fAgLCyMhIcHep3v37vzxxx+sX7+eH3/8kV9++YXnn38+pzZBMuBO+xmgVatWDt/vr776ymG+9nPu9vPPPzNgwAD+97//sX79em7cuEHLli2Ji4uz97nT73RKSgpt2rQhKSmJX3/9lQULFjB//nzGjBljxiZJGjKynwH69evn8H2eOnWqfV6e38+GSDYaO3asUbt27TTnXblyxShQoICxdOlS+7RDhw4ZgLFt27YcqlDuFWB899139udWq9UIDg42pk2bZp925coVw8PDw/jqq68MwzCMgwcPGoCxc+dOe5/Vq1cbFovFOHv2bI7VLhl36342DMPo1auX0a5du3SX0X7Oe6Kjow3A+Pnnnw3DyNjv9KpVqwwXFxcjKirK3ufDDz80/Pz8jMTExJzdAMmQW/ezYRhGs2bNjJdffjndZfL6ftYRXsl2R48epXjx4pQvX57u3btz+vRpAHbt2sWNGzdo0aKFvW+VKlUoXbo027ZtM6tcuUcnT54kKirKYb/6+/vTsGFD+37dtm0bAQEB1KtXz96nRYsWuLi4sH379hyvWe7epk2bKFasGJUrV+aFF17g4sWL9nnaz3lPTEwMAIULFwYy9ju9bds2atasSVBQkL1PWFgYsbGx/PHHHzlYvWTUrfv5psWLF1O0aFFq1KjBqFGjiI+Pt8/L6/vZzewCxLk1bNiQ+fPnU7lyZSIjIxk/fjwPPfQQBw4cICoqCnd3dwICAhyWCQoKIioqypyC5Z7d3Hf//lG8+fzmvKioKIoVK+Yw383NjcKFC2vf5yGtWrXiySefpFy5chw/fpzXXnuN1q1bs23bNlxdXbWf8xir1crgwYNp0qQJNWrUAMjQ73RUVFSa3/eb8yR3SWs/A3Tr1o0yZcpQvHhxfv/9d0aMGMGRI0dYvnw5kPf3swKvZKvWrVvb27Vq1aJhw4aUKVOGb775Bi8vLxMrE5F79fTTT9vbNWvWpFatWoSGhrJp0yaaN29uYmVyNwYMGMCBAwcczrMQ55Pefv732PqaNWsSEhJC8+bNOX78OKGhoTldZpbTkAbJUQEBAVSqVIljx44RHBxMUlISV65ccehz7tw5goODzSlQ7tnNfXfrWdz/3q/BwcFER0c7zE9OTubSpUva93lY+fLlKVq0KMeOHQO0n/OSgQMH8uOPP7Jx40ZKlixpn56R3+ng4OA0v+8350nukd5+TkvDhg0BHL7PeXk/K/BKjrp27RrHjx8nJCSEunXrUqBAASIiIuzzjxw5wunTp2nUqJGJVcq9KFeuHMHBwQ77NTY2lu3bt9v3a6NGjbhy5Qq7du2y9/npp5+wWq32H1nJe/7++28uXrxISEgIoP2cFxiGwcCBA/nuu+/46aefKFeunMP8jPxON2rUiP379zv852b9+vX4+flRrVq1nNkQua077ee07N27F8Dh+5yn97PZZ82Jc3v11VeNTZs2GSdPnjS2bt1qtGjRwihatKgRHR1tGIZh9O/f3yhdurTx008/Gb/99pvRqFEjo1GjRiZXLXdy9epVY8+ePcaePXsMwJgxY4axZ88e49SpU4ZhGMbbb79tBAQEGN9//73x+++/G+3atTPKlStnXL9+3b6OVq1aGffdd5+xfft2Y8uWLUbFihWNrl27mrVJkobb7eerV68aQ4cONbZt22acPHnS2LBhg3H//fcbFStWNBISEuzr0H7O3V544QXD39/f2LRpkxEZGWl/xMfH2/vc6Xc6OTnZqFGjhtGyZUtj7969xpo1a4zAwEBj1KhRZmySpOFO+/nYsWPGhAkTjN9++804efKk8f333xvly5c3mjZtal9HXt/PCrySrbp06WKEhIQY7u7uRokSJYwuXboYx44ds8+/fv268eKLLxqFChUyvL29jQ4dOhiRkZEmViwZsXHjRgNI9ejVq5dhGLZLk73xxhtGUFCQ4eHhYTRv3tw4cuSIwzouXrxodO3a1fD19TX8/PyMPn36GFevXjVhayQ9t9vP8fHxRsuWLY3AwECjQIECRpkyZYx+/fo5XLLIMLSfc7u09i9gzJs3z94nI7/Tf/31l9G6dWvDy8vLKFq0qPHqq68aN27cyOGtkfTcaT+fPn3aaNq0qVG4cGHDw8PDqFChgjFs2DAjJibGYT15eT9bDMMwcu54soiIiIhIztIYXhERERFxagq8IiIiIuLUFHhFRERExKkp8IqIiIiIU1PgFRERERGnpsArIiIiIk5NgVdEREREnJoCr4iIiIg4NQVeEZEsULZsWWbOnJnh/ps2bcJisXDlypVsq8kZzJ8/n4CAALPLEJE8ToFXRPIVi8Vy28e4cePuar07d+7k+eefz3D/xo0bExkZib+//129XkbdDNZpPaKiorL1tUVEcgs3swsQEclJkZGR9vaSJUsYM2YMR44csU/z9fW1tw3DICUlBTe3O/9UBgYGZqoOd3d3goODM7XMvThy5Ah+fn4O04oVK5Zjry8iYiYd4RWRfCU4ONj+8Pf3x2Kx2J8fPnyYggULsnr1aurWrYuHhwdbtmzh+PHjtGvXjqCgIHx9falfvz4bNmxwWO+tQxosFguffvopHTp0wNvbm4oVK/LDDz/Y5986pOHmn+7Xrl1L1apV8fX1pVWrVg4BPTk5mZdeeomAgACKFCnCiBEj6NWrF+3bt7/jdhcrVsxh24ODg3FxcSEhIYHq1as7HJ0+fvw4BQsW5PPPPwfg4sWLdO3alRIlSuDt7U3NmjX56quvHNb/8MMPM2jQIAYPHkyhQoUICgrik08+IS4ujj59+lCwYEEqVKjA6tWrU70HK1eupFatWnh6evLAAw9w4MCB227L999/z/3334+npyfly5dn/PjxJCcnA7b/pIwbN47SpUvj4eFB8eLFeemll+74/oiIc1PgFRG5xciRI3n77bc5dOgQtWrV4tq1a4SHhxMREcGePXto1aoVbdu25fTp07ddz/jx4+ncuTO///474eHhdO/enUuXLqXbPz4+nunTp7Nw4UJ++eUXTp8+zdChQ+3zp0yZwuLFi5k3bx5bt24lNjaWFStW3NO2enp6snjxYhYsWMD3339PSkoKPXr04LHHHuPZZ58FICEhgbp167Jy5UoOHDjA888/zzPPPMOOHTsc1rVgwQKKFi3Kjh07GDRoEC+88AKdOnWicePG7N69m5YtW/LMM88QHx/vsNywYcN455132LlzJ4GBgbRt25YbN26kWe/mzZvp2bMnL7/8MgcPHmTu3LnMnz+fiRMnArBs2TLeffdd5s6dy9GjR1mxYgU1a9a8p/dIRJyAISKST82bN8/w9/e3P9+4caMBGCtWrLjjstWrVzdmz55tf16mTBnj3XfftT8HjNGjR9ufX7t2zQCM1atXO7zW5cuX7bUAxrFjx+zLvP/++0ZQUJD9eVBQkDFt2jT78+TkZKN06dJGu3bt0q3z5uv4+Pg4PKpVq+bQb+rUqUbRokWNgQMHGiEhIcaFCxduu/1t2rQxXn31VfvzZs2aGQ8++KBDbT4+PsYzzzxjnxYZGWkAxrZt2xxq+/rrr+19Ll68aHh5eRlLliyxvy//3kfNmzc3Jk2a5FDLwoULjZCQEMMwDOOdd94xKlWqZCQlJd22fhHJXzSGV0TkFvXq1XN4fu3aNcaNG8fKlSuJjIwkOTmZ69ev3/EIb61atextHx8f/Pz8iI6OTre/t7c3oaGh9uchISH2/jExMZw7d44GDRrY57u6ulK3bl2sVusdt2nz5s0ULFjQ/rxAgQIO81999VVWrFjBnDlzWL16NUWKFLHPS0lJYdKkSXzzzTecPXuWpKQkEhMT8fb2Tnd7XV1dKVKkiMPR1aCgIIBU70GjRo3s7cKFC1O5cmUOHTqU5nbs27ePrVu32o/o3qwvISGB+Ph4OnXqxMyZMylfvjytWrUiPDyctm3bZmgctog4L/0CiIjcwsfHx+H50KFDWb9+PdOnT6dChQp4eXnx1FNPkZSUdNv13BoqLRbLbcNpWv0Nw8hk9WkrV67cbS/vFR0dzZ9//omrqytHjx6lVatW9nnTpk1j1qxZzJw5k5o1a+Lj48PgwYNTbX9a9f97msViAchQQE/PtWvXGD9+PE8++WSqeZ6enpQqVYojR46wYcMG1q9fz4svvsi0adP4+eefU9UnIvmHAq+IyB1s3bqV3r1706FDB8AWuv76668crcHf35+goCB27txJ06ZNAduRzd27d1OnTp17Xv+zzz5LzZo16du3L/369aNFixZUrVoVsG1/u3bt6NGjB2ALrH/++SfVqlW759cF+N///kfp0qUBuHz5Mn/++af9tW91//33c+TIESpUqJDu+ry8vGjbti1t27ZlwIABVKlShf3793P//fdnSb0ikvco8IqI3EHFihVZvnw5bdu2xWKx8MYbb9zTUcq7NWjQICZPnkyFChWoUqUKs2fP5vLly/Yjp7cTHR1NQkKCw7QiRYpQoEAB3n//fbZt28bvv/9OqVKlWLlyJd27d+d///sf7u7uVKxYkW+//ZZff/2VQoUKMWPGDM6dO5dlgXfChAkUKVKEoKAgXn/9dYoWLZrulSfGjBnD448/TunSpXnqqadwcXFh3759HDhwgLfeeov58+eTkpJCw4YN8fb2ZtGiRXh5eVGmTJksqVVE8iZdpUFE5A5mzJhBoUKFaNy4MW3btiUsLMyUo4UjRoyga9eu9OzZk0aNGuHr60tYWBienp53XLZy5cqEhIQ4PHbt2sXhw4cZNmwYH3zwAaVKlQLggw8+4MKFC7zxxhsAjB49mvvvv5+wsDAefvhhgoODM3QptIx6++23efnll6lbty5RUVH897//xd3dPc2+YWFh/Pjjj6xbt4769evzwAMP8O6779oDbUBAAJ988glNmjShVq1abNiwgf/+978OY5JFJP+xGFk1QExERHKU1WqlatWqdO7cmTfffNPscjJt06ZNPPLII1y+fFm3DxaRbKUhDSIiecSpU6dYt24dzZo1IzExkTlz5nDy5Em6detmdmkiIrmahjSIiOQRLi4uzJ8/n/r169OkSRP279/Phg0b0j3BS0REbDSkQUREREScmo7wioiIiIhTU+AVEREREaemwCsiIiIiTk2BV0REREScmgKviIiIiDg1BV4RERERcWoKvCIiIiLi1BR4RURERMSp/T8CaJ8JxcJbJAAAAABJRU5ErkJggg==",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1416,7 +1446,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 17%|█▋ | 1/6 [00:06<00:33, 6.64s/it]"
+ "Going through each model defined in the dictionnary...: 17%|█▋ | 1/6 [00:12<01:02, 12.59s/it]"
]
},
{
@@ -1451,7 +1481,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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cbd26lTVr1lxT7oCAAKKjo/nkk0/4+OOPcXd3p1u3bk5tHnroIZKSkkhISLhs/bNnz5KTkwPYi82/cnFxcfzF4O9DfP3V7bffTlRUlON1o0Vzly5dAByjM1wyffp0AO655x7gxj6ztLQ0x3Ff0rBhQ1xcXJyO1dvbm7Nnz151ex07dsTX15e4uLjLRu643iud7dq1o2XLlsyYMYOMjAwqVqxIu3btmDt3LseOHbus/V+/S9HR0SQlJbFlyxbHstOnT/PBBx/ke/8F+b35exsfHx9q1ap1xe9Vfr8HIsWRrjSLlDDvvfdern1an332WaZOncrKlSuJjIxk8ODB1K9fn9OnT7Np0yaWL1/O6dOnAbj33ntZsmQJ3bt355577mH//v3MmTOH+vXr33Df14IUHBzMs88+y+uvv84//vEPOnXqxNatW/n222+pUKFCvq44vv/++3Ts2JH777+frl270qFDB7y9vdm9ezcff/wxx44dc4zVPGDAAKZPn050dDQDBw7k+PHjzJkzhwYNGuTrxsa/6tmzJ4888gj//ve/iY6OJiAgwOn9ESNG8OWXX3Lvvfc6huA6f/4827Zt47PPPuOPP/6gQoUKDBo0iNOnT3PXXXdRuXJlDhw4wJtvvkmTJk2crvQVhD179jiu5v5V06ZNueeee+jbty//+c9/OHv2LG3btmX9+vUsWLCAbt260b59e+DGPrMVK1YwZMgQHnzwQerUqUNOTg4LFy50/EJ4SbNmzVi+fDnTp08nNDSUGjVqEBkZedn2/Pz8+Ne//sWgQYNo0aIF//znPylXrhxbt27lwoULV+zeciUjRozgwQcfZP78+TzxxBPMnj2bO+64g4YNGzJ48GBq1qxJSkoKSUlJHD58mK1btwIwcuRIFi1axN13383QoUMdQ85VrVqV06dP5+v7XJDfm/r169OuXTuaNWtGYGAgP//8M5999hlDhgzJc/+NGzfO1/dApFgybdwOESlQl4bAyut1aQislJQU4+mnnzaqVKlilClTxggJCTE6dOhg/Oc//3Fsy2azGVOmTDGqVatmeHh4GE2bNjW++uqrPIdWe/XVVy/Lc2koqhMnTuSa8+/DZ+U25Nzfh8/7+xBkhmEfHm/s2LFGSEiI4eXlZdx1113Gjh07jPLlyxtPPPFEvs7dhQsXjNdee81o0aKF4ePjY7i7uxu1a9c2hg4dauzZs8ep7aJFi4yaNWsa7u7uRpMmTYyEhIRrOi+XpKWlGV5eXgZgLFq0KNc2586dM2JjY41atWoZ7u7uRoUKFYzWrVsbr732mpGVlWUYhmF89tlnRseOHY2KFSsa7u7uRtWqVY3HH3/cOHbsWL6OPb8uDQ+W22vgwIGGYRhGdna2MWHCBKNGjRpGmTJljCpVqhixsbFOQ60ZRv4/s79/3vv27TMGDBhghIeHG56enkZgYKDRvn17Y/ny5U7b37lzp9GmTRvH+b303crtu2cYhvHll18arVu3Nry8vAw/Pz+jZcuWxkcffXTF83GlIR6tVqsRHh5uhIeHO4Z027t3r9GnTx8jJCTEKFOmjBEWFmbce++9xmeffea07ubNm40777zT8PDwMCpXrmzExcUZb7zxhgEYycnJTp9HXsPBFdT35uWXXzZatmxpBAQEGF5eXkZERIQxefJkxzYM4/Ih5wwj/9+DvI4hr6EdRcxmMQz1theRkuXs2bOUK1eOl19+ucAegy2FS59Z3oYNG8bcuXNJT08v8MeAi0j+qU+ziBRrf72Z7ZJL/Slze+S1mE+fWd7+fm5OnTrFwoULueOOO1Qwi5hMfZpFpFhbvHgx8+fPp0uXLvj4+LB69Wo++ugjOnbsyO233252PMmFPrO8tWrVinbt2lGvXj1SUlJ49913SUtLY+zYsWZHEyn1VDSLSLHWqFEj3NzceOWVV0hLS3PcaJbbDWtSNOgzy1uXLl347LPP+M9//oPFYuHWW2/l3XffpU2bNmZHEyn11KdZREREROQq1KdZREREROQqVDSLiIiIiFyF+jQXIpvNxtGjR/H19c33Y11FRERE5OYxDINz584RGhqKi0ve15NVNBeio0ePUqVKFbNjiIiIiMhVHDp0iMqVK+f5vormQuTr6wvYPwQ/Pz+T04iIiIjI36WlpVGlShVH3ZYXFc2F6FKXDD8/PxXNIiIiIkXY1brS6kZAEREREZGrUNEsIiIiInIVKppFRERERK5CRbOIiIiIyFWoaBYRERERuQoVzSIiIiIiV6GiWURERETkKlQ0i4iIiIhchYpmEREREZGrUNEsIiIiInIVKppFRERERK5CRbOIiIiIyFWoaBYRERERuQoVzSIiIiIiV2Fq0fzDDz/QtWtXQkNDsVgsLF269KrrfP/999x66614eHhQq1Yt5s+ff1mb2bNnU716dTw9PYmMjGT9+vVO72dkZPD0009Tvnx5fHx86NGjBykpKU5tDh48yD333EPZsmWpWLEiI0aMICcn50YOV0RERESKKVOL5vPnz9O4cWNmz56dr/b79+/nnnvuoX379mzZsoVhw4YxaNAgEhISHG0WL15MTEwML730Eps2baJx48ZER0dz/PhxR5vhw4fzv//9j08//ZRVq1Zx9OhR7r//fsf7VquVe+65h6ysLNauXcuCBQuYP38+48aNK7iDFxEREZFiw2IYhmF2CACLxcIXX3xBt27d8mzzwgsv8PXXX/Prr786lj388MOcPXuW+Ph4ACIjI2nRogWzZs0CwGazUaVKFYYOHcqoUaNITU0lKCiIDz/8kAceeACAnTt3Uq9ePZKSkrjtttv49ttvuffeezl69CjBwcEAzJkzhxdeeIETJ07g7u6er2NKS0vD39+f1NRU/Pz8rue05JthGFzMthbqPkREREQKVfYF3Na/RZlWT2Dx9L8pu8xvveZ2U9IUkKSkJKKiopyWRUdHM2zYMACysrLYuHEjsbGxjvddXFyIiooiKSkJgI0bN5Kdne20nYiICKpWreoompOSkmjYsKGjYL60nyeffJLffvuNpk2b5povMzOTzMxMx3xaWtoNH3N+Xcy2Un9cwtUbioiIiBQ5Bp1cNjCmzCIqW06SffEsZbrEmR3KSbG6ETA5OdmpkAUIDg4mLS2NixcvcvLkSaxWa65tkpOTHdtwd3cnICDgim1y28al9/ISFxeHv7+/41WlSpXrOk4RERGR0iLccoSFZeKY4z6DypaTHDYqYKsSaXasyxSrK81FXWxsLDExMY75tLS0m1Y4e5VxZfvE6JuyLxEREZEblplGmdWv4bZhLhZbDoarBzm3DSWw9bO4l/U1O91lilXRHBISctkoFykpKfj5+eHl5YWrqyuurq65tgkJCXFsIysri7Nnzzpdbf57m7+PuHFpm5fa5MbDwwMPD4/rPr4bYbFYKOterD5OERERKY0MA375BJaNhfT/r9nqdsESPYUygTUoY266PBWr7hmtWrUiMTHRadmyZcto1aoVAO7u7jRr1sypjc1mIzEx0dGmWbNmlClTxqnNrl27OHjwoKNNq1at2LZtm9OIG8uWLcPPz4/69esX2vGJiIiIlGjHfoF5neGLx+wFc2BN+Oen0OsjCKxhdrorMvXSZHp6Onv27HHM79+/ny1bthAYGEjVqlWJjY3lyJEjvP/++wA88cQTzJo1i5EjRzJgwABWrFjBJ598wtdff+3YRkxMDH379qV58+a0bNmSGTNmcP78efr37w+Av78/AwcOJCYmhsDAQPz8/Bg6dCitWrXitttuA6Bjx47Ur1+fRx99lFdeeYXk5GTGjBnD008/bdqVZBEREZFi68JpWDkFfn4XDBuUKQttnodWQ8CteNRWphbNP//8M+3bt3fMX+oP3LdvX+bPn8+xY8c4ePCg4/0aNWrw9ddfM3z4cGbOnEnlypV55513iI7+sy9vz549OXHiBOPGjSM5OZkmTZoQHx/vdGPfv/71L1xcXOjRoweZmZlER0fz73//2/G+q6srX331FU8++SStWrXC29ubvn37MnHixMI8HSIiIiIli80GmxdC4gS4cMq+rEF36Pgy+Fc2N9s1KjLjNJdEN3OcZhEREZEi5fBG+OZ5OLrJPh8UAV1ehRptzM31NyVynGYRERERKeLST0DieNi8yD7v4QftYqHlYHAtqrf5XZ2KZhERERG5cdYce5/lFZMhM9W+rPE/IWo8+AZfcdXiQEWziIiIiNyYP9bANyPg+G/2+ZBG0OU1qFr0HlJyvVQ0i4iIiMj1STsKy8bBtk/t817loMM4uLUvuLiam62AqWgWERERkWuTkwU//RtWvQLZ5wELNO8Pd42FsoFmpysUKppFREREJP/2JMK3L8Cp3fb5yi3sXTFCm5gaq7CpaBYRERGRqztzABJehJ1f2ee9g+DuidDoYXApVg+Zvi4qmkVEREQkb9kXYc0bsHo65GSAxRUiH4d2o8DT3+x0N42KZhERERG5nGHArm8hfhScPWBfVv1O6PwKBNc3N5sJVDSLiIiIiLOTeyD+Bdiz3D7vGwrRk+2PwLZYzM1mEhXNIiIiImKXmQ4/vgZrZ4EtG1zKQOuhcOdz4OFjdjpTqWgWERERKe0MA35bAglj4NxR+7JaUdBpGlSoZW62IkJFs4iIiEhplrIdvh0Jf/xonw+oBp2mQt3OpbYrRm5UNIuIiIiURhmp8P1UWDcXDCu4edq7YbQeCmW8zE5X5KhoFhERESlNbDbY+hEsfwnOn7Avq9cVOk6GctXMzVaEqWgWERERKS2OboZvRsDhDfb58rWh8zSo1cHcXMWAimYRERGRku7CaUicCBvnAwa4+0DbkRD5JLi5m52uWFDRLCIiIlJS2az2QnnFJLh4xr6s4YP2x1/7hZoarbhR0SwiIiJSEh1cB988D8m/2OeDb7E/za/67ebmKqZUNIuIiIiUJOdS7Df5bf3IPu/hD3eNgeYDwFWl3/XSmRMREREpCazZsP4/sDIOss7ZlzV9FDq8BD5B5mYrAVQ0i4iIiBR3+1bZH1ByYqd9PrQpdHkdKjczN1cJoqJZREREpLhKPQzfjYHfvrDPly1vv7Lc9FFwcTE3WwmjollERESkuMnJhLVvwo+vQ/YFsLhAi0HQ/kXwKmd2uhJJRbOIiIhIcfL7dxD/ApzeZ5+v2gq6vAohDc3NVcKpaBYREREpDk7vg/gX4fdv7fM+wdDxZfu4yxaLudlKARXNIiIiIkVZ1gVY/S9YMxOsmeDiBrc9CW1Ggqef2elKDRXNIiIiIkWRYcCO/0HCi5B6yL6sZjv7A0qC6poarTRS0SwiIiJS1Jz43T6E3L6V9nn/KhA9Ger9Q10xTKKiWURERKSoyDwHq6bBT2+BLQdcPeD2Z+GO4eBe1ux0pZqKZhERERGzGQZs+xS+GwvpyfZldTpDpykQWNPcbAKoaBYRERExV/I2+GYkHFxrnw+sCZ2mQZ2O5uYSJyqaRURERMxw8QysnAIb3gHDBmXKQpvnodUQcPMwO538jYpmERERkZvJZoPNCyFxAlw4ZV/WoLt9zGX/yuZmkzypaBYRERG5WQ5vhG+eh6Ob7PNBEfYh5Gq2NTeXXJWKZhEREZHCdv4kLB9vv8IM4O4L7WOh5WPgWsbUaJI/KppFRERECos1B35+D1a+DBmp9mWN/wlR48E32NRocm1UNIuIiIgUhgNr4ZsRkPKrfT6kEXR5DapGmptLrouKZhEREZGClHYMlo2DbZ/Y5z0DoMM4aNYPXFzNTCY3QEWziIiISEHIyYJ1b8GqVyArHbDYC+W7xoJ3ebPTyQ1yMTvA7NmzqV69Op6enkRGRrJ+/fo822ZnZzNx4kTCw8Px9PSkcePGxMfHO7U5d+4cw4YNo1q1anh5edG6dWs2bNjg1MZiseT6evXVVx1tqlevftn7U6dOLdiDFxERkZJh7wp4q7X9CnNWOlRuAY+thK4zVDCXEKZeaV68eDExMTHMmTOHyMhIZsyYQXR0NLt27aJixYqXtR8zZgyLFi3i7bffJiIigoSEBLp3787atWtp2rQpAIMGDeLXX39l4cKFhIaGsmjRIqKioti+fTthYWEAHDt2zGm73377LQMHDqRHjx5OyydOnMjgwYMd876+vgV9CkRERKQ4O3sQEl6EHf+zz3sHQdQEaNwLXEy/NikFyGIYhmHWziMjI2nRogWzZs0CwGazUaVKFYYOHcqoUaMuax8aGsro0aN5+umnHct69OiBl5cXixYt4uLFi/j6+vLf//6Xe+65x9GmWbNmdO7cmZdffjnXHN26dePcuXMkJiY6llWvXp1hw4YxbNiw6z6+tLQ0/P39SU1Nxc/P77q3IyIiIkVMdgasfQN+fB1yMsDiCpGPQ7tR4Olvdjq5Bvmt10z7FSgrK4uNGzcSFRX1ZxgXF6KiokhKSsp1nczMTDw9PZ2WeXl5sXr1agBycnKwWq1XbPN3KSkpfP311wwcOPCy96ZOnUr58uVp2rQpr776Kjk5OVc8pszMTNLS0pxeIiIiUoIYBuz8Bv4dCSsn2wvm6nfCE6uhU5wK5hLMtO4ZJ0+exGq1EhzsPEZhcHAwO3fuzHWd6Ohopk+fTps2bQgPDycxMZElS5ZgtVoBe/eJVq1aMWnSJOrVq0dwcDAfffQRSUlJ1KpVK9dtLliwAF9fX+6//36n5c888wy33norgYGBrF27ltjYWI4dO8b06dPzPKa4uDgmTJhwLadBREREiotTe+HbF2DPMvu8byhEvwwN7geLxdxsUuiKVWebmTNnUrt2bSIiInB3d2fIkCH0798fl7/0GVq4cCGGYRAWFoaHhwdvvPEGvXr1cmrzV++99x69e/e+7Op0TEwM7dq1o1GjRjzxxBO8/vrrvPnmm2RmZuaZLzY2ltTUVMfr0KFDBXPgIiIiYp6s87B8Avz7NnvB7FIG7hgOQzbALT1UMJcSphXNFSpUwNXVlZSUFKflKSkphISE5LpOUFAQS5cu5fz58xw4cICdO3fi4+NDzZo1HW3Cw8NZtWoV6enpHDp0iPXr15Odne3U5pIff/yRXbt2MWjQoKvmjYyMJCcnhz/++CPPNh4eHvj5+Tm9REREpJgyDPj1c5jVAlZPB2sW1IqCp36yP9HPw8fshHITmVY0u7u706xZM6eb72w2G4mJibRq1eqK63p6ehIWFkZOTg6ff/45991332VtvL29qVSpEmfOnCEhISHXNu+++y7NmjWjcePGV827ZcsWXFxcch3VQ0REREqYlO2woCt8NgDSjkBANXj4I+j9GVTIvcunlGymDjkXExND3759ad68OS1btmTGjBmcP3+e/v37A9CnTx/CwsKIi4sDYN26dRw5coQmTZpw5MgRxo8fj81mY+TIkY5tJiQkYBgGdevWZc+ePYwYMYKIiAjHNi9JS0vj008/5fXXX78sV1JSEuvWraN9+/b4+vqSlJTE8OHDeeSRRyhXrlwhnhERERExVUYqfD8V1s0FwwpunnBHDNz+DJTxMjudmMjUorlnz56cOHGCcePGkZycTJMmTYiPj3fcHHjw4EGnvsgZGRmMGTOGffv24ePjQ5cuXVi4cCEBAQGONqmpqcTGxnL48GECAwPp0aMHkydPpkyZMk77/vjjjzEMg169el2Wy8PDg48//pjx48eTmZlJjRo1GD58ODExMYVzIkRERMRcNhv88rH94STnT9iXRdwL0VOgXDVzs0mRYOo4zSWdxmkWEREpBo5ugW9GwOH/fypx+VrQeZq9/7KUePmt10y90iwiIiJimgunYcUk+HkeYEAZb2g7Em57CtzczU4nRYyKZhERESldbFbYON9eMF88Y1/W8EG4eyL4hZoaTYouFc0iIiJSehxaD18/B8m/2OcrNoAur0D1O8zNJUWeimYREREp+c6lwPLxsPVD+7yHP9w1GpoPBFeVQ3J1+paIiIhIyWXNhvVvw/dxkJlmX9b0EegwHnyCTI0mxYuKZhERESmZ9v8A34yEEzvs86FNoctrULm5ubmkWFLRLCIiIiVL6mH4bgz89oV93ivQ/tjrpo+Ci2kPQ5ZiTkWziIiIlAw5mZA0C354DbIvgMXF3me5/YtQNtDsdFLMqWgWERGR4m/3Mvh2JJzeZ5+vcht0eRUqNTI3l5QYKppFRESk+Dq9HxJehF3f2Od9guHuSdDoIbBYzM0mJYqKZhERESl+si7AmhmwegZYM8HFDSKfgLYvgGfej0IWuV4qmkVERKT4MAzY8T/71eXUQ/ZlNdrau2IE1TU3m5RoKppFRESkeDjxu73f8r6V9nm/ytBpCtT7h7piSKFT0SwiIiJFW+Y5WPUK/PRvsOWAqwfc/gzcEQPuZc1OJ6WEimYREREpmgwDtn1mH3M5Pdm+rE5n+9XlwJrmZpNSR0WziIiIFD3Jv8I3I+DgWvt8uRrQeRrUiTY3l5RaKppFRESk6Lh4BlZOgQ3vgGEDNy9o8zy0GgJlPM1OJ6WYimYRERExn80GWxbB8vFw4ZR9Wf1u0PFlCKhiZjIRQEWziIiImO3IRvj6eTi6yT4fFAGdX4Gabc3NJfIXKppFRETEHOdPQuIE2LQQMMDdF9rHQsvHwLWM2elEnKhoFhERkZvLmgMb58GKSZCRal/WuBdETQDfYHOzieRBRbOIiIjcPAfW2kfFSPnVPh/SELq8BlVvMzeXyFWoaBYREZHCl3YMlo2DbZ/Y5z0DoMNYaNYfXFxNjSaSHyqaRUREpPDkZMG6ObBqGmSlAxZo1hfuGgfe5c1OJ5JvKppFROTqLp6FvYlgzTY7iRQn2Rftj74++bt9Pqw53PMahDY1N5fIdVDRLCIieTMM+G0JfDsKzh83O40UV95B9pv8GvcCFxez04hcFxXNIiKSuzMH4OvnYM8y+3xANSgfbm4mKX4qNYbbh4FXgNlJRG6IimYREXFmzbH/Sf37OMi+AK7ucEcM3BkDbh5mpxMRMYWKZhER+dORTfC/ZyH5F/t8tdvh3hkQVMfUWCIiZlPRLCIikHkOVkyG9XPBsNmHA+s4CZo8oj6oIiKoaBYRkZ3fwDfPQ9oR+3zDByE6DnyCzM0lIlKEqGgWESmt0o7CtyNhx//s8wHV4N7pUCvK3FwiIkWQimYRkdLGZoWf34PlEyDrHFhcofVQaPsCuJc1O52ISJGkollEpDRJ/tV+o9+Rn+3zYc2g60wIaWhuLhGRIk5Fs4hIaZB1wf4Y46RZYMsBd1/oMA5aDAQXV7PTiYgUeSqaRURKur0r4KvhcOYP+3zEvdD5FfAPMzWWiEhxoqJZRKSkSj8BCS/Ctk/s876hcM9rEHGPublERIohFc0iIiWNYcDmRbBsLFw8A1gg8nG4awx4+JqdTkSkWFLRLCJSkpzcDf8bBgdW2+eDG8I/Ztpv+BMRkeumollEpCTIyYTVM+DH18CaBW5e0P5FuO0pcNU/9SIiN0r/koqIFHcH1tqHkTv5u32+VhTc8zqUq25qLBGRksTF7ACzZ8+mevXqeHp6EhkZyfr16/Nsm52dzcSJEwkPD8fT05PGjRsTHx/v1ObcuXMMGzaMatWq4eXlRevWrdmwYYNTm379+mGxWJxenTp1cmpz+vRpevfujZ+fHwEBAQwcOJD09PSCO3ARkRt18Qx8ORTmdbYXzN5B0ONd6P2ZCmYRkQJmatG8ePFiYmJieOmll9i0aRONGzcmOjqa48eP59p+zJgxzJ07lzfffJPt27fzxBNP0L17dzZv3uxoM2jQIJYtW8bChQvZtm0bHTt2JCoqiiNHjjhtq1OnThw7dszx+uijj5ze7927N7/99hvLli3jq6++4ocffuCxxx4r+JMgInKtDAO2fQazWsCm9+3Lbu0LQzZAwwfAYjE3n4hICWQxDMMwa+eRkZG0aNGCWbNmAWCz2ahSpQpDhw5l1KhRl7UPDQ1l9OjRPP30045lPXr0wMvLi0WLFnHx4kV8fX3573//yz33/DmkUrNmzejcuTMvv/wyYL/SfPbsWZYuXZprrh07dlC/fn02bNhA8+bNAYiPj6dLly4cPnyY0NDQfB1fWloa/v7+pKam4ufnl691RESu6Mwf8FUM7E20z1eoC11nQLXWZqYSESm28luvmXalOSsri40bNxIVFfVnGBcXoqKiSEpKynWdzMxMPD09nZZ5eXmxerX9LvGcnBysVusV21zy/fffU7FiRerWrcuTTz7JqVOnHO8lJSUREBDgKJgBoqKicHFxYd26dXkeU2ZmJmlpaU4vEZECYc2GNTNh9m32gtnVHdq9CE/8qIJZROQmMK1oPnnyJFarleDgYKflwcHBJCcn57pOdHQ006dPZ/fu3dhsNpYtW8aSJUs4duwYAL6+vrRq1YpJkyZx9OhRrFYrixYtIikpydEG7F0z3n//fRITE5k2bRqrVq2ic+fOWK1WAJKTk6lYsaLTvt3c3AgMDMwzG0BcXBz+/v6OV5UqVa7r3IiIODm8Ef7THpaNg5yLUP1OeHIttHsB3DzMTiciUiqYfiPgtZg5cya1a9cmIiICd3d3hgwZQv/+/XFx+fMwFi5ciGEYhIWF4eHhwRtvvEGvXr2c2jz88MP84x//oGHDhnTr1o2vvvqKDRs28P33399QvtjYWFJTUx2vQ4cO3dD2RKSUy0iDb0bCOx0gZRt4lYP7ZkPf/0GF2manExEpVUwrmitUqICrqyspKSlOy1NSUggJCcl1naCgIJYuXcr58+c5cOAAO3fuxMfHh5o1azrahIeHs2rVKtLT0zl06BDr168nOzvbqc3f1axZkwoVKrBnzx4AQkJCLrsZMScnh9OnT+eZDcDDwwM/Pz+nl4jIddnxFcyOhPVzAQMa9YQhP0PTR3Sjn4iICUwrmt3d3WnWrBmJiYmOZTabjcTERFq1anXFdT09PQkLCyMnJ4fPP/+c++6777I23t7eVKpUiTNnzpCQkJBrm0sOHz7MqVOnqFSpEgCtWrXi7NmzbNy40dFmxYoV2Gw2IiMjr/VQRUTyL/UIfNwbFveGc0ftQ8c9+gXc/x/wrmB2OhGRUsvU0TMWL15M3759mTt3Li1btmTGjBl88skn7Ny5k+DgYPr06UNYWBhxcXEArFu3jiNHjtCkSROOHDnC+PHj2b9/P5s2bSIgIACAhIQEDMOgbt267NmzhxEjRuDp6cmPP/5ImTJlSE9PZ8KECfTo0YOQkBD27t3LyJEjOXfuHNu2bcPDw94/sHPnzqSkpDBnzhyys7Pp378/zZs358MPP8z38Wn0DBHJN5sVNrwDiZMg6xy4uEHrodBmJLiXNTudiEiJld96zdQnAvbs2ZMTJ04wbtw4kpOTadKkCfHx8Y6bAw8ePOjUFzkjI4MxY8awb98+fHx86NKlCwsXLnQUzACpqanExsZy+PBhAgMD6dGjB5MnT6ZMmTIAuLq68ssvv7BgwQLOnj1LaGgoHTt2ZNKkSY6CGeCDDz5gyJAhdOjQARcXF3r06MEbb7xxc06MiJQuydvsT/Q78v9/3arcArrOhOAG5uYSEREHU680l3S60iwiV5R1AVZNhbWzwLCChx90GAfNB4JLsbpPW0Sk2CoWV5pFREqtPcvtDyk5e8A+X+8f0PkV8Ktkbi4REcmVimYRkZsp/TjEx8Kvn9nn/SrDPa9B3c7m5hIRkStS0SwicjPYbLB5of0BJRlnweICkU9A+xfBw9fsdCIichUqmkVECtuJXfC/YXBwrX0+pJH9Rr+wW02NJSIi+aeiWUSksORkwo/T4cfXwZYNZcpC+9H2K8yu+udXRKQ40b/aIiKF4Y/V9qvLp3bb52t3hC6vQblqpsYSEZHro6JZRKQgXTgNy8bC5kX2ee+K0HkaNOiux1+LiBRjKppFRAqCYcC2T+0jY1w4aV/WrD9EjQevADOTiYhIAVDRLCJyo07vh69jYO8K+3xQhP1Gv6q3mZtLREQKjIpmEZHrZc2GpFnw/TTIuQiuHtB2BLR+FtzczU4nIiIFSEWziMj1OPwz/O9ZSPnVPl/9Trh3BlSoZWosEREpHCqaRUSuRUYaJE6EDe8ABngFQvRkaNxLN/qJiJRgKppFRPJrx//gmxFw7ph9vnEv6DgZvMubm0tERAqdimYRkatJPQzfjIRdX9vnA2vCvf+Cmu1MjSUiIjePimYRkbzYrLD+bVgxCbLSwcUNbn8W2oyAMl5mpxMRkZtIRbOISG6O/WK/0e/oJvt8lUj7jX7B9U2NJSIi5lDRLCLyV1nn4fs4SPo3GFbw8Ieol+wPKnFxMTudiIiYREWziMglu5fZH1Jy9qB9vn43+yOwfUNMjSUiIuZT0Swici4F4kfBb0vs8/5V4J7XoU60ublERKTIUNEsIqWXzQabFsDylyAjFSwuEPkktH8RPHzMTiciIkWIimYRKZ1O7LLf6HcwyT5fqTF0nQmhTc3NJSIiRZKKZhEpXbIz4MfXYfW/wJYNZbzhrtHQ8nFw1T+JIiKSO/0PISKlx/4f4KvhcGqPfb5OJ+jyGgRUMTeXiIgUeSqaRaTku3AavhsDWz6wz/uE2EfFqH8fWCzmZhMRkWJBRbOIlFyGAb8shoQX4cIpwALNB9jHXfb0NzudiIgUIyqaRaRkOr3P3hVj3/f2+Yr17Tf6VWlpaiwRESmeVDSLSMlizYa1b8CqVyAnA9w8oe1IaDUU3NzNTiciIsWUimYRKTkOrbcPI3d8u32+Rlu4919QPtzcXCIiUuypaBaR4i8jFZZPgJ/fAwwoWx6ip0CjnrrRT0RECoSKZhEpvgwDdnwJ34yE9GT7sia94e5J4F3e3GwiIlKiqGgWkeLp7CH4ZgT8/q19PjAcus6AGm1MjSUiIiWTimYRKV5sVlg3F1a8DNnnwaUM3DEc7nwOynianU5EREooFc0iUnwc3WK/0e/YFvt8ldvsw8hVjDAzlYiIlAIqmkWk6MtMh+/j4Kd/g2EDD3+4ewLc2hdcXMxOJyIipYCKZhEp2n5PgK+fg9RD9vkG90OnqeAbbG4uEREpVVQ0i0jRdC4Zvn0Bti+1z/tXhXunQ+27TY0lIiKlk4pmESlabDbYOM8+7nJmKlhc4bYnof2L4O5tdjoRESmlVDSLSNFxfIf9Rr9D6+zzoU3tN/pVamxuLhERKfVUNIuI+bIz4IdXYc1MsGWDuw/cNQZaPgYurmanExERUdEsIibbtwq+Ggan99nn63aBLq+Cf2VTY4mIiPyV6WM1zZ49m+rVq+Pp6UlkZCTr16/Ps212djYTJ04kPDwcT09PGjduTHx8vFObc+fOMWzYMKpVq4aXlxetW7dmw4YNTtt44YUXaNiwId7e3oSGhtKnTx+OHj3qtJ3q1atjsVicXlOnTi3Ygxcpzc6fgi+egPf/YS+YfSvBQwvh4Q9VMIuISJFjatG8ePFiYmJieOmll9i0aRONGzcmOjqa48eP59p+zJgxzJ07lzfffJPt27fzxBNP0L17dzZv3uxoM2jQIJYtW8bChQvZtm0bHTt2JCoqiiNHjgBw4cIFNm3axNixY9m0aRNLlixh165d/OMf/7hsfxMnTuTYsWOO19ChQwvnRIiUJoYBWz6CWc1h60eABVoMhqfXQf1/gMVidkIREZHLWAzDMMzaeWRkJC1atGDWrFkA2Gw2qlSpwtChQxk1atRl7UNDQxk9ejRPP/20Y1mPHj3w8vJi0aJFXLx4EV9fX/773/9yzz33ONo0a9aMzp078/LLL+eaY8OGDbRs2ZIDBw5QtWpVwH6lediwYQwbNuy6jy8tLQ1/f39SU1Px8/O77u2IlBin9sJXw2H/Kvt8xQb2G/2qtDA3l4iIlFr5rddMu9KclZXFxo0biYqK+jOMiwtRUVEkJSXluk5mZiaenp5Oy7y8vFi9ejUAOTk5WK3WK7bJTWpqKhaLhYCAAKflU6dOpXz58jRt2pRXX32VnJycKx5TZmYmaWlpTi8RAXKy7Df6/buVvWB284So8fD4KhXMIiJSLJh2I+DJkyexWq0EBzs/1Ss4OJidO3fmuk50dDTTp0+nTZs2hIeHk5iYyJIlS7BarQD4+vrSqlUrJk2aRL169QgODuajjz4iKSmJWrVq5brNjIwMXnjhBXr16uX028UzzzzDrbfeSmBgIGvXriU2NpZjx44xffr0PI8pLi6OCRMmXOupECnZDv4E/xsGJ3bY52u2tz+kJLCmqbFERESuhek3Al6LmTNnUrt2bSIiInB3d2fIkCH0798fF5c/D2PhwoUYhkFYWBgeHh688cYb9OrVy6nNJdnZ2Tz00EMYhsFbb73l9F5MTAzt2rWjUaNGPPHEE7z++uu8+eabZGZm5pkvNjaW1NRUx+vQoUMFd/Aixc3Fs/auGO9F2wvmshXg/rfh0S9UMIuISLFjWtFcoUIFXF1dSUlJcVqekpJCSEhIrusEBQWxdOlSzp8/z4EDB9i5cyc+Pj7UrPnnf8Dh4eGsWrWK9PR0Dh06xPr168nOznZqA38WzAcOHGDZsmVX7XMcGRlJTk4Of/zxR55tPDw88PPzc3qJlDqGAb99AbNbws/v2Zc1fQSGbIBGD+lGPxERKZZMK5rd3d1p1qwZiYmJjmU2m43ExERatWp1xXU9PT0JCwsjJyeHzz//nPvuu++yNt7e3lSqVIkzZ86QkJDg1OZSwbx7926WL19O+fLlr5p3y5YtuLi4ULFixWs4SpFS5uxB+LAnfNoP0lOgfG3o9zXcNxvKBpqdTkRE5LqZ+nCTmJgY+vbtS/PmzWnZsiUzZszg/Pnz9O/fH4A+ffoQFhZGXFwcAOvWrePIkSM0adKEI0eOMH78eGw2GyNHjnRsMyEhAcMwqFu3Lnv27GHEiBFEREQ4tpmdnc0DDzzApk2b+Oqrr7BarSQnJwMQGBiIu7s7SUlJrFu3jvbt2+Pr60tSUhLDhw/nkUceoVy5cjf5LIkUA9YcWDcHVk6G7Avg6g53xMCdMeDmYXY6ERGRG2Zq0dyzZ09OnDjBuHHjSE5OpkmTJsTHxztuDjx48KBTX+SMjAzGjBnDvn378PHxoUuXLixcuNBp1IvU1FRiY2M5fPgwgYGB9OjRg8mTJ1OmTBkAjhw5wpdffglAkyZNnPKsXLmSdu3a4eHhwccff8z48ePJzMykRo0aDB8+nJiYmMI9ISLF0dHN8L9n4dhW+3zV1tB1BgTVNTWWiIhIQTJ1nOaSTuM0S4mWmW6/srxuDhg28PSHuydB00chlxtvRUREiqL81mumXmkWkWJqVzx88zyk/v8IMbc8AJ3iwEd9/kVEpGRS0Swi+Zd2DOJfgO3/tc8HVIN7pkPtqCuvJyIiUsypaBaRq7PZYON7sHwCZKaBxRVaD4G2o8C9rNnpRERECp2KZhG5spTt9hv9Dq+3z4feCl1nQqVG5uYSERG5iVQ0i0jusi/Cqldg7RtgywF3H+gwDloMAhdXs9OJiIjcVCqaReRye1faH4F9Zr99PuJe6PwK+IeZm0tERMQkKppF5E/nT0LCi/DLYvu8byh0eRXq3WtuLhEREZOpaBYRMAzY8iF8NxoungEs0HIw3DUWPDXGuIiIiIpmkdLu5B74ahj88aN9PvgW+41+lZubGktERKQoUdEsUppt+wyWPgXWTHDzgnajoNXT4FrG7GQiIiJFiopmkdLq/Cn4KsZeMId3gHunQ7nqZqcSEREpklQ0i5RW30+BzFQIaQi9P9UwciIiIlfgYnYAETHB8R3w8zz7dHScCmYREZGrUNEsUtoYhn1YOcMK9bpCjTvNTiQiIlLkqWgWKW12L4O9K8DVHe6eaHYaERGRYkFFs0hpYs22X2UGiHwCAmuam0dERKSYUNEsUppseBdO7YayFaDN82anERERKTZUNIuUFhdOw/dx9um7xoCnv7l5REREihEVzSKlxappkHHW/sS/W/uYnUZERKRYUdEsUhqc2AXr37ZPR0/WEHMiIiLX6LqK5pycHJYvX87cuXM5d+4cAEePHiU9Pb1Aw4lIAflujH2IubpdoGY7s9OIiIgUO9f8RMADBw7QqVMnDh48SGZmJnfffTe+vr5MmzaNzMxM5syZUxg5ReR67VkOu78DlzLQ8WWz04iIiBRL13yl+dlnn6V58+acOXMGLy8vx/Lu3buTmJhYoOFE5AZZcyBhtH068nEoH25uHhERkWLqmq80//jjj6xduxZ3d3en5dWrV+fIkSMFFkxECsDGeXBiJ3gFQpsRZqcREREptq75SrPNZsNqtV62/PDhw/j6+hZIKBEpABfPwMop9un2L4JXgKlxREREirNrLpo7duzIjBkzHPMWi4X09HReeuklunTpUpDZRORGrHoVLp6GoAho1t/sNCIiIsXaNXfPeO211+jUqRP169cnIyODf/7zn+zevZsKFSrw0UcfFUZGEblWJ/fA+rn26egp4HrNP+oiIiLyF9f8P2mVKlXYunUrixcvZuvWraSnpzNw4EB69+7tdGOgiJho2Viw5UDtaKjVwew0IiIixd41Fc3Z2dlERETw1Vdf0bt3b3r37l1YuUTkeu1dCbu+ARc3DTEnIiJSQK6pT3OZMmXIyMgorCwicqOsOZDwon26xSAIqmNuHhERkRLimm8EfPrpp5k2bRo5OTmFkUdEbsTm9+H4dvAMgLYvmJ1GRESkxLjmPs0bNmwgMTGR7777joYNG+Lt7e30/pIlSwosnIhcg4xUWDHZPt3+RSgbaG4eERGREuSai+aAgAB69OhRGFlE5Eb88BpcOAkV6kDzAWanERERKVGuuWieN29eYeQQkRtxai/89JZ9uuNkcC1jbh4REZES5roHbz1x4gS7du0CoG7dugQFBRVYKBG5RsvGgS0bwjtA7bvNTiMiIlLiXPONgOfPn2fAgAFUqlSJNm3a0KZNG0JDQxk4cCAXLlwojIwiciX7f4CdX4HFFaIng8VidiIREZES55qL5piYGFatWsX//vc/zp49y9mzZ/nvf//LqlWreO655wojo4jkxWb9c4i55gOgYj1z84iIiJRQFsMwjGtZoUKFCnz22We0a9fOafnKlSt56KGHOHHiREHmK9bS0tLw9/cnNTUVPz8/s+NISbTpffhyKHj4wzObwbu82YlERESKlfzWa9d8pfnChQsEBwdftrxixYrqniFyM2WkQeIk+3S7F1Qwi4iIFKJrLppbtWrFSy+95PRkwIsXLzJhwgRatWpVoOFE5ApWT4fzxyEwHFoMNjuNiIhIiXbNo2fMnDmT6OhoKleuTOPGjQHYunUrnp6eJCQkFHhAEcnFmT8g6d/26ejJ4OZuahwREZGS7pqvNN9yyy3s3r2buLg4mjRpQpMmTZg6dSq7d++mQYMG1xxg9uzZVK9eHU9PTyIjI1m/fn2ebbOzs5k4cSLh4eF4enrSuHFj4uPjndqcO3eOYcOGUa1aNby8vGjdujUbNmxwamMYBuPGjaNSpUp4eXkRFRXF7t27ndqcPn2a3r174+fnR0BAAAMHDiQ9Pf2aj0+kUCx7CayZULMd1OlkdhoREZES77rGaS5btiyDB9/4n4MXL15MTEwMc+bMITIykhkzZhAdHc2uXbuoWLHiZe3HjBnDokWLePvtt4mIiCAhIYHu3buzdu1amjZtCsCgQYP49ddfWbhwIaGhoSxatIioqCi2b99OWFgYAK+88gpvvPEGCxYsoEaNGowdO5bo6Gi2b9+Op6cnAL179+bYsWMsW7aM7Oxs+vfvz2OPPcaHH354w8ctckMOrIXtS8HiAtFTNMSciIjIzWBcoylTphjvvvvuZcvfffddY+rUqde0rZYtWxpPP/20Y95qtRqhoaFGXFxcru0rVapkzJo1y2nZ/fffb/Tu3dswDMO4cOGC4erqanz11VdObW699VZj9OjRhmEYhs1mM0JCQoxXX33V8f7Zs2cNDw8P46OPPjIMwzC2b99uAMaGDRscbb799lvDYrEYR44cyfN4MjIyjNTUVMfr0KFDBmCkpqbm53SIXJ3Vahhz7jSMl/wM48tnzU4jIiJS7KWmpuarXrvm7hlz584lIiLisuUNGjRgzpw5+d5OVlYWGzduJCoqyrHMxcWFqKgokpKScl0nMzPTcSX4Ei8vL1avXg1ATk4OVqv1im32799PcnKy0379/f2JjIx07DcpKYmAgACaN2/uaBMVFYWLiwvr1q3L85ji4uLw9/d3vKpUqZKfUyGSf1s/gmNbwcMP2o82O42IiEipcc1Fc3JyMpUqVbpseVBQEMeOHcv3dk6ePInVar1s+Lrg4GCSk5NzXSc6Oprp06eze/dubDYby5YtY8mSJY79+vr60qpVKyZNmsTRo0exWq0sWrSIpKQkR5tL277SfpOTky/rHuLm5kZgYGCe2QBiY2NJTU11vA4dOpTv8yFyVZnpkDjRPt1mBPjo0fUiIiI3yzUXzVWqVGHNmjWXLV+zZg2hoaEFEiovM2fOpHbt2kRERODu7s6QIUPo378/Li5/HsbChQsxDIOwsDA8PDx444036NWrl1ObwuLh4YGfn5/TS6TArJkB6clQrgZEPm52GhERkVLlmivJwYMHM2zYMObNm8eBAwc4cOAA7733HsOHD7+mmwMrVKiAq6srKSkpTstTUlIICQnJdZ2goCCWLl3K+fPnOXDgADt37sTHx4eaNWs62oSHh7Nq1SrS09M5dOgQ69evJzs729Hm0ravtN+QkBCOHz/u9H5OTg6nT5/OM5tIoTp7ENa+aZ/uOAncPMzNIyIiUspcc9E8YsQIBg4cyFNPPUXNmjWpWbMmQ4cO5ZlnniE2Njbf23F3d6dZs2YkJiY6ltlsNhITE6/6kBRPT0/CwsLIycnh888/57777rusjbe3N5UqVeLMmTMkJCQ42tSoUYOQkBCn/aalpbFu3TrHflu1asXZs2fZuHGjo82KFSuw2WxERkbm+xhFCszy8ZCTAdXvhIh7zU4jIiJS6lgMwzCuZ8X09HR27NiBl5cXtWvXxsPj2q98LV68mL59+zJ37lxatmzJjBkz+OSTT9i5cyfBwcH06dOHsLAw4uLiAFi3bh1HjhyhSZMmHDlyhPHjx7N//342bdpEQEAAAAkJCRiGQd26ddmzZw8jRozA09OTH3/8kTJlygAwbdo0pk6d6jTk3C+//OI05Fznzp1JSUlhzpw5jiHnmjdvfk1DzuX3WeYiV3RwHbzXEbDA4z9ApUZmJxIRESkx8luvXdc4zQA+Pj60aNGCAwcOsHfvXiIiIq6533DPnj05ceIE48aNIzk5mSZNmhAfH++4Se/gwYNO28zIyGDMmDHs27cPHx8funTpwsKFCx0FM0BqaiqxsbEcPnyYwMBAevToweTJkx0FM8DIkSM5f/48jz32GGfPnuWOO+4gPj7eadSNDz74gCFDhtChQwdcXFzo0aMHb7zxxnWeLZHrZLNBwv//BefWR1Uwi4iImCTfV5rfe+89zp49S0xMjGPZY489xrvvvgtA3bp1SUhI0DBrf6ErzXLDti6GLx4Ddx8Yugl8g6++joiIiORbfuu1fF8a/s9//kO5cuUc8/Hx8cybN4/333+fDRs2EBAQwIQJE24stYj8Keu8vS8zwJ3PqWAWERExUb67Z+zevdvpYR///e9/ue++++jduzcAU6ZMoX///gWfUKS0WvMGnDsKAVXhtqfMTiMiIlKq5ftK88WLF50uWa9du5Y2bdo45mvWrHnFB3+IyDVIPQJrZtqn754EZTyv3F5EREQKVb6L5mrVqjmGYDt58iS//fYbt99+u+P95ORk/P39Cz6hSGmUOAFyLkLV1lD/8iEVRURE5ObKd/eMvn378vTTT/Pbb7+xYsUKIiIiaNasmeP9tWvXcssttxRKSJFS5fDP8MtiwAKdpoDFYnYiERGRUi/fRfPIkSO5cOECS5YsISQkhE8//dTp/TVr1tCrV68CDyhSqhgGxI+yTzf5J4Q2NTePiIiIADfwcBO5Og05J9ds22fw+UAo4w1DN4JfJbMTiYiIlGgFPuSciBSy7Iuw7CX79J3DVTCLiIgUISqaRYqKtbMg7TD4V4FWQ8xOIyIiIn+holmkKEg7Bqun26ejxkMZL1PjiIiIiDMVzSJFQeJEyL4AlVvCLT3MTiMiIiJ/o6JZxGxHN8PWD+3TnaZqiDkREZEiqMCK5kOHDjFgwICC2pxI6WAYEB9rn270MFRuduX2IiIiYooCK5pPnz7NggULCmpzIqXD9qVwMAncvKDDOLPTiIiISB7y/XCTL7/88orv79u374bDiJQq2Rnw3f8XyncMA/8wU+OIiIhI3vJdNHfr1g2LxcKVnoViUV9Mkfz7aTakHgS/MGj9jNlpRERE5Ary3T2jUqVKLFmyBJvNlutr06ZNhZlTpGQ5lwI//mWIOfeypsYRERGRK8t30dysWTM2btyY5/tXuwotIn+xYhJkpUNYc7jlAbPTiIiIyFXku3vGiBEjOH/+fJ7v16pVi5UrVxZIKJES7dhW2LzIPt0pDlw08qOIiEhRl++i+c4777zi+97e3rRt2/aGA4mUaIYB8S8Chv0Kc5WWZicSERGRfMj3Ja59+/ap+4XIjdr5FRxYDW6e9r7MIiIiUizku2iuXbs2J06ccMz37NmTlJSUQgklUiLlZMJ3Y+zTrZ+BgCrm5hEREZF8y3fR/PerzN98880V+ziLyN+smwNn/gCfELj9WbPTiIiIyDXQHUgiN0P6cVj1qn066iXw8DE3j4iIiFyTfBfNFovlsoeX6GEmIvm0cjJknYNKTaDRw2anERERkWuU79EzDMOgX79+eHh4AJCRkcETTzyBt7e3U7slS5YUbEKR4i75V9j0vn2601QNMSciIlIM5bto7tu3r9P8I488UuBhREocw4CEF8GwQYPuUK2V2YlERETkOuS7aJ43b15h5hApmXZ9C/tXgasHRE0wO42IiIhcJ/2dWKSw5GTBd6Pt062ehnLVzM0jIiIi101Fs0hhWf8fOL0PvCvCnTFmpxEREZEboKJZpDCcPwWrXrFPdxgHHr7m5hEREZEboqJZpDB8PwUyUyGkETT5p9lpRERE5AapaBYpaCnb4ef37NOd4sDF1dw8IiIicsNUNIsUJMOw3/xn2KBeV6h+h9mJREREpACoaBYpSLuXwd4V4OoOd080O42IiIgUEBXNIgXFmm1/kAnAbU9CYE1z84iIiEiBUdEsUlA2vAundkPZCnDn82anERERkQKkolmkIFw4Dd/H2afvGgOefubmERERkQKlolmkIHw/FTLOQvAtcGsfs9OIiIhIAVPRLHKjTuyCDe/Yp6OnaIg5ERGREsj0onn27NlUr14dT09PIiMjWb9+fZ5ts7OzmThxIuHh4Xh6etK4cWPi4+Od2litVsaOHUuNGjXw8vIiPDycSZMmYRiGo43FYsn19eqrrzraVK9e/bL3p06dWvAnQIq/78aAYYW690DNtmanERERkULgZubOFy9eTExMDHPmzCEyMpIZM2YQHR3Nrl27qFix4mXtx4wZw6JFi3j77beJiIggISGB7t27s3btWpo2bQrAtGnTeOutt1iwYAENGjTg559/pn///vj7+/PMM88AcOzYMaftfvvttwwcOJAePXo4LZ84cSKDBw92zPv66lHI8je7l8Pu78ClDHScZHYaERERKSQW46+XYG+yyMhIWrRowaxZswCw2WxUqVKFoUOHMmrUqMvah4aGMnr0aJ5++mnHsh49euDl5cWiRYsAuPfeewkODubdd9/Ns83fdevWjXPnzpGYmOhYVr16dYYNG8awYcOu+/jS0tLw9/cnNTUVPz/dGFbiWHPgrdZwche0GgLRk81OJCIiItcov/Waad0zsrKy2LhxI1FRUX+GcXEhKiqKpKSkXNfJzMzE09PTaZmXlxerV692zLdu3ZrExER+//13ALZu3crq1avp3LlzrttMSUnh66+/ZuDAgZe9N3XqVMqXL0/Tpk159dVXycnJueIxZWZmkpaW5vSSEmzjPHvB7BUIbUaYnUZEREQKkWndM06ePInVaiU4ONhpeXBwMDt37sx1nejoaKZPn06bNm0IDw8nMTGRJUuWYLVaHW1GjRpFWloaERERuLq6YrVamTx5Mr179851mwsWLMDX15f777/fafkzzzzDrbfeSmBgIGvXriU2NpZjx44xffr0PI8pLi6OCRMm5PcUSHF28QysnGKfvms0eAWYGkdEREQKl6l9mq/VzJkzGTx4MBEREVgsFsLDw+nfvz/vvfeeo80nn3zCBx98wIcffkiDBg3YsmULw4YNIzQ0lL59+162zffee4/evXtfdgU7JibGMd2oUSPc3d15/PHHiYuLw8PDI9d8sbGxTuulpaVRpUqVGz1sKYpWvQoXT0NQPbi1n9lpREREpJCZVjRXqFABV1dXUlJSnJanpKQQEhKS6zpBQUEsXbqUjIwMTp06RWhoKKNGjaJmzT8fVzxixAhGjRrFww8/DEDDhg05cOAAcXFxlxXNP/74I7t27WLx4sVXzRsZGUlOTg5//PEHdevWzbWNh4dHngW1lCAn98D6ufbp6MngWqx+9xQREZHrYFqfZnd3d5o1a+Z0853NZiMxMZFWrVpdcV1PT0/CwsLIycnh888/57777nO8d+HCBVxcnA/L1dUVm8122XbeffddmjVrRuPGja+ad8uWLbi4uOQ6qoeUMt+NAVsO1I6GWh3MTiMiIiI3gamXyGJiYujbty/NmzenZcuWzJgxg/Pnz9O/f38A+vTpQ1hYGHFx9scTr1u3jiNHjtCkSROOHDnC+PHjsdlsjBw50rHNrl27MnnyZKpWrUqDBg3YvHkz06dPZ8CAAU77TktL49NPP+X111+/LFdSUhLr1q2jffv2+Pr6kpSUxPDhw3nkkUcoV65cIZ4RKfL2roTfvwUXN+j4stlpRERE5CYxtWju2bMnJ06cYNy4cSQnJ9OkSRPi4+MdNwcePHjQ6apxRkYGY8aMYd++ffj4+NClSxcWLlxIQECAo82bb77J2LFjeeqppzh+/DihoaE8/vjjjBs3zmnfH3/8MYZh0KtXr8tyeXh48PHHHzN+/HgyMzOpUaMGw4cPd+qvLKWQNQcSXrRPtxgMQXXMzSMiIiI3janjNJd0Gqe5hPn5PfhqOHgGwDOboWyg2YlERETkBhX5cZpFipWMVFjx/90x2r+ogllERKSUUdEskh8/vAoXTkGFOtB8wNXbi4iISImiolnkak7thZ/m2Kejp4BrGXPziIiIyE2nolnkapaNA1s21IqC2nebnUZERERMoKJZ5Er2/wA7vwKLK3ScbHYaERERMYmKZpG82KwQ//9DzDUfABUjzM0jIiIiplHRLJKXLR9Ayjbw9Id2sWanEREREROpaBbJTUYaJE6yT7cdBd7lzc0jIiIiplLRLJKb1dPh/HEIDIcWg8xOIyIiIiZT0Szyd2f+gKTZ9unoyeDmbmocERERMZ+KZpG/WzYOrFlQsx3U6WR2GhERESkCVDSL/NWBtbD9v2BxsT/IxGIxO5GIiIgUASqaRS6x2SB+lH26WT8IbmBqHBERESk6VDSLXLL1Izi2FTz8oP1os9OIiIhIEaKiWQQgMx0SJ9in24wA7wrm5hEREZEiRUWzCMDqf0F6CpSrAZGPm51GREREihgVzSJnD0LSLPt0x5fBzcPcPCIiIlLkqGgWWT4ecjKg+p0QcY/ZaURERKQIUtEspdvBdfDr54BFQ8yJiIhInlQ0S+n11yHmbn0UKjUyN4+IiIgUWSqapfTa9ikc3QTuvnDXWLPTiIiISBGmollKp6zz9r7MAG2eA5+KpsYRERGRok1Fs5ROa96Ac0choCpEPml2GhERESniVDRL6ZN6GNbMtE/fPQnKeJqbR0RERIo8Fc1S+iyfADkXoWprqH+f2WlERESkGFDRLKXL4Z9h2yeABTppiDkRERHJHxXNUnoYxp9DzDXpDaFNzc0jIiIixYaKZik9fv0cDm+AMt7QQUPMiYiISP6paJbSIesCLHvJPn3ncPANMTePiIiIFCsqmqV0SJoNaYfBvwq0GmJ2GhERESlmVDRLyZd2DFZPt0/fPQHKeJmbR0RERIodFc1S8iVOhOwLUCUSGtxvdhoREREphlQ0S8l2ZBNs/dA+HR2nIeZERETkuqholpLLMCA+1j7d6GGo3MzcPCIiIlJsqWiWkmv7Ujj0E5QpCx3GmZ1GREREijEVzVIyZWfAd/9fKN8+DPzDTI0jIiIixZuKZimZfpoNqQfBLwxaDzU7jYiIiBRzKpql5DmXDD/+/xBzUePBvaypcURERKT4U9EsJc+KSZCVDmHN4ZYHzE4jIiIiJYCKZilZjm2FzR/YpztNBRd9xUVEROTGmV5RzJ49m+rVq+Pp6UlkZCTr16/Ps212djYTJ04kPDwcT09PGjduTHx8vFMbq9XK2LFjqVGjBl5eXoSHhzNp0iQMw3C06devHxaLxenVqVMnp+2cPn2a3r174+fnR0BAAAMHDiQ9Pb1gD14KlmFA/IuAAQ0fhCotzE4kIiIiJYSbmTtfvHgxMTExzJkzh8jISGbMmEF0dDS7du2iYsWKl7UfM2YMixYt4u233yYiIoKEhAS6d+/O2rVradq0KQDTpk3jrbfeYsGCBTRo0ICff/6Z/v374+/vzzPPPOPYVqdOnZg3b55j3sPDw2lfvXv35tixYyxbtozs7Gz69+/PY489xocfflhIZ0Nu2I7/wYHV4OYJHV4yO42IiIiUIBbjr5dgb7LIyEhatGjBrFmzALDZbFSpUoWhQ4cyatSoy9qHhoYyevRonn76aceyHj164OXlxaJFiwC49957CQ4O5t13382zTb9+/Th79ixLly7NNdeOHTuoX78+GzZsoHnz5gDEx8fTpUsXDh8+TGhoaL6OLy0tDX9/f1JTU/Hz88vXOnKdcjJhdks48we0GQl3jTY7kYiIiBQD+a3XTOuekZWVxcaNG4mKivozjIsLUVFRJCUl5bpOZmYmnp6eTsu8vLxYvXq1Y75169YkJiby+++/A7B161ZWr15N586dndb7/vvvqVixInXr1uXJJ5/k1KlTjveSkpIICAhwFMwAUVFRuLi4sG7dujyPKTMzk7S0NKeX3CTr5tgLZt9KcPuzZqcRERGREsa07hknT57EarUSHBzstDw4OJidO3fmuk50dDTTp0+nTZs2hIeHk5iYyJIlS7BarY42o0aNIi0tjYiICFxdXbFarUyePJnevXs72nTq1In777+fGjVqsHfvXl588UU6d+5MUlISrq6uJCcnX9Y9xM3NjcDAQJKTk/M8pri4OCZMmHA9p0NuRPpxWPWqfbrDS+DhY24eERERKXFM7dN8rWbOnMngwYOJiIjAYrEQHh5O//79ee+99xxtPvnkEz744AM+/PBDGjRowJYtWxg2bBihoaH07dsXgIcfftjRvmHDhjRq1Ijw8HC+//57OnTocN35YmNjiYmJccynpaVRpUqV696e5NPKyZB1DkKbQqOeZqcRERGREsi07hkVKlTA1dWVlJQUp+UpKSmEhITkuk5QUBBLly7l/PnzHDhwgJ07d+Lj40PNmjUdbUaMGMGoUaN4+OGHadiwIY8++ijDhw8nLi4uzyw1a9akQoUK7NmzB4CQkBCOHz/u1CYnJ4fTp0/nmQ3sNxP6+fk5vaSQJW+DTe/bp6PjNMSciIiIFArTKgx3d3eaNWtGYmKiY5nNZiMxMZFWrVpdcV1PT0/CwsLIycnh888/57777nO8d+HCBVz+Vji5urpis9ny3N7hw4c5deoUlSpVAqBVq1acPXuWjRs3OtqsWLECm81GZGTkNR2nFCLDgIQXwbBBg+5Q7crfGxEREZHrZWr3jJiYGPr27Uvz5s1p2bIlM2bM4Pz58/Tv3x+APn36EBYW5rhKvG7dOo4cOUKTJk04cuQI48ePx2azMXLkSMc2u3btyuTJk6latSoNGjRg8+bNTJ8+nQEDBgCQnp7OhAkT6NGjByEhIezdu5eRI0dSq1YtoqOjAahXrx6dOnVi8ODBzJkzh+zsbIYMGcLDDz+c75Ez5CbY9S3s/wFcPSBKfclFRESk8JhaNPfs2ZMTJ04wbtw4kpOTadKkCfHx8Y6bAw8ePOh01TgjI4MxY8awb98+fHx86NKlCwsXLiQgIMDR5s0332Ts2LE89dRTHD9+nNDQUB5//HHGjRsH2K86//LLLyxYsICzZ88SGhpKx44dmTRpktNYzR988AFDhgyhQ4cOuLi40KNHD954442bc2Lk6nKy4Lv/H1au9RAoV83cPCIiIlKimTpOc0mncZoL0dpZ9qLZJxiGbgQPX7MTiYiISDFU5MdpFrlu50/Cqlfs03eNVcEsIiIihU5FsxQ/K6dAZiqENIIm/zQ7jYiIiJQCKpqleEnZDhvn2ac7xYGLq7l5REREpFRQ0SzFx1+HmKv3D6h+h9mJREREpJRQ0SzFx+7vYN9KcHWHuyeanUZERERKERXNUjxYsyHh/4eYu+1JCKxhbh4REREpVVQ0S/Gw4V04tRu8g+DO581OIyIiIqWMimYp+i6chu/tT4XkrjHgqTGvRURE5OZS0SxF3/dTIeMsBN8CTR81O42IiIiUQiqapWg7sQs2vGOfjp6iIeZERETEFCqapWhLGA2GFereAzXbmp1GRERESikVzVJ07V4Oe5aBSxnoOMnsNCIiIlKKqWiWosmaY3+QCUDk41A+3Nw8IiIiUqqpaJaiaeM8OLkLypaHNiPMTiMiIiKlnIpmKXounoGVk+3T7V8ErwBT44iIiIioaJaiZ9Wr9sI5qB7c2s/sNCIiIiIqmqWIObkH1s+1T3eaAq5u5uYRERERQUWzFDXfjQFbDtSOhvC7zE4jIiIiAqholqJk7wr4/VtwcYOOL5udRkRERMRBRbMUDdYc+4NMAFoMhqA65uYRERER+QsVzVI0bH4fjm8Hr3LQdqTZaUREREScqGgW82Wkwor/747R7kUoG2huHhEREZG/UdEs5vvhVbhwCirUgeb9zU4jIiIichkVzWKuU3vhpzn26egp4FrG3DwiIiIiuVDRLOZaNg5s2VArCmrfbXYaERERkVypaBbz7P8Bdn4FFlfoONnsNCIiIiJ5UtEs5rBZIf5F+3SLgVAxwtw8IiIiIlegolnMsXkRpGwDT39oF2t2GhEREZErUtEsN19GGqyYZJ9uO0pDzImIiEiRp6JZbr7V0+H8CShfC1oMMjuNiIiIyFWpaJab68wfkDTbPt1xMri5mxpHREREJD9UNMvNtWwcWLOgZjuoE212GhEREZF8UdEsN88fa2D7f8HiYn+QicVidiIRERGRfFHRLDeHzQYJ/z9KRrN+ENzA1DgiIiIi10JFs9wcWz+CY1vBww/ajzY7jYiIiMg1UdEshS8zHRIn2KfbjgTvCubmEREREblGKpql8K3+F6SnQLka0PIxs9OIiIiIXDMVzVK4zh6EtW/apzu+DG4e5uYRERERuQ4qmqVwLR8P1kyofidE3GN2GhEREZHroqJZCs/BdfDr54AFOsVpiDkREREptlQ0S+Gw2SB+lH361j4Q0tDcPCIiIiI3wPSiefbs2VSvXh1PT08iIyNZv359nm2zs7OZOHEi4eHheHp60rhxY+Lj453aWK1Wxo4dS40aNfDy8iI8PJxJkyZhGIZjGy+88AINGzbE29ub0NBQ+vTpw9GjR522U716dSwWi9Nr6tSpBX8CSqptn8DRTeDuC3eNMTuNiIiIyA1xM3PnixcvJiYmhjlz5hAZGcmMGTOIjo5m165dVKxY8bL2Y8aMYdGiRbz99ttERESQkJBA9+7dWbt2LU2bNgVg2rRpvPXWWyxYsIAGDRrw888/079/f/z9/XnmmWe4cOECmzZtYuzYsTRu3JgzZ87w7LPP8o9//IOff/7ZaX8TJ05k8ODBjnlfX9/CPSElRdZ5e19mgDbPgc/ln6WIiIhIcWIxLl2CNUFkZCQtWrRg1qxZANhsNqpUqcLQoUMZNWrUZe1DQ0MZPXo0Tz/9tGNZjx498PLyYtGiRQDce++9BAcH8+677+bZ5u82bNhAy5YtOXDgAFWrVgXsV5qHDRvGsGHDrvv40tLS8Pf3JzU1FT8/v+veTrGzMg5WTYWAavD0eijjaXYiERERkVzlt14zrXtGVlYWGzduJCoq6s8wLi5ERUWRlJSU6zqZmZl4ejoXYF5eXqxevdox37p1axITE/n9998B2Lp1K6tXr6Zz5855ZklNTcVisRAQEOC0fOrUqZQvX56mTZvy6quvkpOTc8VjyszMJC0tzelV6qQehjUz7dMdJ6lgFhERkRLBtO4ZJ0+exGq1Ehwc7LQ8ODiYnTt35rpOdHQ006dPp02bNoSHh5OYmMiSJUuwWq2ONqNGjSItLY2IiAhcXV2xWq1MnjyZ3r1757rNjIwMXnjhBXr16uX028UzzzzDrbfeSmBgIGvXriU2NpZjx44xffr0PI8pLi6OCRMmXMtpKHmWT4Cci1Dtdqj3D7PTiIiIiBQIU/s0X6uZM2cyePBgIiIisFgshIeH079/f9577z1Hm08++YQPPviADz/8kAYNGrBlyxaGDRtGaGgoffv2ddpednY2Dz30EIZh8NZbbzm9FxMT45hu1KgR7u7uPP7448TFxeHhkfsDOmJjY53WS0tLo0qVKgVx6MXDoQ32GwCxQPRkDTEnIiIiJYZpRXOFChVwdXUlJSXFaXlKSgohISG5rhMUFMTSpUvJyMjg1KlThIaGMmrUKGrWrOloM2LECEaNGsXDDz8MQMOGDTlw4ABxcXFORfOlgvnAgQOsWLHiqn2OIyMjycnJ4Y8//qBu3bq5tvHw8MizoC7xDAMSYu3TTXpDaFNz84iIiIgUINP6NLu7u9OsWTMSExMdy2w2G4mJibRq1eqK63p6ehIWFkZOTg6ff/459913n+O9Cxcu4OLifFiurq7YbDbH/KWCeffu3Sxfvpzy5ctfNe+WLVtwcXHJdVQPwf4Qk8MboIw3dBhrdhoRERGRAmVq94yYmBj69u1L8+bNadmyJTNmzOD8+fP0798fgD59+hAWFkZcXBwA69at48iRIzRp0oQjR44wfvx4bDYbI0eOdGyza9euTJ48mapVq9KgQQM2b97M9OnTGTBgAGAvmB944AE2bdrEV199hdVqJTk5GYDAwEDc3d1JSkpi3bp1tG/fHl9fX5KSkhg+fDiPPPII5cqVu8lnqRjIugDLXrJP3xkDvrn/pUBERESkuDK1aO7ZsycnTpxg3LhxJCcn06RJE+Lj4x03Bx48eNDpqnFGRgZjxoxh3759+Pj40KVLFxYuXOg06sWbb77J2LFjeeqppzh+/DihoaE8/vjjjBs3DoAjR47w5ZdfAtCkSROnPCtXrqRdu3Z4eHjw8ccfM378eDIzM6lRowbDhw936q8sf5E0C9IOg38VaPX01duLiIiIFDOmjtNc0pWKcZrTjsKbzSD7AjzwHtzSw+xEIiIiIvlW5MdplhIicZK9YK4SCQ3uNzuNiIiISKFQ0SzX78gm2PqhfbpTnIaYExERkRJLRbNcH8OA+P8fYq7RwxDWzNw8IiIiIoVIRbNcn9++gEM/QZmy0GGc2WlERERECpWKZrl22Rl/DjF3+zDwDzM1joiIiEhhU9Es1+6n2ZB6EPzCoPVQs9OIiIiIFDoVzXJtziXDj9Pt01ETwL2suXlEREREbgIVzXJtVkyCrHQIaw4NHzA7jYiIiMhNoaJZ8u/oFtj8gX2601QNMSciIiKlhopmyR/DgIQXAQMaPghVWpidSEREROSmUdEs+bPjf3BgDbh5QdR4s9OIiIiI3FQqmuXqcjLhuzH26dufAf/K5uYRERERuclUNMvV/fQWnD0AvpXg9mfNTiMiIiJy06lolitLPw4/vGaf7vASuHubm0dERETEBCqa5cpWToascxDaFBr1NDuNiIiIiClUNEvekrfBpvft052mgou+LiIiIlI6qQqS3BkGxMeCYYMG3aHqbWYnEhERETGNimbJ3a5v4I8fwdXD/rhsERERkVJMRbNcLifrzyHmWg+BctXMzSMiIiJiMhXNcrn1/4HT+8AnGO4YbnYaEREREdO5mR1AipjzJ2HVK/bpDuPAw9fcPCIictNZrVays7PNjiFSIMqUKYOrq+sNb0dFszhbOQUyUyGkETT+p9lpRETkJjIMg+TkZM6ePWt2FJECFRAQQEhICBaL5bq3oaJZ/pSyHTbOs093itMQcyIipcylgrlixYqULVv2hgoMkaLAMAwuXLjA8ePHAahUqdJ1b0tFs9gZBiS8aB9irt4/oPodZicSEZGbyGq1Ogrm8uXLmx1HpMB4eXkBcPz4cSpWrHjdXTV0KVHsdn8H+1aCqzvcPdHsNCIicpNd6sNctmxZk5OIFLxL3+sb6auvolnAmm2/ygxw25MQWMPcPCIiYhp1yZCSqCC+1yqaBTa8A6f2gHcQ3Pm82WlEREREihwVzaXdhdPwfZx9+q4x4Olnbh4REZEioHr16syYMSPf7b///nssFotGHinBVDSXdt9PhYxUCL4Fmj5qdhoREZFrYrFYrvgaP378dW13w4YNPPbYY/lu37p1a44dO4a/v/917S+/LhXnf3+NGWN/km9GRgb9+vWjYcOGuLm50a1bt3xtd9WqVdx1110EBgZStmxZateuTd++fcnKyirEoyleNHpGaXZil71rBvz/EHM3PvC3iIjIzXTs2DHH9OLFixk3bhy7du1yLPPx8XFMG4aB1WrFze3q5U9QUNA15XB3dyckJOSa1rkRu3btws/vz78OXzpOq9WKl5cXzzzzDJ9//nm+trV9+3Y6derE0KFDeeONN/Dy8mL37t18/vnnWK3WQsl/LZ9FUaErzaVZwmgwrFD3HqjRxuw0IiJSxBiGwYWsHFNehmHkK2NISIjj5e/vj8Vicczv3LkTX19fvv32W5o1a4aHhwerV69m79693HfffQQHB+Pj40OLFi1Yvny503b/3j3DYrHwzjvv0L17d8eV2C+//NLx/t+7Z8yfP5+AgAASEhKoV68ePj4+dOrUyanIz8nJ4ZlnniEgIIDy5cvzwgsv0Ldv33xdHa5YsaLTsV8qmr29vXnrrbcYPHhwvov47777jpCQEF555RVuueUWwsPD6dSpE2+//bZjuDaANWvW0K5dO8qWLUu5cuWIjo7mzJkzAGRmZvLMM89QsWJFPD09ueOOO9iwYcNl5+fvn4XNZiMuLo4aNWrg5eVF48aN+eyzz/KV+2YrPuW9FKzdy2DPMnApAx0nmZ1GRESKoIvZVuqPSzBl39snRlPWvWDKlFGjRvHaa69Rs2ZNypUrx6FDh+jSpQuTJ0/Gw8OD999/n65du7Jr1y6qVq2a53YmTJjAK6+8wquvvsqbb75J7969OXDgAIGBgbm2v3DhAq+99hoLFy7ExcWFRx55hOeff54PPvgAgGnTpvHBBx8wb9486tWrx8yZM1m6dCnt27cvkOPOr5CQEI4dO8YPP/xAmza5X0TbsmULHTp0YMCAAcycORM3NzdWrlzpuBI9cuRIPv/8cxYsWEC1atV45ZVXiI6OZs+ePU7n5++fRVxcHIsWLWLOnDnUrl2bH374gUceeYSgoCDatm17U44/v1Q0l0bWbPtVZoDIx6F8uLl5RERECtHEiRO5++67HfOBgYE0btzYMT9p0iS++OILvvzyS4YMGZLndvr160evXr0AmDJlCm+88Qbr16+nU6dOubbPzs5mzpw5hIfb/58dMmQIEyf++SyEN998k9jYWLp37w7ArFmz+Oabb/J1TJUrV3aaP3DgwHU/lObBBx8kISGBtm3bEhISwm233UaHDh3o06ePowvIK6+8QvPmzfn3v//tWK9BgwYAnD9/nrfeeov58+fTuXNnAN5++22WLVvGu+++y4gRIxzr/PWzyMzMZMqUKSxfvpxWrVoBULNmTVavXs3cuXNVNEsRsHE+nNwFZctDmxFXbS4iIqWTVxlXtk+MNm3fBaV58+ZO8+np6YwfP56vv/6aY8eOkZOTw8WLFzl48OAVt9OoUSPHtLe3N35+fo7HM+embNmyjoIZ7I9wvtQ+NTWVlJQUWrZs6Xjf1dWVZs2aYbPZrnpMP/74I76+vo75cuXKXXWdvLi6ujJv3jxefvllVqxYwbp165gyZQrTpk1j/fr1VKpUiS1btvDggw/muv7evXvJzs7m9ttvdywrU6YMLVu2ZMeOHU5t//pZ7NmzhwsXLjj9QgOQlZVF06ZNr/t4CouK5tLm4hlYOdk+3X40eAWYGkdERIoui8VSYF0kzOTt7e00//zzz7Ns2TJee+01atWqhZeXFw888MBVR4ooU6aM07zFYrligZtb+/z21b6aGjVqEBAQUCDbuiQsLIxHH32URx99lEmTJlGnTh3mzJnDhAkTnPo234i/fhbp6ekAfP3114SFhTm18/DwKJD9FSTdCFjarHrFXjgH1YNb+5qdRkRE5KZbs2YN/fr1o3v37jRs2JCQkBD++OOPm5rB39+f4OBgp5vlrFYrmzZtuqk58lKuXDkqVarE+fPnAftV9sTExFzbhoeH4+7uzpo1axzLsrOz2bBhA/Xr189zH/Xr18fDw4ODBw9Sq1Ytp1eVKlUK9oAKQPH/9VHy7+RuWP8f+3SnKeCqj19EREqf2rVrs2TJErp27YrFYmHs2LH56hJR0IYOHUpcXBy1atUiIiKCN998kzNnztzwI5+3b99OVlYWp0+f5ty5c2zZsgWAJk2a5Np+7ty5bNmyhe7duxMeHk5GRgbvv/8+v/32G2+++SYAsbGxNGzYkKeeeoonnngCd3d3Vq5cyYMPPkiFChV48sknGTFiBIGBgVStWpVXXnmFCxcuMHDgwDxz+vr68vzzzzN8+HBsNht33HEHqamprFmzBj8/P/r2LVoX91Q1lSbfjQVbDtTpBOF3mZ1GRETEFNOnT2fAgAG0bt2aChUq8MILL5CWlnbTc7zwwgskJyfTp08fXF1deeyxx4iOjsbV9cb6c3fp0oUDBw445i/1D86ra0jLli1ZvXo1TzzxBEePHsXHx4cGDRqwdOlSx814derU4bvvvuPFF1+kZcuWeHl5ERkZ6bgxcurUqdhsNh599FHOnTtH8+bNSUhIuGpf60mTJhEUFERcXBz79u0jICCAW2+9lRdffPGGzkFhsBgF1blGLpOWloa/vz+pqalOA5CbYu8KWNgdXNzgqZ+gQm1z84iISJGSkZHB/v37qVGjBp6enmbHKZVsNhv16tXjoYceYtIkDQdbkK70/c5vvaYrzaWBNefPIeZaDFbBLCIiUgQcOHCA7777jrZt25KZmcmsWbPYv38///znP82OJrkw/UbA2bNnU716dTw9PYmMjGT9+vV5ts3OzmbixImEh4fj6elJ48aNiY+Pd2pjtVoZO3as48ky4eHhTJo0yelPEoZhMG7cOCpVqoSXlxdRUVHs3r3baTunT5+md+/e+Pn5ERAQwMCBAx13eRY7mxbA8e3gVQ7ajjQ7jYiIiAAuLi7Mnz+fFi1acPvtt7Nt2zaWL19OvXr1zI4muTC1aF68eDExMTG89NJLbNq0icaNGxMdHZ3nmIdjxoxh7ty5vPnmm2zfvp0nnniC7t27s3nzZkebadOm8dZbbzFr1ix27NjBtGnTeOWVVxwd2cE+QPcbb7zBnDlzWLduHd7e3kRHR5ORkeFo07t3b3777TeWLVvGV199xQ8//MBjjz1WeCejsFw8++cQc+1ehLK5P7VIREREbq4qVaqwZs0aUlNTSUtLY+3atXk+kU/MZ2qf5sjISFq0aMGsWbMAe1+eKlWqMHToUEaNGnVZ+9DQUEaPHs3TTz/tWNajRw+8vLxYtGgRAPfeey/BwcG8++67ubYxDIPQ0FCee+45nn/+ecA+wHhwcDDz58/n4YcfZseOHdSvX58NGzY4BuGOj4+nS5cuHD58mNDQ0HwdX5Ho0/zdGFj7JlSoC0+uAdcyV19HRERKHfVplpKsIPo0m3alOSsri40bNxIVFfVnGBcXoqKiSEpKynWdzMzMyw7Uy8uL1atXO+Zbt25NYmIiv//+OwBbt25l9erVjsc67t+/n+TkZKf9+vv7ExkZ6dhvUlISAQEBTk+tiYqKwsXFhXXr1uV5TJmZmaSlpTm9THVqL/w0xz4dPUUFs4iIiMh1Mu1GwJMnT2K1WgkODnZaHhwczM6dO3NdJzo6munTp9OmTRvCw8NJTExkyZIlWK1WR5tRo0aRlpZGREQErq6uWK1WJk+eTO/evQFITk527Ofv+730XnJyMhUrVnR6383NjcDAQEeb3MTFxTFhwoR8noGbYNk4sGVDrSioHXX19iIiIiKSK9NvBLwWM2fOpHbt2kRERODu7s6QIUPo378/Li5/HsYnn3zCBx98wIcffsimTZtYsGABr732GgsWLCj0fLGxsaSmpjpehw4dKvR95mnfKtj5FVhcoeNk83KIiIiIlACmXWmuUKECrq6upKSkOC1PSUkhJCQk13WCgoJYunQpGRkZnDp1itDQUEaNGkXNmjUdbUaMGMGoUaN4+OGHAWjYsCEHDhwgLi6Ovn37OradkpJCpUqVnPZ76Uk5ISEhl92MmJOTw+nTp/PMBvbnpBeJZ6XbrJDw/4OCtxgIFSPMzSMiIiJSzJl2pdnd3Z1mzZo5PcfcZrORmJhIq1atrriup6cnYWFh5OTk8Pnnn3Pfffc53rtw4YLTlWcAV1dXx+Mxa9SoQUhIiNN+09LSWLdunWO/rVq14uzZs2zcuNHRZsWKFdhsNiIjI6//oG+WzYsg5Vfw9Id2sWanERERESn2TO2eERMTw9tvv82CBQvYsWMHTz75JOfPn6d///4A9OnTh9jYP4u+devWsWTJEvbt28ePP/5Ip06dsNlsjBz559jDXbt2ZfLkyXz99df88ccffPHFF0yfPp3u3bsDYLFYGDZsGC+//DJffvkl27Zto0+fPoSGhtKtWzcA6tWrR6dOnRg8eDDr169nzZo1DBkyhIcffjjfI2eYJiMNVvz/U4TaxWqIORERkXxo164dw4YNc8xXr16dGTNmXHEdi8XC0qVLb3jfBbUdKVymFs09e/bktddeY9y4cTRp0oQtW7YQHx/vuEnv4MGDHDt2zNE+IyODMWPGUL9+fbp3705YWBirV68mICDA0ebNN9/kgQce4KmnnqJevXo8//zzPP74406Poxw5ciRDhw7lscceo0WLFqSnpxMfH+80MscHH3xAREQEHTp0oEuXLtxxxx385z//KfyTcqN+fB3On4DytaDFILPTiIiIFKquXbvSqVOnXN/78ccfsVgs/PLLL9e83Q0bNhT48xnGjx/v6Ar6V8eOHXOM8lVY5s+fj8Viuez1zjvvODL885//pE6dOri4uDj9AnElX3zxBbfddhv+/v74+vrSoEGDfK9b3Jj+GO0hQ4YwZMiQXN/7/vvvnebbtm3L9u3br7g9X19fZsyYccXfDi0WCxMnTmTixIl5tgkMDOTDDz+84r6KnNP74ad/26c7TtYQcyIiUuINHDiQHj16cPjwYSpXruz03rx582jevDmNGjW65u0GBQUVVMSrutL9UgXJz8+PXbt2OS3z9/cH7MPmBgUFMWbMGP71r3/la3uJiYn07NmTyZMn849//AOLxcL27dtZtmxZgWe/xGq1YrFYLuuKezMUq9Ez5CqWvwTWLKjZHupEm51GRESKO8OArPPmvPL57LV7772XoKAg5s+f77Q8PT2dTz/9lIEDB3Lq1Cl69epFWFgYZcuWpWHDhnz00UdX3O7fu2fs3r2bNm3a4OnpSf369XMtDF944QXq1KlD2bJlqVmzJmPHjiU7OxuwX+mdMGECW7dudVzlvZT5790ztm3bxl133YWXlxfly5fnscceIz093fF+v3796NatG6+99hqVKlWifPnyPP3004595cVisRASEuL08vLychzvzJkz6dOnj6OQvpr//e9/3H777YwYMYK6detSp04dunXrxuzZsy9r16JFCzw9PalQoYKjyyzAmTNn6NOnD+XKlaNs2bJ07tyZ3bt3O96fP38+AQEBfPnll9SvXx8PDw8OHjxIZmYmzz//PGFhYXh7exMZGXnZxdaCZvqVZikgf6yB7f8Fi4v9QSYWi9mJRESkuMu+AFNMupfnxaPg7n3VZm5ubvTp04f58+czevRoLP///9+nn36K1WqlV69epKen06xZM1544QX8/Pz4+uuvefTRRwkPD6dly5ZX3YfNZuP+++8nODiYdevWkZqammsXBF9fX+bPn09oaCjbtm1j8ODB+Pr6MnLkSHr27Mmvv/5KfHw8y5cvB8i1OD1//jzR0dG0atWKDRs2cPz4cQYNGsSQIUOcfjFYuXIllSpVYuXKlezZs4eePXvSpEkTBg8efNXjKSghISF8+OGH/Prrr9xyyy25tvn666/p3r07o0eP5v333ycrK4tvvvnG8X6/fv3YvXs3X375JX5+frzwwgt06dKF7du3U6aM/S/mFy5cYNq0abzzzjuUL1+eihUrMmTIELZv387HH39MaGgoX3zxBZ06dWLbtm3Url27UI5XRXNJ4V0BarSF8uEQXN/sNCIiIjfNgAEDePXVV1m1ahXt2rUD7F0zevTogb+/P/7+/jz//POO9kOHDiUhIYFPPvkkX0Xz8uXL2blzJwkJCY4BAaZMmXJZP+QxY8Y4pqtXr87zzz/Pxx9/zMiRI/Hy8sLHxwc3N7crdsf48MMPycjI4P3338fb2/5Lw6xZs+jatSvTpk1z3PdVrlw5Zs2ahaurKxEREdxzzz0kJiZesWhOTU3Fx8fHMe/j43PFh7ZdzdChQ/nxxx9p2LAh1apV47bbbqNjx4707t3bMQTv5MmTefjhh50e/ta4cWMAR7G8Zs0aWrduDdjvKatSpQpLly7lwQcfBCA7O5t///vfjvUOHjzIvHnzOHjwoOPzeP7554mPj2fevHlMmTLluo/pSlQ0lxRBdaHPf+3dM0RERApCmbL2K75m7TufIiIiaN26Ne+99x7t2rVjz549/Pjjj457l6xWK1OmTOGTTz7hyJEjZGVlkZmZSdmy+dvHjh07qFKlitMIWrkNj7t48WLeeOMN9u7dS3p6Ojk5Ofj5+eX7OC7tq3Hjxo6CGeD222/HZrOxa9cuR9HcoEEDXF1dHW0qVarEtm3brrhtX19fNm3a5Ji/0X7B3t7efP311+zdu5eVK1fy008/8dxzzzFz5kySkpIoW7YsW7ZsybOQ37FjB25ubk7D+ZYvX566deuyY8cOxzJ3d3enfunbtm3DarVSp04dp+1lZmZSvnz5GzqmK1HRXJJYLOBWBB6uIiIiJYPFkq8uEkXBwIEDGTp0KLNnz2bevHmEh4fTtm1bAF599VVmzpzJjBkzaNiwId7e3gwbNoysrIK70JSUlETv3r2ZMGEC0dHR+Pv78/HHH/P6668X2D7+6lLXhUssFovjmRR5cXFxoVatWgWeJTw8nPDwcAYNGsTo0aOpU6cOixcvpn///o4+0zfCy8vL0e0G7P3VXV1d2bhxo9MvDoDTlfSCphsBRUREpNh76KGHcHFx4cMPP+T9999nwIABjkJrzZo13HfffTzyyCM0btyYmjVr8vvvv+d72/Xq1ePQoUNOw+D+9NNPTm3Wrl1LtWrVGD16NM2bN6d27docOHDAqY27uztWq/Wq+9q6dSvnz593LFuzZg0uLi7UrVs335nNUr16dcqWLevI36hRI6cHyv1VvXr1yMnJYd26dY5lp06dYteuXdSvn3dX06ZNm2K1Wjl+/Di1atVyehXmSCQqmkVERKTY8/HxoWfPnsTGxnLs2DH69evneK927dosW7aMtWvXsmPHDh5//HFSUlLyve2oqCjq1KlD37592bp1Kz/++COjR492alO7dm0OHjzIxx9/zN69e3njjTf44osvnNpUr16d/fv3s2XLFk6ePElmZuZl++rduzeenp707duXX3/9lZUrVzJ06FAeffRRR9eMwrJlyxa2bNlCeno6J06cYMuWLVcc6nf8+PGMHDmS77//nv3797N582YGDBhAdnY2d999NwAvvfQSH/1fe3cfFVWdxgH8OyDvb6O8zAwGLAiCL5BCROiu0sLKqLGoWa2hWLl6MjXtoMdt19fa0rTU3bTdTp3A05qVu4opsQkpmopKZiplKCzFbjFyQhAQkbdn//Bwj6PAjCIMI9/POfecufP7zZ3nNw/3noffuS/bt2PlypU4d+4czp49i9deew3A9d8sOTkZs2fPxuHDh3H69GlMnz4dAwcONHra880GDx6MlJQUpKamYufOnSgtLcWJEyewZs0aZGVl3d0f5QYsmomIiOieMGvWLFRVVSExMdHo/ONly5YhMjISiYmJiIuLg1arVZ4CbA4bGxvs2rULV69exYMPPojf//73eOWVV4z6/Pa3v8ULL7yA+fPnY8SIETh69CiWL19u1OfRRx+FXq/Hww8/DG9v73Zve+fs7IzPPvsMly5dQnR0NKZOnYr4+Hhs3rz59n6MOzBy5EiMHDkSJ0+exAcffICRI0diwoQJHfYfO3Ys/vOf/yA1NRVhYWEYP348DAYD9u3bp8yKx8XFYceOHfjkk08wYsQI/PrXv8aJEyeUbaSnpyMqKgqPPPIIYmNjISL49NNPbzn95Gbp6elITU1FWloaQkNDMWnSJBQUFMDf3//u/BjtUImYeSNEum01NTXw8PDA5cuXb/tCACIiop7U0NCA0tJSBAYGGj0hl+he0Nnft7n1GmeaiYiIiIhMYNFMRERERGQCi2YiIiIiIhNYNBMRERERmcCimYiIiBS8PwDdi+7G3zWLZiIiIlJu8VVfX2/hSIjuvra/a1O3susMH6NNREREsLW1hVqtRkVFBYDr9wu+8dHFRNZIRFBfX4+Kigqo1epbHrt9O1g0ExEREQAojyBuK5yJ7hVqtbrLj9hm0UxEREQAAJVKBZ1OBx8fHzQ1NVk6HKK7ws7OrkszzG1YNBMREZERW1vbu1JkEN1LeCEgEREREZEJLJqJiIiIiExg0UxEREREZALPae5GbTfSrqmpsXAkRERERNSetjrN1ANQWDR3o9raWgCAn5+fhSMhIiIios7U1tbCw8Ojw3aV8HmZ3aa1tRU//fQT3NzceIP4blJTUwM/Pz/897//hbu7u6XDoW7CPPcNzHPfwDz3DdaUZxFBbW0tfH19YWPT8ZnLnGnuRjY2NrjvvvssHUaf4O7u3ut3Suo65rlvYJ77Bua5b7CWPHc2w9yGFwISEREREZnAopmIiIiIyAQWzWTVHBwcsHLlSjg4OFg6FOpGzHPfwDz3Dcxz33Av5pkXAhIRERERmcCZZiIiIiIiE1g0ExERERGZwKKZiIiIiMgEFs1ERERERCawaKZeb9WqVVCpVEZLWFiY0t7Q0IB58+bB09MTrq6uePTRR3Hx4kULRkzmOHToEJKSkuDr6wuVSoXMzEyjdhHBihUroNPp4OTkhISEBFy4cMGoz6VLl5CSkgJ3d3eo1WrMmjULdXV1PTgKMsVUnp966qlb9m+9Xm/Uh3nu/dasWYPo6Gi4ubnBx8cHkyZNQlFRkVEfc47VZWVlmDhxIpydneHj44MlS5agubm5J4dCnTAnz3Fxcbfs088++6xRH2vNM4tmsgrDhg1DeXm5shw+fFhpe+GFF7Bnzx7s2LEDBw8exE8//YQpU6ZYMFoyx5UrV3D//fdjy5Yt7bavW7cOf/3rX/H3v/8dx48fh4uLCxITE9HQ0KD0SUlJwTfffIOcnBzs3bsXhw4dwpw5c3pqCGQGU3kGAL1eb7R/b9++3aidee79Dh48iHnz5uHYsWPIyclBU1MTxo0bhytXrih9TB2rW1paMHHiRDQ2NuLo0aPYunUrMjIysGLFCksMidphTp4BYPbs2Ub79Lp165Q2q86zEPVyK1eulPvvv7/dturqarGzs5MdO3Yo7507d04ASH5+fg9FSF0FQHbt2qWst7a2ilarlfXr1yvvVVdXi4ODg2zfvl1ERL799lsBIAUFBUqf7OxsUalU8uOPP/ZY7GS+m/MsIjJz5kxJTk7u8DPMs3WqqKgQAHLw4EERMe9Y/emnn4qNjY0YDAalz9/+9jdxd3eXa9eu9ewAyCw351lEZOzYsbJw4cIOP2PNeeZMM1mFCxcuwNfXF0FBQUhJSUFZWRkA4OTJk2hqakJCQoLSNywsDP7+/sjPz7dUuNRFpaWlMBgMRnn18PBATEyMktf8/Hyo1Wo88MADSp+EhATY2Njg+PHjPR4z3bm8vDz4+PggNDQUc+fORWVlpdLGPFuny5cvAwAGDBgAwLxjdX5+PsLDw6HRaJQ+iYmJqKmpwTfffNOD0ZO5bs5zm23btsHLywvDhw/Hiy++iPr6eqXNmvPcz9IBEJkSExODjIwMhIaGory8HKtXr8avfvUrFBYWwmAwwN7eHmq12ugzGo0GBoPBMgFTl7Xl7saDatt6W5vBYICPj49Re79+/TBgwADm3oro9XpMmTIFgYGBKCkpwR//+EeMHz8e+fn5sLW1ZZ6tUGtrKxYtWoTRo0dj+PDhAGDWsdpgMLS7z7e1Ue/SXp4B4Mknn0RAQAB8fX1x5swZLF26FEVFRdi5cycA684zi2bq9caPH6+8joiIQExMDAICAvDxxx/DycnJgpERUVf97ne/U16Hh4cjIiICgwYNQl5eHuLj4y0YGd2pefPmobCw0OjaE7r3dJTnG683CA8Ph06nQ3x8PEpKSjBo0KCeDvOu4ukZZHXUajUGDx6M4uJiaLVaNDY2orq62qjPxYsXodVqLRMgdVlb7m6+sv7GvGq1WlRUVBi1Nzc349KlS8y9FQsKCoKXlxeKi4sBMM/WZv78+di7dy8OHDiA++67T3nfnGO1Vqttd59va6Peo6M8tycmJgYAjPZpa80zi2ayOnV1dSgpKYFOp0NUVBTs7Ozw+eefK+1FRUUoKytDbGysBaOkrggMDIRWqzXKa01NDY4fP67kNTY2FtXV1Th58qTSZ//+/WhtbVUO0mR9/ve//6GyshI6nQ4A82wtRATz58/Hrl27sH//fgQGBhq1m3Osjo2NxdmzZ43+ScrJyYG7uzuGDh3aMwOhTpnKc3u+/vprADDap602z5a+EpHIlLS0NMnLy5PS0lI5cuSIJCQkiJeXl1RUVIiIyLPPPiv+/v6yf/9++fLLLyU2NlZiY2MtHDWZUltbK6dOnZJTp04JANmwYYOcOnVKfvjhBxERWbt2rajVatm9e7ecOXNGkpOTJTAwUK5evapsQ6/Xy8iRI+X48eNy+PBhCQkJkWnTpllqSNSOzvJcW1srixcvlvz8fCktLZXc3FyJjIyUkJAQaWhoULbBPPd+c+fOFQ8PD8nLy5Py8nJlqa+vV/qYOlY3NzfL8OHDZdy4cfL111/Lv//9b/H29pYXX3zREkOidpjKc3Fxsbz00kvy5ZdfSmlpqezevVuCgoJkzJgxyjasOc8smqnXe+KJJ0Sn04m9vb0MHDhQnnjiCSkuLlbar169Ks8995z0799fnJ2dZfLkyVJeXm7BiMkcBw4cEAC3LDNnzhSR67edW758uWg0GnFwcJD4+HgpKioy2kZlZaVMmzZNXF1dxd3dXZ5++mmpra21wGioI53lub6+XsaNGyfe3t5iZ2cnAQEBMnv2bKNbUYkwz9agvRwDkPT0dKWPOcfq77//XsaPHy9OTk7i5eUlaWlp0tTU1MOjoY6YynNZWZmMGTNGBgwYIA4ODhIcHCxLliyRy5cvG23HWvOsEhHpuXltIiIiIiLrw3OaiYiIiIhMYNFMRERERGQCi2YiIiIiIhNYNBMRERERmcCimYiIiIjIBBbNREREREQmsGgmIiIiIjKBRTMRERERkQksmomIeolf/OIX2LRpk9n98/LyoFKpUF1d3W0x3QsyMjKgVqstHQYRWTkWzUREt0mlUnW6rFq16o62W1BQgDlz5pjdf9SoUSgvL4eHh8cdfZ+52orz9haDwdCt301E1Fv0s3QARETWpry8XHn90UcfYcWKFSgqKlLec3V1VV6LCFpaWtCvn+nDrbe3923FYW9vD61We1uf6YqioiK4u7sbvefj49Nj309EZEmcaSYiuk1arVZZPDw8oFKplPXvvvsObm5uyM7ORlRUFBwcHHD48GGUlJQgOTkZGo0Grq6uiI6ORm5urtF2bz49Q6VS4d1338XkyZPh7OyMkJAQfPLJJ0r7zadntJ2G8Nlnn2HIkCFwdXWFXq83KvKbm5vx/PPPQ61Ww9PTE0uXLsXMmTMxadIkk+P28fExGrtWq4WNjQ0aGhowbNgwo1nykpISuLm54b333gMAVFZWYtq0aRg4cCCcnZ0RHh6O7du3G20/Li4OCxYswKJFi9C/f39oNBq88847uHLlCp5++mm4ubkhODgY2dnZt/wGWVlZiIiIgKOjIx566CEUFhZ2Opbdu3cjMjISjo6OCAoKwurVq9Hc3Azg+j86q1atgr+/PxwcHODr64vnn3/e5O9DRPc2Fs1ERN3gD3/4A9auXYtz584hIiICdXV1mDBhAj7//HOcOnUKer0eSUlJKCsr63Q7q1evxuOPP44zZ85gwoQJSElJwaVLlzrsX19fj9dffx3vv/8+Dh06hLKyMixevFhpf+2117Bt2zakp6fjyJEjqKmpQWZmZpfG6ujoiG3btmHr1q3YvXs3WlpaMH36dPzmN7/BM888AwBoaGhAVFQUsrKyUFhYiDlz5mDGjBk4ceKE0ba2bt0KLy8vnDhxAgsWLMDcuXPx2GOPYdSoUfjqq68wbtw4zJgxA/X19UafW7JkCd544w0UFBTA29sbSUlJaGpqajfeL774AqmpqVi4cCG+/fZbvP3228jIyMArr7wCAPjXv/6FjRs34u2338aFCxeQmZmJ8PDwLv1GRHQPECIiumPp6eni4eGhrB84cEAASGZmpsnPDhs2TN58801lPSAgQDZu3KisA5Bly5Yp63V1dQJAsrOzjb6rqqpKiQWAFBcXK5/ZsmWLaDQaZV2j0cj69euV9ebmZvH395fk5OQO42z7HhcXF6Nl6NChRv3WrVsnXl5eMn/+fNHpdPLzzz93Ov6JEydKWlqasj527Fj55S9/aRSbi4uLzJgxQ3mvvLxcAEh+fr5RbB9++KHSp7KyUpycnOSjjz5SfpcbcxQfHy+vvvqqUSzvv/++6HQ6ERF54403ZPDgwdLY2Nhp/ETUt/CcZiKibvDAAw8YrdfV1WHVqlXIyspCeXk5mpubcfXqVZMzzREREcprFxcXuLu7o6KiosP+zs7OGDRokLKu0+mU/pcvX8bFixfx4IMPKu22traIiopCa2uryTF98cUXcHNzU9bt7OyM2tPS0pCZmYnNmzcjOzsbnp6eSltLSwteffVVfPzxx/jxxx/R2NiIa9euwdnZucPx2trawtPT02iWV6PRAMAtv0FsbKzyesCAAQgNDcW5c+faHcfp06dx5MgRZWa5Lb6GhgbU19fjsccew6ZNmxAUFAS9Xo8JEyYgKSnJrPPSiejexSMAEVE3cHFxMVpfvHgxcnJy8PrrryM4OBhOTk6YOnUqGhsbO93OzYWpSqXqtMBtr7+I3Gb07QsMDOz01m0VFRU4f/48bG1tceHCBej1eqVt/fr1+Mtf/oJNmzYhPDwcLi4uWLRo0S3jby/+G99TqVQAYFaR35G6ujqsXr0aU6ZMuaXN0dERfn5+KCoqQm5uLnJycvDcc89h/fr1OHjw4C3xEVHfwaKZiKgHHDlyBE899RQmT54M4Hrh9v333/doDB4eHtBoNCgoKMCYMWMAXJ9h/eqrrzBixIgub/+ZZ55BeHg4Zs2ahdmzZyMhIQFDhgwBcH38ycnJmD59OoDrRe/58+cxdOjQLn8vABw7dgz+/v4AgKqqKpw/f1757ptFRkaiqKgIwcHBHW7PyckJSUlJSEpKwrx58xAWFoazZ88iMjLyrsRLRNaHRTMRUQ8ICQnBzp07kZSUBJVKheXLl3dptvROLViwAGvWrEFwcDDCwsLw5ptvoqqqSpnB7UxFRQUaGhqM3vP09ISdnR22bNmC/Px8nDlzBn5+fsjKykJKSgqOHTsGe3t7hISE4J///CeOHj2K/v37Y8OGDbh48eJdK5pfeukleHp6QqPR4E9/+hO8vLw6vCPIihUr8Mgjj8Df3x9Tp06FjY0NTp8+jcLCQvz5z39GRkYGWlpaEBMTA2dnZ/zjH/+Ak5MTAgIC7kqsRGSdePcMIqIesGHDBvTv3x+jRo1CUlISEhMTLTJruXTpUkybNg2pqamIjY2Fq6srEhMT4ejoaPKzoaGh0Ol0RsvJkyfx3XffYcmSJXjrrbfg5+cHAHjrrbfw888/Y/ny5QCAZcuWITIyEomJiYiLi4NWqzXrNnfmWrt2LRYuXIioqCgYDAbs2bMH9vb27fZNTEzE3r17sW/fPkRHR+Ohhx7Cxo0blaJYrVbjnXfewejRoxEREYHc3Fzs2bPH6BxtIup7VHK3TnYjIiKr09raiiFDhuDxxx/Hyy+/bOlwblteXh4efvhhVFVV8VHZRNSteHoGEVEf8sMPP2Dfvn0YO3Ysrl27hs2bN6O0tBRPPvmkpUMjIurVeHoGEVEfYmNjg4yMDERHR2P06NE4e/YscnNzO7xojoiIruPpGUREREREJnCmmYiIiIjIBBbNREREREQmsGgmIiIiIjKBRTMRERERkQksmomIiIiITGDRTERERERkAotmIiIiIiITWDQTEREREZnwfyocVK6ohdmLAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1463,7 +1493,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 33%|███▎ | 2/6 [00:07<00:11, 3.00s/it]"
+ "Going through each model defined in the dictionnary...: 33%|███▎ | 2/6 [00:15<00:26, 6.68s/it]"
]
},
{
@@ -1498,7 +1528,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1510,7 +1540,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 50%|█████ | 3/6 [00:11<00:11, 3.73s/it]"
+ "Going through each model defined in the dictionnary...: 50%|█████ | 3/6 [00:25<00:24, 8.22s/it]"
]
},
{
@@ -1557,7 +1587,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 67%|██████▋ | 4/6 [00:12<00:04, 2.46s/it]"
+ "Going through each model defined in the dictionnary...: 67%|██████▋ | 4/6 [00:25<00:10, 5.25s/it]"
]
},
{
@@ -1569,7 +1599,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1582,8 +1612,8 @@
"output_type": "stream",
"text": [
"Model: KNeighborsClassifier\n",
- "Accuracy: 1.0\n",
- "Precision: 1.0\n",
+ "Accuracy: 0.9875\n",
+ "Precision: 0.967741935483871\n",
"Recall: 1.0\n",
"ROC-AUC: 1.0\n",
"\n",
@@ -1592,7 +1622,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1604,7 +1634,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 83%|████████▎ | 5/6 [00:12<00:01, 1.71s/it]"
+ "Going through each model defined in the dictionnary...: 83%|████████▎ | 5/6 [00:26<00:03, 3.54s/it]"
]
},
{
@@ -1639,7 +1669,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1651,64 +1681,64 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 100%|██████████| 6/6 [00:13<00:00, 2.17s/it]\n"
+ "Going through each model defined in the dictionnary...: 100%|██████████| 6/6 [00:26<00:00, 4.50s/it]\n"
]
},
{
"data": {
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- "#T_d3415_row1_col1, #T_d3415_row2_col1, #T_d3415_row3_col1, #T_d3415_row4_col1 {\n",
+ "#T_2888f_row0_col1, #T_2888f_row1_col1, #T_2888f_row2_col1, #T_2888f_row3_col1 {\n",
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- "<table id=\"T_d3415\">\n",
+ "<table id=\"T_2888f\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" > </th>\n",
- " <th id=\"T_d3415_level0_col0\" class=\"col_heading level0 col0\" >Model Name</th>\n",
- " <th id=\"T_d3415_level0_col1\" class=\"col_heading level0 col1\" >f1 scoring on Kidney data(%)</th>\n",
+ " <th id=\"T_2888f_level0_col0\" class=\"col_heading level0 col0\" >Model Name</th>\n",
+ " <th id=\"T_2888f_level0_col1\" class=\"col_heading level0 col1\" >f1 scoring on Kidney data(%)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th id=\"T_d3415_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_d3415_row0_col0\" class=\"data row0 col0\" >RandomForestClassifier</td>\n",
- " <td id=\"T_d3415_row0_col1\" class=\"data row0 col1\" >98.310000</td>\n",
+ " <th id=\"T_2888f_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+ " <td id=\"T_2888f_row0_col0\" class=\"data row0 col0\" >RandomForestClassifier</td>\n",
+ " <td id=\"T_2888f_row0_col1\" class=\"data row0 col1\" >100.000000</td>\n",
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" <tr>\n",
- " <th id=\"T_d3415_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_d3415_row1_col0\" class=\"data row1 col0\" >Logistic Regression</td>\n",
- " <td id=\"T_d3415_row1_col1\" class=\"data row1 col1\" >100.000000</td>\n",
+ " <th id=\"T_2888f_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+ " <td id=\"T_2888f_row1_col0\" class=\"data row1 col0\" >Logistic Regression</td>\n",
+ " <td id=\"T_2888f_row1_col1\" class=\"data row1 col1\" >100.000000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_d3415_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_d3415_row2_col0\" class=\"data row2 col0\" >AdaBoostClassifier</td>\n",
- " <td id=\"T_d3415_row2_col1\" class=\"data row2 col1\" >100.000000</td>\n",
+ " <th id=\"T_2888f_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+ " <td id=\"T_2888f_row2_col0\" class=\"data row2 col0\" >AdaBoostClassifier</td>\n",
+ " <td id=\"T_2888f_row2_col1\" class=\"data row2 col1\" >100.000000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_d3415_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_d3415_row3_col0\" class=\"data row3 col0\" >SVM</td>\n",
- " <td id=\"T_d3415_row3_col1\" class=\"data row3 col1\" >100.000000</td>\n",
+ " <th id=\"T_2888f_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_2888f_row3_col0\" class=\"data row3 col0\" >SVM</td>\n",
+ " <td id=\"T_2888f_row3_col1\" class=\"data row3 col1\" >100.000000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_d3415_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_d3415_row4_col0\" class=\"data row4 col0\" >KNeighborsClassifier</td>\n",
- " <td id=\"T_d3415_row4_col1\" class=\"data row4 col1\" >100.000000</td>\n",
+ " <th id=\"T_2888f_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_2888f_row4_col0\" class=\"data row4 col0\" >KNeighborsClassifier</td>\n",
+ " <td id=\"T_2888f_row4_col1\" class=\"data row4 col1\" >98.360000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_d3415_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
- " <td id=\"T_d3415_row5_col0\" class=\"data row5 col0\" >DecisionTreeClassifier</td>\n",
- " <td id=\"T_d3415_row5_col1\" class=\"data row5 col1\" >98.310000</td>\n",
+ " <th id=\"T_2888f_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+ " <td id=\"T_2888f_row5_col0\" class=\"data row5 col0\" >DecisionTreeClassifier</td>\n",
+ " <td id=\"T_2888f_row5_col1\" class=\"data row5 col1\" >98.310000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7fd5b250ec10>"
+ "<pandas.io.formats.style.Styler at 0x7fc6d955bd60>"
]
},
- "execution_count": 21,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
@@ -1717,6 +1747,19 @@
"display_results(dict_models, X_train, y_train, X_test, y_test, cv, 'f1 scoring on Kidney data(%)')"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Comments on Model performance**\n",
+ "\n",
+ "We have chosen six distinct classifiers for our classification task: RandomForestClassifier, LogisticRegression, AdaBoostClassifier, SVM, KNeighborsClassifier, and DecisionTreeClassifier. To optimize their performance, we initiate a grid-search to fine-tune their parameters, coupled with cross-validation during the training phase.\n",
+ "\n",
+ "For each model, we exhaustively explore all possible combinations of hyperparameters (defined in the dictionnary), conducting cross-validation to calculate the training score on the training data for each combination. The objective is to identify the parameter combination that yields the highest cross-validation score, and we subsequently adopt the associated hyperparameters.\n",
+ "\n",
+ "To assess the models' performance, we employ various metrics, including F1 score, accuracy, precision, recall, and ROC-AUC scores, on the test datasets. Our analysis reveals that RandomForestClassifier, LogisticRegression, AdaBoostClassifier, and SVM outperform the remaining two classifiers in the set with a scoring of 100% in each metric."
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1726,7 +1769,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -1764,7 +1807,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
@@ -1801,7 +1844,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -1813,7 +1856,7 @@
"Name: count, dtype: int64"
]
},
- "execution_count": 25,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -1824,7 +1867,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
@@ -1833,7 +1876,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
@@ -1842,7 +1885,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
@@ -1861,7 +1904,7 @@
},
{
"data": {
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",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1874,17 +1917,17 @@
"output_type": "stream",
"text": [
"Model: RandomForestClassifier\n",
- "Accuracy: 0.9818181818181818\n",
- "Precision: 0.975609756097561\n",
- "Recall: 0.9836065573770492\n",
- "ROC-AUC: 0.9988213864780885\n",
+ "Accuracy: 0.9781818181818182\n",
+ "Precision: 0.9754098360655737\n",
+ "Recall: 0.9754098360655737\n",
+ "ROC-AUC: 0.998392799742848\n",
"\n",
"\n"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -1896,7 +1939,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 17%|█▋ | 1/6 [00:09<00:47, 9.44s/it]"
+ "Going through each model defined in the dictionnary...: 17%|█▋ | 1/6 [00:09<00:45, 9.07s/it]"
]
},
{
@@ -1943,7 +1986,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 33%|███▎ | 2/6 [00:11<00:20, 5.10s/it]"
+ "Going through each model defined in the dictionnary...: 33%|███▎ | 2/6 [00:10<00:19, 4.87s/it]"
]
},
{
@@ -1990,7 +2033,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 50%|█████ | 3/6 [00:17<00:15, 5.29s/it]"
+ "Going through each model defined in the dictionnary...: 50%|█████ | 3/6 [00:16<00:15, 5.07s/it]"
]
},
{
@@ -2018,7 +2061,7 @@
"Accuracy: 0.9381818181818182\n",
"Precision: 0.9069767441860465\n",
"Recall: 0.9590163934426229\n",
- "ROC-AUC: 0.9902496517732776\n",
+ "ROC-AUC: 0.9903032251151828\n",
"\n",
"\n"
]
@@ -2037,7 +2080,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 67%|██████▋ | 4/6 [00:19<00:08, 4.10s/it]"
+ "Going through each model defined in the dictionnary...: 67%|██████▋ | 4/6 [00:18<00:07, 3.94s/it]"
]
},
{
@@ -2084,7 +2127,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 83%|████████▎ | 5/6 [00:19<00:02, 2.75s/it]"
+ "Going through each model defined in the dictionnary...: 83%|████████▎ | 5/6 [00:18<00:02, 2.65s/it]"
]
},
{
@@ -2096,7 +2139,7 @@
},
{
"data": {
- "image/png": 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n+1nw9PRUcHCww7KC/izccccdDrezIu6ee+7Jtn9Wr15t3z/79u2TZVkaMmRItnHDhg2TJPtYPz+/PP9eyM28efNUq1Yt+3mmwcHBWrVqlcPrNy/7fuTIkUpNTVXVqlUVERGhgQMH6rvvvruluWU5ceKEUlNTNXPmzGz7JOsfeVn7JMv1+x8oKlwNANDv/0MqW7asvv/++3w97kZHqa517dGfa1nXfHAmv9u4/gMpXl5e2rRpkzZs2KBVq1bp448/1nvvvad77rlHq1evznUO+XUrzyWLh4eHOnXqpHnz5unAgQM3vDD52LFjNWTIED388MMaNWqUgoKC5OLiomeeeSZfl13K7xGgb775xv4/5x07dqhbt243fUyDBg0c4mzYsGG3dNH1rNdjVshnZmYqJCRECxYsyHH89RGYXyEhIUpOTtYnn3yijz76SB999JHmzJmjnj17at68ebe07iyF9TqUsn9Ps14P8+fPV+nSpbONz/qUfNa4hIQExcTE5LjurH1evXp1JScn6/LlywU6J/Ptt99WXFycOnTooIEDByokJMR+bm/WPyqkvO37Zs2aaf/+/frggw+0evVqvfnmm5o4caKmT5+uXr165Xtu18raJz169FBsbGyOY2rVquVwm6OquF2IVeD/tW3bVjNnzlRSUpLDpXNyEhoaqszMTO3du9fhwwopKSlKTU21f7K/MAQGBuZ40fHrj1hJv19WqGXLlmrZsqUmTJigsWPH6oUXXtCGDRscrl157fOQpD179mS774cfflDJkiWL5HJA0u+nAsyePVsuLi45figty+LFi9WiRQu99dZbDstTU1NVsmRJ++28/sMhL86dO6f4+HiFh4erSZMmevnll9WxY0f7FQdys2DBAoc/eFCpUqUCzyE9PV3Lli1ThQoV7K+xypUra+3atYqKirphKGRdg/T777/P9Yh1btzd3dWuXTu1a9dOmZmZ6tu3r2bMmKEhQ4bkuK5rX0P33HOPw3179uwp1J+Fm8l63iEhITm+3rNkfV/c3NxuOE6S2rVrp6SkJC1ZsiRP/2C53uLFi1WpUiUtXbrU4TWadQT3WnnZ90FBQYqPj1d8fLzS09PVrFkzDR8+/JZjNTg4WL6+vsrIyLjpPgFuN04DAP7fs88+K29vb/Xq1UspKSnZ7t+/f7/9MjIPPPCAJGX7hGzWBdzbtGlTaPOqXLmy0tLSHN7uO3r0qMMnlqXfz8O7XtbF8a+/nFaWMmXKqE6dOpo3b55DEH///fdavXq1/XkWhRYtWmjUqFGaOnVqjkfBsri6umY7arto0aJsl0XKiurC+GtCzz33nH7++WfNmzdPEyZMUFhYmGJjY3Pdj1mioqLUqlUr+1dBY/XChQt66KGHdPr0ab3wwgv2yOnSpYsyMjI0atSobI+5evWq/bm3bt1avr6+SkxMzPZHFm50BPzUqVMOt11cXOxH03J77vXr11dISIimT5/uMOajjz7S7t27C/Vn4WZiYmLk5+ensWPHOlwZIUvWtYxDQkLUvHlzzZgxQ0ePHs11nPT7+bVlypTRgAED9OOPP2Ybe/z4cY0ePTrXOWUdSb52v2/ZskVJSUkO4/Ky768f4+PjoypVqtz0dZkXrq6u+vvf/64lS5bk+A7TtfsEuN04sgr8v8qVK2vhwoX65z//qRo1ajj8BasvvvhCixYtsv+Jx9q1ays2NlYzZ85UamqqoqOj9dVXX2nevHnq0KFDrpdFKoiuXbvqueeeU8eOHfXvf/9b58+f17Rp01S1alWHDzyMHDlSmzZtUps2bRQaGqrjx4/rjTfeUPny5dW0adNc1//KK6/o/vvvV+PGjfXII4/owoULeu211+Tv71+kfzfcxcXlhtenzNK2bVuNHDlS8fHxatKkiXbs2KEFCxZkC8HKlSsrICBA06dPl6+vr7y9vdWoUaN8n1e3fv16vfHGGxo2bJj9Ulpz5sxR8+bNNWTIEL388sv5Wt/NHD58WG+//bak34+m7tq1S4sWLdKxY8c0YMAA9enTxz42Ojpaffr0UWJiopKTk9W6dWu5ublp7969WrRokSZPnqzOnTvLz89PEydOVK9evdSgQQN1795dgYGB+vbbb3X+/Plc39Lv1auXTp8+rXvuuUfly5fXTz/9pNdee0116tTJ9XJHbm5uGjdunOLj4xUdHa1u3bopJSVFkydPVlhY2G39055+fn6aNm2aHnroIdWrV09du3ZVcHCwfv75Z61atUpRUVGaOnWqJOn1119X06ZNFRERod69e6tSpUpKSUlRUlKSfv31V/t1fAMDA7Vs2TI98MADqlOnjsNfsNq+fbveeeedG74T07ZtWy1dulQdO3ZUmzZtdPDgQU2fPl3h4eEO5zTnZd+Hh4erefPmioyMVFBQkLZt26bFixcX2l+8e+mll7RhwwY1atRIvXv3Vnh4uE6fPq3t27dr7dq1Of6DGLgtnHchAsBMP/74o9W7d28rLCzMcnd3t3x9fa2oqCjrtddec7jMzZUrV6wRI0ZYd9xxh+Xm5mZVqFDBGjx4sMMYy8r98kTXX+Imt0tXWZZlrV692qpZs6bl7u5uVatWzXr77bezXaJm3bp1Vvv27a2yZcta7u7uVtmyZa1u3bpZP/74Y7ZtXH95p7Vr11pRUVGWl5eX5efnZ7Vr187atWuXw5is7V1/aaysywgdPHgw131qWY6XrspNbpeuGjBggFWmTBnLy8vLioqKspKSknK85NQHH3xghYeHW8WKFXN4nrlduifrvqz1nDlzxgoNDbXq1atnXblyxWFcv379LBcXFyspKemGzyE/si5rJsmy2WyWn5+fddddd1m9e/e2tmzZkuvjZs6caUVGRlpeXl6Wr6+vFRERYT377LPWkSNHHMatWLHCatKkif372rBhQ+udd96x33/9pasWL15stW7d2goJCbHc3d2tihUrWn369LGOHj1qH3P9pauyvPfee1bdunUtDw8PKygoyPrXv/5l/frrrw5jcnsN5HS5pSw3unTV1q1bc3zMhg0brJiYGMvf39/y9PS0KleubMXFxVnbtm1zGLd//36rZ8+eVunSpS03NzerXLlyVtu2ba3FixdnW+eRI0esfv36WVWrVrU8PT2t4sWLW5GRkdaYMWOstLQ0+7jrX5eZmZnW2LFjrdDQUMvDw8OqW7eutXLlygLt+9GjR1sNGza0AgICLC8vL6t69erWmDFjrMuXL99wX+b10lWWZVkpKSnWE088YVWoUMFyc3OzSpcubbVs2dKaOXOmw/6VZC1atCjH/Q8UNptl5eNTEQAAAMBtxDmrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMNaf8i9YedUtnL/mAQCm+G3rVGdPAQAKlWceK5QjqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQpcJ6peZS2e1EcHVo/RhW+mql3zWrmOnfJCV134Zqqe7N7cvuzuyDt14ZupOX5Fhle8Dc8AAPIvJSVFg59LULMmjdSwXi39vUM77fx+h7OnBaiYsycAmMbby0M7fjys/3yQpPcmPJrruAdb1FLDiDAdOZ7qsPzLbw8orNVgh2VD+7ZVi4bV9PWun4tiygBwS86kpSmuRzfVb9hIr0+fpcCgQP3800/y8/N39tQAYhW43urPd2n157tuOKZssL8mPPcPtev7upa99rjDfVeuZijl1Fn77WLFXNS2eS1Ne/fTIpkvANyq2W/NUqnSpTVqTKJ9WfnyFZw4I+APTo3VkydPavbs2UpKStKxY8ckSaVLl1aTJk0UFxen4OBgZ04PyJHNZtNbo3tq4rx12n3g2E3Ht42upRL+3pr/wZe3YXYAkH+fblivJlFNldDv39q2batCQkrpn1276+//6OLsqQHOO2d169atqlq1qqZMmSJ/f381a9ZMzZo1k7+/v6ZMmaLq1atr27ZtN13PpUuXdObMGYcvKzPjNjwD/FUNiL9XVzMy9fo7G/M0PrZDY61J2q3D150uAACm+PXXX/T+e++oYmiYps18S13+2U3jEkdrxfJlzp4a4Lwjq0899ZT+8Y9/aPr06bLZbA73WZalxx57TE899ZSSkpJuuJ7ExESNGDHCYZlrqQZyK9Ow0OcM1K1RQU90a64m3cflaXy5kADd27iGejw3u4hnBgAFl5lp6a6aNfXvZ/pLkmrUCNe+fXu16P139WCHjk6eHf7qnHZk9dtvv1W/fv2yhar0+9us/fr1U3Jy8k3XM3jwYKWlpTl8FSsVWQQzBqSoupUVEuSjHz8cqbNbJ+vs1skKLVtCL/XvpB9Wjcg2/qH2f9OptHNa+el3TpgtAORNcHCwKlWu7LCsUqVKOnr0iJNmBPzBaUdWS5cura+++krVq1fP8f6vvvpKpUqVuul6PDw85OHh4bDM5uJaKHMErrdw1Vat37LHYdl/33hCC1d9pf/kcE5qzwf/poUrv9LVq5m3a4oAkG916tbToYMHHZb9dOiQypYt56QZAX9wWqwmJCTo0Ucf1ddff62WLVvawzQlJUXr1q3TrFmz9OqrrzprevgL8/ZyV+UKf3y4L6xcCdWqWk6/nTmvX479ptNp5xzGX7maoZSTZ7T3p+MOy5s3rKo7ypfUnGVf3JZ5A0BB9egZq9ge3fTmzOlqHXO/vt/xnRYvfl9Dh4909tQA58XqE088oZIlS2rixIl64403lJHx+4eiXF1dFRkZqblz56pLFz6FiNuvXnioVr/5tP32ywl/lyTNX/GlHh32dp7XE9ehiZKS9+vHQymFPkcAKEw1I2ppwuSpmjJpgmZMe13lypfXs889rzZtH3T21ADZLMuynD2JK1eu6OTJk5KkkiVLys3N7ZbW51X3ycKYFgAY47etU509BQAoVJ55PGRqxB8FcHNzU5kyZZw9DQAAABjGaVcDAAAAAG6GWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLEKFKufffaZevToocaNG+vw4cOSpPnz52vz5s2FOjkAAAD8teU7VpcsWaKYmBh5eXnpm2++0aVLlyRJaWlpGjt2bKFPEAAAAH9d+Y7V0aNHa/r06Zo1a5bc3Nzsy6OiorR9+/ZCnRwAAAD+2vIdq3v27FGzZs2yLff391dqamphzAkAAACQVIBYLV26tPbt25dt+ebNm1WpUqVCmRQAAAAgFSBWe/furaefflpbtmyRzWbTkSNHtGDBAiUkJOjxxx8vijkCAADgL6pYfh8waNAgZWZmqmXLljp//ryaNWsmDw8PJSQk6KmnniqKOQIAAOAvymZZllWQB16+fFn79u1Tenq6wsPD5ePjU9hzKzCvuk86ewoAUKh+2zrV2VMAgELlmcdDpvk+sprF3d1d4eHhBX04AAAAcFP5jtUWLVrIZrPlev/69etvaUIAAABAlnzHap06dRxuX7lyRcnJyfr+++8VGxtbWPMCAAAA8h+rEydOzHH58OHDlZ6efssTAgAAALLk+9JVuenRo4dmz55dWKsDAAAACv4Bq+slJSXJ09OzsFZ3S05/xadmAfy53PnMB86eAgAUql+mts/TuHzHaqdOnRxuW5alo0ePatu2bRoyZEh+VwcAAADkKt+x6u/v73DbxcVF1apV08iRI9W6detCmxgAAACQr1jNyMhQfHy8IiIiFBgYWFRzAgAAACTl8wNWrq6uat26tVJTU4toOgAAAMAf8n01gJo1a+rAgQNFMRcAAADAQb5jdfTo0UpISNDKlSt19OhRnTlzxuELAAAAKCx5Pmd15MiRGjBggB544AFJ0oMPPujwZ1cty5LNZlNGRkbhzxIAAAB/STbLsqy8DHR1ddXRo0e1e/fuG46Ljo4ulIndigtXnD0DAChcVftxnVUAfy6Ffp3VrKY1IUYBAADw15Cvc1avfdsfAAAAKGr5us5q1apVbxqsp0+fvqUJAQAAAFnyFasjRozI9hesAAAAgKKSr1jt2rWrQkJCimouAAAAgIM8n7PK+aoAAAC43fIcq3m8whUAAABQaPJ8GkBmZmZRzgMAAADIJt9/bhUAAAC4XYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGKOXsCwP+a+1vfo6NHDmdb3qVrdz3/4jAnzAgAbqxR5RLq06qKalUMUCl/T/WauUWffHfMfv99tcvooaZhiqgYoEBvd8UkbtCuw2cc1vH+01FqfGdJh2XzNx/U8+9+d1ueA/66iFUgnxa8u1iZmRn22/v27tVjveN1b+v7nDgrAMidl4erdh9O0/tJP2vWow2z3V/c3VVf7T+l/24/rFf+VTfX9Sz4/JDGr/zBfvvClYxcxwKFhVgF8ikoKMjh9uw3Z6pChYqq3yD7/wAAwAQbdx3Xxl3Hc71/6dZfJUnlg7xuuJ4LlzN04uylQp0bcDPEKnALrly5rA9XrlCPnvGy2WzOng4AFKmO9curU4PyOnHmktZ8f0yTP/pRFzm6iiJmdKz+8ssvGjZsmGbPnp3rmEuXLunSJcd/5WW6eMjDw6Oopwdo/bq1Onv2rB7s0NHZUwGAIrV82686fPq8UtIuqnpZfz3fPlyVQ3z06JtbnT01/MkZfTWA06dPa968eTcck5iYKH9/f4evV8Yl3qYZ4q9u+dIlimraTCEhpZw9FQAoUgs//0mf7j6hH46c1fJtv+qZ+dt1f52yCi1Z3NlTw5+cU4+srlix4ob3Hzhw4KbrGDx4sPr37++wLNOFo6ooekeOHNaWL7/Q+EmvOXsqAHDbfXPoN0lSWLC3fjp53smzwZ+ZU2O1Q4cOstlssiwr1zE3Ow/QwyP7W/4XrhTK9IAb+mDZUgUFldDdzZo7eyoAcNvdVd5fkpSSxgeuULScehpAmTJltHTpUmVmZub4tX37dmdOD8hVZmamVixfqnbtO6hYMaNP/QYAFXd3VXg5P4WX85MkVShRXOHl/FQ28PdP/wcUd1N4OT/dWdpXklS5lI/Cy/kp2Pf3g0GhJYvr6fuqKqKCv8oHeeneiNKa9FA9fbn3pH44cibnjQKFxKn/l42MjNTXX3+t9u3b53j/zY66As7yZdIXOnr0iDp0/LuzpwIAN1UrNECLnm5qvz3s7xGSpEVf/qz+b3+jeyNKa8JD9ez3v/FwA0nShA9/0MQP9+jy1Uw1rRasR1pUlpe7q47+dkEfJh/RlE9+vL1PBH9JNsuJNfjZZ5/p3Llzuu++nC+mfu7cOW3btk3R0dH5Wi+nAQD4s6na7wNnTwEACtUvU3M+WHk9px5Zvfvuu294v7e3d75DFQAAAH8eRl+6CgAAAH9txCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYxCoAAACMRawCAADAWMQqAAAAjEWsAgAAwFjEKgAAAIxFrAIAAMBYNsuyLGdPAvhfdOnSJSUmJmrw4MHy8PBw9nQA4Jbxew0mIlaBAjpz5oz8/f2VlpYmPz8/Z08HAG4Zv9dgIk4DAAAAgLGIVQAAABiLWAUAAICxiFWggDw8PDRs2DA+hADgT4PfazARH7ACAACAsTiyCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKFNDrr7+usLAweXp6qlGjRvrqq6+cPSUAKJBNmzapXbt2Klu2rGw2m5YvX+7sKQF2xCpQAO+995769++vYcOGafv27apdu7ZiYmJ0/PhxZ08NAPLt3Llzql27tl5//XVnTwXIhktXAQXQqFEjNWjQQFOnTpUkZWZmqkKFCnrqqac0aNAgJ88OAArOZrNp2bJl6tChg7OnAkjiyCqQb5cvX9bXX3+tVq1a2Ze5uLioVatWSkpKcuLMAAD48yFWgXw6efKkMjIyVKpUKYflpUqV0rFjx5w0KwAA/pyIVQAAABiLWAXyqWTJknJ1dVVKSorD8pSUFJUuXdpJswIA4M+JWAXyyd3dXZGRkVq3bp19WWZmptatW6fGjRs7cWYAAPz5FHP2BID/Rf3791dsbKzq16+vhg0batKkSTp37pzi4+OdPTUAyLf09HTt27fPfvvgwYNKTk5WUFCQKlas6MSZAVy6CiiwqVOn6pVXXtGxY8dUp04dTZkyRY0aNXL2tAAg3zZu3KgWLVpkWx4bG6u5c+fe/gkB1yBWAQAAYCzOWQUAAICxiFUAAAAYi1gFAACAsYhVAAAAGItYBQAAgLGIVQAAABiLWAUAAICxiFUAAAAYi1gFAMPExcWpQ4cO9tvNmzfXM888c9vnsXHjRtlsNqWmpt72bQNAFmIVAPIoLi5ONptNNptN7u7uqlKlikaOHKmrV68W6XaXLl2qUaNG5WksgQngz6aYsycAAP9L7rvvPs2ZM0eXLl3Shx9+qCeeeEJubm4aPHiww7jLly/L3d29ULYZFBRUKOsBgP9FHFkFgHzw8PBQ6dKlFRoaqscff1ytWrXSihUr7G/djxkzRmXLllW1atUkSb/88ou6dOmigIAABQUFqX379jp06JB9fRkZGerfv78CAgJUokQJPfvss7Isy2Gb158GcOnSJT333HOqUKGCPDw8VKVKFb311ls6dOiQWrRoIUkKDAyUzWZTXFycJCkzM1OJiYm644475OXlpdq1a2vx4sUO2/nwww9VtWpVeXl5qUWLFg7zBABnIVYB4BZ4eXnp8uXLkqR169Zpz549WrNmjVauXKkrV64oJiZGvr6++uyzz/T555/Lx8dH9913n/0x48eP19y5czV79mxt3rxZp0+f1rJly264zZ49e+qdd97RlClTtHv3bs2YMUM+Pj6qUKGClixZIknas2ePjh49qsmTJ0uSEhMT9Z///EfTp0/Xzp071a9fP/Xo0UOffvqppN+julOnTmrXrp2Sk5PVq1cvDRo0qKh2GwDkGacBAEABWJaldevW6ZNPPtFTTz2lEydOyNvbW2+++ab97f+3335bmZmZevPNN2Wz2SRJc+bMUUBAgDZu3KjWrVtr0qRJGjx4sDp16iRJmj59uj755JNct/vjjz/q/fff15o1a9SqVStJUqVKlez3Z50yEBISooCAAEm/H4kdO3as1q5dq8aNG9sfs3nzZs2YMUPR0dGaNm2aKleurPHjx0uSqlWrph07dmjcuHGFuNcAIP+IVQDIh5UrV8rHx0dXrlxRZmamunfvruHDh+uJJ55QRESEw3mq3377rfbt2ydfX1+HdVy8eFH79+9XWlqajh49qkaNGtnvK1asmOrXr5/tVIAsycnJcnV1VXR0dJ7nvG/fPp0/f1733nuvw/LLly+rbt26kqTdu3c7zEOSPWwBwJmIVQDIhxYtWmjatGlyd3dX2bJlVazYH79Gvb29Hcamp6crMjJSCxYsyLae4ODgAm3fy8sr349JT0+XJK1atUrlypVzuM/Dw6NA8wCA24VYBYB88Pb2VpUqVfI0tl69enrvvfcUEhIiPz+/HMeUKVNGW7ZsUbNmzSRJV69e1ddff6169erlOD4iIkKZmZn69NNP7acBXCvryG5GRoZ9WXh4uDw8PPTzzz/nekS2Ro0aWrFihcOyL7/88uZPEgCKGB+wAoAi8q9//UslS5ZU+/bt9dlnn+ngwYPauHGj/v3vf+vXX3+VJD399NN66aWXtHz5cv3www/q27fvDa+RGhYWptjYWD388MNavny5fZ3vv/++JCk0NFQ2m00rV67UiRMnlJ6eLl9fXyUkJKhfv36aN2+e9u/fr+3bt+u1117TvHnzJEmPPfaY9u7dq4EDB2rPnj1auHCh5s6dW9S7CABuilgFgCJSvHhxbdq0SRUrVlSnTp1Uo0YNPfLII7p48aL9SOuAAQP00EMPKTY2Vo0bN5avr686dux4w/VOmzZNnTt3Vt++fVW9enX17t1b586dkySVK1dOI0aM0KBBg1SqVCk9+eSTkqRRo0ZpyJAhSkxMVI0aNXTfffdp1apVuuOOOyRJFStW1JIlS7R8+XLVrl1b06dP19ixY4tw7wBA3tis3M7iBwAAAJyMI6sAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADAWsQoAAABjEasAAAAwFrEKAAAAYxGrAAAAMBaxCgAAAGMRqwAAADDW/wHCA3ZxrxL58AAAAABJRU5ErkJggg==",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -2109,17 +2152,17 @@
"output_type": "stream",
"text": [
"Model: DecisionTreeClassifier\n",
- "Accuracy: 0.9527272727272728\n",
- "Precision: 0.9504132231404959\n",
- "Recall: 0.9426229508196722\n",
- "ROC-AUC: 0.9693024750883961\n",
+ "Accuracy: 0.9490909090909091\n",
+ "Precision: 0.95\n",
+ "Recall: 0.9344262295081968\n",
+ "ROC-AUC: 0.9646951676845602\n",
"\n",
"\n"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
@@ -2131,64 +2174,64 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Going through each model defined in the dictionnary...: 100%|██████████| 6/6 [00:20<00:00, 3.36s/it]\n"
+ "Going through each model defined in the dictionnary...: 100%|██████████| 6/6 [00:19<00:00, 3.22s/it]\n"
]
},
{
"data": {
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- "#T_5e3aa_row0_col1 {\n",
+ "#T_2de71_row4_col1 {\n",
" background-color: salmon;\n",
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"</style>\n",
- "<table id=\"T_5e3aa\">\n",
+ "<table id=\"T_2de71\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" > </th>\n",
- " <th id=\"T_5e3aa_level0_col0\" class=\"col_heading level0 col0\" >Model Name</th>\n",
- " <th id=\"T_5e3aa_level0_col1\" class=\"col_heading level0 col1\" >f1 scoring on Bank Notes data(%)</th>\n",
+ " <th id=\"T_2de71_level0_col0\" class=\"col_heading level0 col0\" >Model Name</th>\n",
+ " <th id=\"T_2de71_level0_col1\" class=\"col_heading level0 col1\" >f1 scoring on Bank Notes data(%)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th id=\"T_5e3aa_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_5e3aa_row0_col0\" class=\"data row0 col0\" >RandomForestClassifier</td>\n",
- " <td id=\"T_5e3aa_row0_col1\" class=\"data row0 col1\" >97.960000</td>\n",
+ " <th id=\"T_2de71_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+ " <td id=\"T_2de71_row0_col0\" class=\"data row0 col0\" >RandomForestClassifier</td>\n",
+ " <td id=\"T_2de71_row0_col1\" class=\"data row0 col1\" >97.540000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_5e3aa_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_5e3aa_row1_col0\" class=\"data row1 col0\" >Logistic Regression</td>\n",
- " <td id=\"T_5e3aa_row1_col1\" class=\"data row1 col1\" >89.240000</td>\n",
+ " <th id=\"T_2de71_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+ " <td id=\"T_2de71_row1_col0\" class=\"data row1 col0\" >Logistic Regression</td>\n",
+ " <td id=\"T_2de71_row1_col1\" class=\"data row1 col1\" >89.240000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_5e3aa_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_5e3aa_row2_col0\" class=\"data row2 col0\" >AdaBoostClassifier</td>\n",
- " <td id=\"T_5e3aa_row2_col1\" class=\"data row2 col1\" >96.300000</td>\n",
+ " <th id=\"T_2de71_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+ " <td id=\"T_2de71_row2_col0\" class=\"data row2 col0\" >AdaBoostClassifier</td>\n",
+ " <td id=\"T_2de71_row2_col1\" class=\"data row2 col1\" >96.300000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_5e3aa_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_5e3aa_row3_col0\" class=\"data row3 col0\" >SVM</td>\n",
- " <td id=\"T_5e3aa_row3_col1\" class=\"data row3 col1\" >93.230000</td>\n",
+ " <th id=\"T_2de71_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_2de71_row3_col0\" class=\"data row3 col0\" >SVM</td>\n",
+ " <td id=\"T_2de71_row3_col1\" class=\"data row3 col1\" >93.230000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_5e3aa_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_5e3aa_row4_col0\" class=\"data row4 col0\" >KNeighborsClassifier</td>\n",
- " <td id=\"T_5e3aa_row4_col1\" class=\"data row4 col1\" >97.940000</td>\n",
+ " <th id=\"T_2de71_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_2de71_row4_col0\" class=\"data row4 col0\" >KNeighborsClassifier</td>\n",
+ " <td id=\"T_2de71_row4_col1\" class=\"data row4 col1\" >97.940000</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_5e3aa_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
- " <td id=\"T_5e3aa_row5_col0\" class=\"data row5 col0\" >DecisionTreeClassifier</td>\n",
- " <td id=\"T_5e3aa_row5_col1\" class=\"data row5 col1\" >94.650000</td>\n",
+ " <th id=\"T_2de71_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+ " <td id=\"T_2de71_row5_col0\" class=\"data row5 col0\" >DecisionTreeClassifier</td>\n",
+ " <td id=\"T_2de71_row5_col1\" class=\"data row5 col1\" >94.210000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7fd5c0e0d730>"
+ "<pandas.io.formats.style.Styler at 0x7fc68807bf40>"
]
},
- "execution_count": 28,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -2197,6 +2240,17 @@
"display_results(dict_models, X_train, y_train, X_test, y_test, cv, 'f1 scoring on Bank Notes data(%)')"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Comments on Model performance**\n",
+ "\n",
+ "The models perform well on the kidney dataset which contains a large number of features, in comparison with the bank notes dataset with fewer columns. Remarkably, the KNeighborsClassifier outperforms the other classifiers on various metrics, with random forest and adaboost placing second and third. \n",
+ "\n",
+ "This can be explained by the fact that KNN is an intuitive algorithm that doesn't require a complex model structure, and its decision-making is based on local patterns in the data."
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
diff --git a/unit_tests.py b/unit_tests.py
new file mode 100644
index 0000000000000000000000000000000000000000..57e9da54293bcd9738894e44a14fac9f17032f9f
--- /dev/null
+++ b/unit_tests.py
@@ -0,0 +1,45 @@
+import pandas as pd
+import unittest
+from binary_classification_workflow import *
+
+class UnitTests(unittest.TestCase):
+
+ def set_up_df(self):
+ # Load the first 100 samples of the kidney dataset for testing
+ self.df = pd.read_csv('./data/kidney_disease.csv').head(100)
+
+ # Test if the resulting categorical columns are as expected
+ def test_get_categorical_columns(self):
+ categorical_columns = get_categorical_columns(self.df)
+ expected_columns = ['rbc', 'pc', 'pcc', 'ba', 'pcv', 'wc', 'rc', 'htn', 'dm', 'cad', 'appet', 'pe', 'ane', 'classification']
+ self.assertEqual(categorical_columns, expected_columns)
+
+ # Test if the resulting numerical columns are as expected
+ def test_get_numerical_columns(self):
+ numerical_columns = get_numerical_columns(self.df)
+ expected_columns = ['age', 'bp', 'sg', 'al', 'su', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo']
+ self.assertFalse('id' in self.df.columns) # Ensure 'id' column is not present
+ self.assertEqual(numerical_columns, expected_columns)
+
+ # Test if filling missing values with median works as expected
+ def test_fill_median(self):
+ fill_median(self.df, 'bgr')
+ self.assertFalse(self.df['bgr'].isnull().any())
+
+ def test_fill_mean(self):
+ fill_mean(self.df, 'sod')
+ self.assertFalse(self.df['sod'].isnull().any())
+
+ def test_is_skewed(self):
+ skewed = is_skewed(self.df, 'hemo')
+ self.assertFalse(skewed) # 'hemo' column is not skewed
+
+ # Test if the number of columns in the resulting dataframe after encoding the categorical features is greater than the initial
+ # number of columns
+ def test_encode_categorical(self):
+ categorical_cols = get_categorical_columns(self.df)
+ result_df = convert_categorical_feats(self.df, categorical_cols)
+ self.assertTrue(len(result_df.columns) > len(self.df.columns))
+
+if __name__ == '__main__':
+ unittest.main()