{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plots of results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# decision trees\n",
    "d = pd.read_csv(\"data/DT.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine\n",
    "d0 = d.groupby(\"turbine\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d.groupby(\"turbine\", as_index=False)[\"f1\"].max()\n",
    "d2 = d.groupby(\"turbine\", as_index=False)[\"f1\"].min()\n",
    "d3 = d.groupby(\"turbine\", as_index=False)[\"f\"].mean()\n",
    "d4 = d.groupby(\"turbine\", as_index=False)[\"f\"].max()\n",
    "d5 = d.groupby(\"turbine\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(d0[\"turbine\"])\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x243b74e9668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, linestyle=\"None\", color=\"#3F2B78\", marker=\"o\", label=\"imbalanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.xticks(list(range(1, 26)))\n",
    "plt.xlabel(\"Turbine\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine category\n",
    "d0 = d.groupby(\"fault\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d.groupby(\"fault\", as_index=False)[\"f1\"].max()\n",
    "d2 = d.groupby(\"fault\", as_index=False)[\"f1\"].min()\n",
    "d3 = d.groupby(\"fault\", as_index=False)[\"f\"].mean()\n",
    "d4 = d.groupby(\"fault\", as_index=False)[\"f\"].max()\n",
    "d5 = d.groupby(\"fault\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(list(range(1, 15)))\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x243b74e9160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, linestyle=\"None\", color=\"#3F2B78\", marker=\"o\", label=\"imbalanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.xticks(range(1, 15), sorted(d0[\"fault\"].tolist(), key=int))\n",
    "plt.xlabel(\"Turbine category\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# random forests\n",
    "d = pd.read_csv(\"data/RF.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine\n",
    "d0 = d.groupby(\"turbine\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d.groupby(\"turbine\", as_index=False)[\"f1\"].max()\n",
    "d2 = d.groupby(\"turbine\", as_index=False)[\"f1\"].min()\n",
    "d3 = d.groupby(\"turbine\", as_index=False)[\"f\"].mean()\n",
    "d4 = d.groupby(\"turbine\", as_index=False)[\"f\"].max()\n",
    "d5 = d.groupby(\"turbine\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(d0[\"turbine\"])\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x243b723ec18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, linestyle=\"None\", color=\"#3F2B78\", marker=\"o\", label=\"imbalanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.xticks(list(range(1, 26)))\n",
    "plt.xlabel(\"Turbine\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine category\n",
    "d0 = d.groupby(\"fault\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d.groupby(\"fault\", as_index=False)[\"f1\"].max()\n",
    "d2 = d.groupby(\"fault\", as_index=False)[\"f1\"].min()\n",
    "d3 = d.groupby(\"fault\", as_index=False)[\"f\"].mean()\n",
    "d4 = d.groupby(\"fault\", as_index=False)[\"f\"].max()\n",
    "d5 = d.groupby(\"fault\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(list(range(1, 15)))\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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8r9DuUarNR9cCJ0fEF6geuL9JeRPTIsChEbFBZj7SbNqShuQhqh+0x1Etqv9lDn6gPkS1gfFSqk3MnwBeC3wNWKXwN/NQFYlY24MS0rT0XaqFuye7HbiZahFN0vR1RmZuMewkJI2HiFgfOJLyZp8bgT2BH2bmw4U2N3c+fwZ+1ul3UWBb4F3AVk3mLKldmXk61e1QA9E5BHoD5XnooEGNLakVXwaeVRO/BXhPZh5TiP+98zkX+Gbn2eUHlNc+ZgL/TbWhWdJ4+gFVYZiS3wIfyMxLusSu73zOjIgvAu8H9qF7kZqlgCMiYpPMnNVnzpKalVQbh8+jKlD5uaFmU/0mKT3PPA7sAfx7l/e1twGnUd3Stw/VM8obC/28Dvgg8F99ZytNX6M2d8zOTVS5ngd8iOrZRFL7Rm7uiIjFqQo/lIpDPES1H/WrmXl7oc3tnc+Vnb6IiHmoDnO+CXhLkzlL09BIzB0R8WbgNTVNHgG+AHyj8J73ibniUuDgiFiO6jfJG2r63D8iTszMe3tMW5rORmLuAD5BVWC35FrgI5n58y6xWzqfi4CvR8SrqOaNbvvcA/hxRKyVmTf1mbM0HYzLmTXXSqUWzRh2ApIkjbl7ga8Aq2Tmtpn5k5oH7afJzMcz86fAOlRVFEteALyvv1QljYDrqW6xWyozX5uZB2TmZb1UL8zKscBawC9qmq5OVUVR0jQSETsCr+wS+hhVpWZJkqTZ6hRxOJKnF516wuHA8zPzwJriEF1l5j2Z+dPM3Iaqav3R/WUraYK9k3JxiHMy889tJiOpORHxLGDnmiZXAuvUFId4msw8n+pGuxNqmm0VERvNaZ+SRkdEvImq0FzJ4cDLC8Uh/o/MfCwzvwW8nPKa6YbAe6acqKQmJdUzwWFUBxReBiyamWtk5tuB7w0zuYh4LdWG5G4eB96amfvMrph/Zt6emf9M/abmvSNimR5TlaabkZ47uvg71b6PPanmlOUyc/nMfH1m7k11sEPS4I3L3HEQ8LxC7I/Aupn5LzXFIbrKzEcz86TM3Jmq+MRefeYpTRejPHd8sSb2ENUayr/P6XvezLw5M984m36XAj4whRyl6Wok546IWJHqd0nJpcCGheIQT5OZJ1CtsV5YaLI48PUpJSlNP2NzZs21Uql9cw87AUmSxtS9wFeBb2Xm3f12lpk3R8S2wJmUF+8/HRH7Zebj/Y4naTgy80aq23Wb7PMfEbE91Y1YLyk0ew9wQJPjShpdndt1v9oldGpm/igi6g5eSJIkPdn+wEqF2Fcz8xNNDJKZV1JtfpCkbt5dEzuotSwkDcI7Ke9Z+AewbWbeMtVOM/PhiPhn4HyqArrd7AScPdW+JQ1PRMwAvlTT5FSqzYWzptJvZv6h8572d8BcXZrsExE/ysz7p9KvpJ7dQVWs8rzO5/wm9mQMQmde+kpNk3/NzCOm2O2HqQppbt0ltijV7b4etpKebmzmDqqbun/F/+Z6XmbeMNyUpGlrnOYOACJiF6rLibo5A3jtVA6LlWTmXcCh/fYjTaixmDsiYmNgjZomu2Xmmb30nZl7RcRzgbcXmuwE7NtL39IEG4u5A9gDmL8QuwXYMjNvnUqHmXl7RGwJXAw8u0uTHSLim5l51pQylSbfWJ1Zc61UGo7o4bJiSZKmtYjYBPjrVCssz2Hf61L96J9RaPKqzDyx6XEljb+IeCHlCqsAy2fmTW3lI2l4IuJwYIenfP0P4AWZeUVEnA5sXvjzlTPzmgGmJ6lFEbEH3W9uOCMzt2g3G0njJiJeBpxWCB+amW9rMx9J01NEbASUNgPdT3Wjpoc1pTEVEWcALy2E+y5GFRHbAUcXwtdl5or99C+pXRHxeqB0M929wFqZeX0f/e8NfL4Q/nRm1m1slDQkEbEScHUhfEhm7jjAsbcH/qcQvhB40VSL1nT6fRbwV2DBLuGHgJWmehhD0v81zLmjFxFxDdDt98u1mblSu9lI09ew546IWAK4AliiS/gyYKPMvGeQOUiaumHNHRGxJ9WhyW7Oy8wN+uz/mVQXACxQaPKczCz9d0uajWHMHZ2Lya4H5i00eX1mHttH/68ETiqET8jMbXvtW5o043hmzbVSaThK/5AlSVJBZv5uEA/anb4vBH5a06Rb5TNJIjMvAi6oabJ+W7lIGp6IeB1PLw4BsE9mXtF2PpIkaTxFRABfL4SvBt7TYjqSpreda2JHWBxCGnsvrIkd0kD/xwF3FmIrRMTiDYwhqT3vqInt309xiI4vA6XDVLt3br+SpCf7YE3sM71seAbIzBuAbxbCCwC79NKvJEkae3vQvTjEo8DbLA4h6SnWrYn9sN/OO5eVlQ56Q/3ar6TRtAPl4hBn91McAiAzTwZOLYRfFRGr99O/NEnG9Myaa6XSEPjyUpKk0XN4Tayviq2SJl5p4Qxg5daykDQUEbEI8O0uoT8D3m4nSZKm4rXAOoXYJz2QLakNEbEQ8KaaJge1lYuk5kXEYsAihfDtmXlJv2Nk5uPA6TVNVuh3DEntiIi5KW9KnAV8t98xMvMB4OBC+FnAy/sdQ9Lk6Nxct0Uh/KfMrDsoNSf+C3isEHtbn31LkqQx07nRe9dC+LudQ16S9GR1a5+/bmiMuv2qrr1K4+c1NbH9Gxpjv5rYOxsaQ9LsNXpmzbVSaXgsECFJ0uipW3hbpbUsJI2jm2piC7eWhaRh+Qqw/FO+S+A9mfnoEPKRJEnj6+OF7y/JzKNazUTSdLYDMLMQ+0tmntVmMpIaV/r3DfXrnFN1Y485SBotL6D8b/aizLy2oXHqbsF7S0NjSJoMb6C89/JH/XaemTdTPmy1ZkSs1e8YkiRprHwAmL/L948CX2o5F0njoW7ts27NdCpce5UmREQEsGEhnMDxDQ11ItXzSzeuv0rtafrMmmul0pBYIEKSpBHTuYXzvkJ4sTZzkTR2Hq6JPdhaFpJaFxGbAbt1CX0vM89sOx9JkjS+ImIV4KWF8HfazEXStLdzTeyg1rKQNCh165X3NzhOXV8PNDiOpMFauyZ2ToPj/AGYVYht0+A4ksbfVjWx/2lojLp+6saXJEkTpHNgc6dC+OeZ+fc285E0NtpYf3XtVZocKwCLFmKXZeY9TQySmf8A/lgIrxwRqzcxjqR6Aziz5lqpNCQWiJAkaTSVHrbnbjULSeNm2ZrYba1lIalVETE/8D0gnhK6Bfh0+xlJkqQxV7qVYRZwZJuJSJq+Opt/NimEHwV+2GI6kgbjbuDxQmyJBsdZsiZ2e4PjSBqslWpiFzc1SGbeB1xTCC8XEXWFKiRNExExN7B5IXxtZl7Z0FCn1MRe0dAYkiRp9G0CPLsQO6LNRCSNlbq1z6bWX117lSbHSjWxxtZf56A/D3lL7WnkzJprpdJwWSBCkqQR06n4vHgh3OStWZImz8Y1sQtby0JS274ArNbl+49k5l1tJyNJksbedoXvz8vMW1vNRNJ09u6a2PHOR9L4y8xZwJ8K4RUiYr6Ghnpu4fs7gBsbGkPS4C1VE2t6DfTOmtiLGx5L0nhaE1ioEDu7qUEy8yqqYuDdbNDUOJIkaeSV3ts8DvyqzUQkjZW6A9jd9pn1orT2CvDHhsaQ1A7XX6VppOEza66VSkNkgQhJkkbPqsAChdi1bSYiaXxExPLAFoXw34E/t5eNpLZExDrAJ7uETszMw9rOR5IkjbeIWAxYtxA+q81cJE1fnRsm3lnT5KC2cpE0cGcUvl8Q2KzfziNiYapbNrv5TWZmv2NIak3p3SnA3Q2PVbfhef2Gx5I0nkprJwAXNDzW+YXvl4qIFRoeS5IkjaYtC99fkpmlW38lqbT2CrB1Q2O8qvD9HZSLA0saTa6/StNLk2fWXCuVhmjuYScgSZKeZpua2CWtZSFp3HyL8vP9d93sLE2eiJgL+B5P/7f/IPD+9jOSNI4iYgHgmVSV4JcEZlHNI7cCN2TmVCtCSxpvm1EuLF16yQZARMxLddvM0lSHOh8G7gGuzcxSBXdJ6ubVwLKF2E3AiS3mImmwfgB8qBD7KHBKn/1/GJi3EPten31LalfdO46m9z7NUxNbu+GxJI2n59fELmt4rL8C29bkcV3D40mSpBESEYsC6xTCs3tvE8DKwLOAhYHHqG4DvoHqPfDjDaYqafT8kuqW7WW6xHaNiC/3sx8kIjYFNiyEv+9+VWnsjMr66+oRMW9mPtLwmJL+rybPrLlWKg2RBSIkSRo9dbfjnd5WEpLGQ+dl3jeAfyo0uR3Yr72MJLXoo8CLuny/V2Ze3XYyksbKchHxVWBTqgrOxRdvEXENcB5wEnB8Zt7cSoaShqW0yRDg8qd+ERFLATsBrwdeQuGdQ0TcAZwDHA8clZm39Z+qpAn27prYwW5cliZHZl4UEb+i+41120bEDpl5RC99R8RawKcK4YuAE3rpV9LQPFgTW6zhsRavia3S8FiSxtNzamJXNjxWXX8rNzyWJEkaPWtTLuzd7b3NfMAOwBuBLYGZhb99KCLOp3oH/LPM/EsDuUoaIZn5cER8A9i3S3hp4Cv0eAFRRCwM7F8IP0B12Zmk8TIq668zgJXo8pwjqVFNnllzrVQaotKCgSRJGoKI2JLuBz0BHgV+3mI6kkZcRKwH/IbyLXsAu2Xm7S2lJKklEbEKsFeX0CXAV1tOR9L4WQ34GPBi6quyQ/XS7Y3AAcB1EXF0RJRugZA0/uqqul/zxP8REQtHxH8C11NtHtqE+oLUSwKvBv4buD4iDoiI5fpPV9KkiYhlKd/4kMD3W0xHUjveS3V7ZTc/jIjtptphRLwQOJHqdsynehTYyRvspLFza02s202Y/Vi6JrZsRCzQ8HiSxk/dZuMbGx6rrj83PUuSNPnm9L3NjIjYDbgW+CHwOsrFIQAWoLpMYC/gsog4MSJK+1Ylja+vAhcWYu+LiC9FxJTOlHUuEDgOeEGhyacy84ap9ClpJIzK+ivUHzaX1KcBnFlzrVQaIgtESJI0IjqLbP9R0+SozLyjrXwkjY6ImCsiFo+IlSNi24j4fKeK+/lUL+tKds/Mo1tKU1K7DqB6Yf9ks6iKwjw2hHwkTQ9zA9sBZ0fEkZ0DnJImy3ML388CbgeIiA2AS4GPA/P3MMZ8wK7A5RGxSy9JSppo76JccOaMzPxbm8lIGrzMvAZ4C/BIl/B8wNER8f2IWG12fUXEMhGxF/B7YPkuTWYBO2fmRX2kLGk4rquJNXaIqVPIrq6YXQCuh0gqzQMPZuZ9DY91cw95SJKkyVF6bwOdg5wRsQxwGvBdej/AuTVwbkR8KyLm67EPSSMmMx+luhCkVLDhs8AZEfGy2fUVEfNHxLupLi/avNDsQKoLAySNn7r11/UbHmt267leNiINyIDOrLlWKg1R3Y1ekiSpXR8D1ivEZgH/1mIukoYgIh4D5mqgq7uB92bm4Q30JWnERMTOwJZdQt/JzHPazkfStPUGYIuIeFNmnjrsZCQ15pmF7+/JzFkR8SrgaKrDmv2aCRzYKTjxvsyc1UCfksbfTjWxg1rLQlKrMvP4iHgD8GNg0S5NdgJ2jIjzgLOAy4G7gMeBxYAVgQ2piunOWxjmQeA9mfnjhtOX1I6La2IbNTjOnPS1JHB1g2NKGj9LFL4fxIUfd9bElhzAeJIkabSU3tsA3BkRKwOnAys0MFYAuwMvjohtM7PuOUTSmMjMqzo3hR8LrNGlyabAaRFxJfBbqjWYO4CHgEWoDltuQFUUYvGaob4JfDQzs8H0JbUkM6+PiLvo/u98+YhYITPrikjMkYhYkvoCWOB6hzRIgziz5lqpNEQWiJAkaQRExDrA3jVNDszMS9rKR9LYegQ4BNgzM28cdjKSmhcRy9K9eutNwL+0nI4kLQmcGBE7ZuZPhp2MpP50qsQvXQg/HBEb01xxiCfbrdPnjg33K2nMRMSmwOqF8D3AUS2mI6llnSIRLwC+A7yqS5Og2oi8QQ/dn0FVUPcvfaQoabguBe4DFu4SWzkiNsrMsxsY5x1z0MZNhtI0FhELAPMXwvcOYMi6PkubryVJ0uSou0F7JnAMzRSHeLKXAKdHxGaZeU/DfUsagsy8IiLWB/YF3kv3Irurdj5T9TfgI5l5fB8pShoNvwe2KcTeRjWH9Ovtc9DG9VdpAAZxZs21Umn4Zgw7AUmSpruIWAQ4kvKD8d+Bz7aXkaQx9CfgQ8BKmbmbxSGkibYf3as0fygzB7GYJmmyJPAH4KvAu6k296xIdePuPFQv2J4LvAz4V+Bkqht568wNHBwRrxlQzpLaMxOYqxCbFziC7sUhbgX2pzrIuUqnn0Wo5pPtgO8z+5d+74oIi11J2rkmdmhmPtRaJpKGIjOvy8xtqX6r/Ai4q4/u7gEOBTbPzC0sDiGNt8x8DDippskH+x0jIlYAXjsHTRfsdyxJY61uDnhgAOPV9el8JEnS5Fu0JvYdYKUu3z8MHEZ1kHMNqj0mC1C9F94C+ApwzWzGXRs4LCJiStlKGlmZ+WBmfpiqCMR/Alf30d2jVOs07wBWtziENDF+URN7b0T0dUl559KS989BU9c7pIYN8Myaa6XSkFkgQpKkIYqIuYCfUl91dZfMvLOllCSNp+cDOwG7RcQyw05G0mBExPbAG7qEjs9Mb9KVVOd3VAUhls3MF2fmJzLzB5l5bucA1j2Z+Vhm3pmZV2bm6Zm5T2ZuBaxGdfD70Zr+5wZ+HBGrtPDfImlwSi8BoaqyvvxTvnucahPhqpn5wcw8MTOvyswHMvO+znxyTGbuTFUs4vuzGX/PiFiv9/QljbOIWBj455omB7WVi6SRcDHVJqXjmH3RupLzgDOBy5tKStLQHVoTe0tEbNFn//tTLpr3ZN1u2ZQ0fdTNAY8NYLy6dVnnI0mSJl/du5u1u3x3HLBmZr4lMw/NzL9m5t2Z+Y/Oe+EzMvPTwOrAZ4C6orzb0EAxPkmjJTOvB44Gfgbc3WM3V1KtvV6Ymb2u30oaPT+jvA6xAv1fePoxqn1os+N6h9SgAZ9Zc61UGjILREiSNFxfB7atiX8jM+uqMUoSQADrAnsA10TEfp2DFZImREQsSrVB+akeAD7QcjqSxsdpwDqZuWmnIMStU+2gc9j7g8BmwLU1TRcFvttjnpJGw3xTaPsI8ObM/HRm3je7xpl5a6dQxEeBLDSbB/jGFHKQNFneBCxUiP0xM89vMxlJwxERC0XEJ6lurzsGeCdzdli7m5cD3waujYgDImKlRpKUNEzHAtcXYgEcHBHL9tJxROwOvGYOm7vJUJre5qmJtb3puS4XSZI0Gaby7uZrmfm6zLxqdg0z85HM/Hdga+DemqZ7R8QSU8hB0oiKyg4RcRHVJSOfAhbrsbvnAXsBf4qIEyNik6bylDQ8mXkLVfHuks9HxGa99B0RGwD7zGFz11+lZg3yzJprpdKQWSBCkqQhiYiPA7vXNDmLagFO0vTxT8D2XT5vozoA/kXg58BNNX3M32l7cURsONBsJbXpP4Dlunz/hcy8ru1kJI2HzPxNZl7cUF+/B9YDLqtp9vKImNPDFJLG226ZWbcxoKvM/AbVZqGSzSJiy97TkjTGdq6JHdRaFpKGprOW+UfgK0BPB7wL5gV2pdqsvGuD/UpqWWY+RvWepGRF4LdTLQgTER8FvjmFP/FmTGl6KxW+hKpYTdPq9nfW5SJJkqaXgzPz41P9o8z8LbAd5eeKRYGP9JOYpOGLiGcCJwGHA+s03P3WVOsx34qI+RvuW1L79qB8qHse4MSI2GoqHUbES4FTmPPCV66/Sg1p4cyaa6XSkFkgQpKkIYiId1Id9Cz5K/D6zKyrcCZpwmTmsZn58y6fQzPz25m5V2Zun5nLA5sCPwFmFbpbCTg5IjZtK39JgxERWwC7dAldyNQ2LktSXzLzTuDVwK01zT7dUjqSmvfIHLY7OjMP6WOcfYA/1MTf10ffksZQRDwPKBW5fJhq/UPSBIuItwFnAqvUNDsb+BzwUqpD4DOpiuUuD6wPfJCquG5p4+BCwAER8Z2IGMSGJEntOBg4oya+KlUB7U9HxAJ1HUXEWhFxEvA1prZR8R9TaCtp8tStn8w9gPHq+pzTtRxJkjS+5uT/318HfLjXATLz18A3aprsGhGDeM6R1IKIWBu4CHhFTbOrqQr3vhZ4DrA4VeHdpYE1gXcABwL3loahOnx6RkQs2kzmkoYhMy8H9q1psiBwQkQcGBHdLjz7/yLiGRGxP3AasMgU0nD9VWpAS2fWXCuVhswf65IktSwitge+T3mj0XXAKzPz9vaykgi/rZ8AACAASURBVDRuMvN3wO8iYj+qDZGrd2k2E/hlRKybmX9rMz9JzehsYj6Qpz83PA7smplWS5bUqsy8OiI+RfX80c2mEbFyZl7dYlqSmvHwHLb7XD+DZOZjEfEF4IRCk20jYv7M9KW/NH3sXBM7ulOkStKEiog3AocAcxWa/AH4cGaeXYjf1PlcAOwfESsDewNvK7R/D9UGoQ/1nLSkocnM7GxqPBdYptBsYeDLwL9GxMnA74FbgAeAZ1AVmdkGWLvw95dSzRPrFuL+VpGmt7qNxvMOYLy6Pt30LEnS5JuTdzf7Zmbp0Pac2ht4L9Ct0N6ywCbUF+uTNIIiYjXgVKr1kG5uAT4C/KywB+22zucy4McR8QmqddUvAPN0af9i4KSI2CIzH+o3f0lDszdVse7NC/EZVBee7RQRZ1MVgLgJuBNYDHgmsAXVRYjdzq0+APwK+KdC/66/Sn1q8cyaa6XSkM0YdgKSJE0nEbE1cBjljY43Ay/PzOvby0rSOMvMc6hu2byo0GRh4JCI8NlfGk97UN1691T7Zeb5LeciSU/4EfDnmvh2bSUiqVH3z0Gb0zLzsgbG+hVwRSG2INVmA0nTQETMQ3XzVMlBbeUiqX0RsSLVv/PSO5MDgE1rikM8TWZenZlvp9qcWCqsuXtElDYeShpxmXkd8Grgrtk0XYhqjWJfqo2QhwP7AZ+kXBziNqqNyY/V9GuRf2l6q1s/mTmA8Rauid03gPEkSdJomd27m3uBH/c7SGbeBfykpsnW/Y4hqV0RMTdwKOXiEGcDL8zMw+b0gqLMvDcz9wE2oyou0c2LgX+far6SRkdmPkq1RvrH2TSdi6oIxBeA7wBHUL3X2YOqQES34hCPAzsCdZceuv4q9aHlM2uulUpD5iExSZJaEhEvBY6mXLXsdqoqbFe2l5WkSZCZdwNbUV503wTYvr2MJDUhItYFPtYldD3w+ZbTkaT/LzNnAT+oabJpW7lIak5mPgbcM5tmxzU0VgLH1zR5URPjSBoLrwGWLsSuobrZStLk+jawSCF2JPDezOzptpfMPIju6ypP+E5ELNRL35KGr1M8d3Oq54Wm3ES1KfJyqsJ1JTc3OKakMdM5JFHabFx6rulHXZ93DGA8SZI0WmZ3QPLXmTknBcDnRN07IN/bSOPno8D6hdgVwGsy8++9dJyZvwdeD/yj0OSDEfGSXvqWNBoy806qIg9Nvqt9GHhHZh6J66/SQLR9Zs21Umn4LBAhSVILOgtdxwMLFJrcDWyVmZe2l5WkSZKZtwGfq2ny0bZykdS/ThX3g+heRXn3Bl/wS1KvflUTW6e1LCQ1bXYbDc9pcKy6vtZscBxJo23nmtgPOgVlJE2giFgL2LYQvg3Yqd85IDO/Rfm3yzOAd/fTv6ThysxLgHWBQ4B+nxlOBtbr9AmwVKHd40BPhyckTZTSZuOlIiIaHqtUUA/gzobHkiRJo8f3NpKmLCLmoX6/6Ds7h7971ikSsWcpBeBT/fQvafiedHnhvwAP9tndlcDmmfnTzv8urb8C3NjnWNK0NMQza66VSkNkgQhJkgYsItYDTgQWLjS5H3hVZl7YXlaSJtQPgFsLsU0iou5HsaTRsjvV5uanOjozj2k7GUl6qs6BiVKxmhUiYq4285HUmBtmE79kNvGpqOvr2Q2OI2lERcQzgW0K4VnAwe1lI2kI3lMT+0qDxTH/tcccJI2BzLw7M3cEXgwcATwyxS4uBN6YmVtl5i0AnTWNJQvtr+zciCVpeisdVJiH8vzRq2VqYrNbx5EkSeOvtfc2mXkr5X1ny3UuOpE0Hl4HLFeI/SIzmyou8y2qYr/dbBcRdb9nJI2BzJyVmV8GVgO+Btw1xS5uoioYs1ansMwT6vaz/3mKY0jT3pDPrLlWKg2RP9QlSRqgiFgbOAlYrNDkQeDVDS62SZrGMnNWRPwS2LHQZDPgqPYyktSHdQrfnxoR2/XZd1315a0iovTC//eZeXOfY0uaLLcCM7t8Pw+wCFN/KShp+K4GNi/EHsnMBxocq65y+xINjiNpdL0LKBWVOjkzr2szGUmt27ImdnhTg2TmHyLiGmClLuHnR8QzMrO0iVnSmMjM84A3RcRiwLbAJsALgBWpNiDOD/yD6nfIZVQ34x6XmX/o0t2KlPdTNX2zlqTxdBXVPNPNisz+pu+pWHE2eUiSpMl29WziTb+PvZPuBzZnAItSvh1Y0mhpa+31wYj4Bd33q84AXgr8rKnxJA1PZt4IfDwiPgO8nGpfyXrAc6ieHRakugDgbuBK4ALgl8AphYK7qxaGuiMz/95w+tJEG4Eza66VSkNkgQhJkgYkItYATqFc9exhYLvM/E17WUmaBs6lXCDieS3mIWkw9htw/9+tiW0P/HzA40saL7dRvejrZiEsECGNoytqYvc0PFbdHLFAw2NJGk3vrokd1FoWkloXEYtSXqu8IjOvb3jIU4BdCrENgeMaHk/SkGTm3cChnU+v1qiJnddHv5Imx99qYqsC5zc4VunABLjpWZKk6aDuvQ1UhzCb5LsbaTJsVBM7teGxTqG8X3VDLBAhTZROsYcTO5+eRMRCwLMK4SbXVKSJNyJn1lwrlYZoxrATkCRpEkXEqlSLaN2qKQM8CrwxM09uLytJ08QtNbHSj39JkqRezFsTe6y1LCQ16aKaWNMFp+epiT3e8FiSRkxEbE7NzTDAMS2mI6l9ywJRiF07gPHq+lxuAONJGm8vron9urUsJI2yi2tiazc8Vl1/dXlIkqTJcDHVbdwlvruR1E1pzfPRzLyp4bFce5U0VRtQfkfk+qs0h0bozJprpdIQWSBCkqSGRcRKwGnAMwtNHgPenJnHt5WTpGnlgZrYwq1lIUmSpoNn1MTqnkkkja6623AXjYjSS/peLF4Tcw6RJt+7a2I/ysxHWstE0jAsURO7fQDj3VYTs6iupKfarPD9vdT/ZpI0fVxQE1u/qUEiYi7ghYXwVZnZ9I3hkiRpxGTm/cBfa5os1vCQvruRJkNp/fWOAYzl2qukqSqtv0J12F3SbIzYmTXXSqUhskCEJEkNiohnU1UufHahyePAOzLzf9rLStI0U3dQ88HWspAkSRMtIualXH36gcy8r818JDUjM28FLi+EZwBLNThcaQ4BuLnBcSSNmIhYBHhjTZOD2spF0tDUFZ2adwDjzTeAPiVNoIhYlPIG5aMz87E285E0mjLzWuDGQnjjzmblJrwIWLAQ+11DY0iSpNH325rYMk0N0ikSXtp39kBm3tvUWJIGrrT+6tqrpFHw2sL312TmH1rNRBpDo3ZmzbVSabgsECFJUkMiYjmqKmwrFZoksHNmHtZaUpKmo+VqYoO4fU+SJE1Pm1LePHBVm4lIatxJNbEXNTjOBjWxqxscR9LoeQvlF/fnZuaf2kxG0lDUFZRrsiDVE+qK6t4/gPEkja+3APMUYoe2mYikkXdK4ftFgA0bGmOrmtjJDY0hSZJGX1vvbVajepbp5poGx5E0eKX118UaPKT5BNdeJc2xiFiD8l6Rn7aZizSORvjMmmul0pBYIEKSpAZExNLAqcCqhSYJvCczD2kvK0nT1MtqYle2loWkvmTmjpkZg/gAZ9QMvXLN3/68rf9+SWPhVTWx81rLQtIgHF8T27jBcer6Or/BcSSNnnfXxA5qLQtJw1S6RQZgzc6NlU1aqyZ2fcNjSRpTnbnn/YXwFZQ3OEqank6oie3Q0Bilfh6n/qCoJEmaLKcADxdivreR1E1p/XUGsGbDY7n2KmkqPlj4/nHggDYTkcbNiJ9Zc61UGhILREiS1KeIWIKq4tjzapp9KDMPbCklSdNURCwMbFnT5Ny2cpEkSZMrIhYHdqlpUleIRtLoOwX4eyH21ojo+71CRMwEtqtp8pt+x5A0miJiLeDFhfCDQNs3WUgagsy8E7i9EF4KWK+psSJiburXTP/a1FiSxt5bgLULsa9l5qw2k5E08o6jfBvuWyNigX46j4iXUD5odVpm3tJP/5IkaXxk5j3AsYXwxhGxckNDvaMm5vtfabzUrXnW3b7di617zEPSNBMRKwG7FsJHZuY1rSUjjZkxOLPmWqk0JBaIkCSpDxGxKFW1sRfUNPtEZu7XUkqSprfPAvMVYtdk5pVtJiNJkibWZ4HFCrFHKW9QkjQGMvNxoFRN/jnAtg0M8y5gkULsksz8WwNjSBpNO9fEfpaZ97aWiaRhO7sm9r4Gx3kH5eeOu4G/NDiWpDEVEUsBXyuErwJ+0GI6ksZAZj4IHFkIL0V9gd058ema2DBuAZQkScP1/cL3M4AP9Nt5p7Dvywrhx4Hj+x1DUqvq1l53jYi5mhgkIp4LvLKmyTlNjCNp/EVEAAcC83YJPwbs2W5G0vgYhzNrrpVKw2OBCEmSetS57fIEYP2aZp/LzK+2lJKkaSwi1gE+VtPkx23lIkmSJldEbE/9M8eRmXlXW/lIGphvAQ8XYl+PiAV77TgilgP2qmlyUK99SxptETEv8PaaJv77l6aXuoMF74qINfsdoPMe54s1TX6ZmdnvOJLGW0TMAxwGLFNo8vHMLP0+kjS9lQrLAHwxIpbspdOI2ALYvhC+ATiil34lSdJY+xVwcSG2e6fAQ08iYgbw3zVNjsvMW3vtX9JQ1K29rk59Me+p2BeYuxC7AbiooXEkjb+9gFcUYvtn5mVtJiONizE7s+ZaqTQEFoiQJKkHEbEAcBywUU2zPTPz31pKSdKIi4h/iYgXDqjvtYFT6F5ZFeBB4NuDGFuSJI2eiHhrP5uAavp9JfATymuKs4AvNz2upPZl5k1Utzd0syqwX+eGhynpHA4/BFii0OQOvJlXmmSvo7odopvLM/O3bSYjaeiOpFq37GZu4NiIKM0Zs9W5Be9wYMWaZt4oI01znXe+RwIvLzQ5KjN/3mJKksZIZl5CtW+kmyWBQzoHLudY5/nnhzVNvpKZj06lT0mSNP46BS5LxbfnBX7cuVm4F18ANq2J/0eP/Uoaksy8HDinpsk3I2LDfsaIiM8Ab6hp8iOL80oCiIjPAp8vhK+mehaR9BTjdmbNtVJpOCwQIUnSFHUOMxwFbFHT7MuZuUcrCUkaF1sDF0TEURHxkiY6jIgZEbE7cCblAxYA/5mZNzcxpiRJGgtbARdHxP808dwREXNHxJ7AicACNU2/nZmlm2skjZ9/BUo3Qu0EfD8iSjfCPE1ELAgcC7yyptkXM/PeOU9R0pipu5Hq+61lIWkkZOadwAE1TVYBzoiINafad+cGmuOAbWuaXZCZJ021b0nDFxGvjYgvRcSz++xnbeAsqiJW3VwP7NrPGJKmhY8DjxRirwYOmtP1k4hYGjgJKM1vl1J/u7ckSZpgmXkU1bNCN+sAv46IZ0ylz4jYG/hiTZMjM/OsqfQpaWTUXe4xP3BCRGw31U47+0f2BeoOoz4EfGuqfUsaDRGxfEQcHBEv6rOfJSPi/7F33+FyleXex793CBA6kWIo0gQp0kMTEDGKNAsoSDmCqBDkxXbEY+/YOXalKs0jgqIUpSjSRIogVZEm0gm9hQAJSe73jzXoZjNr9pQ1ZWd/P9c11wXrWet+7sysWXvvmXl+cwrw1ZJdZgN7+xkR6aVG8Zo1XyuVeiwMZZMkqTURcRKwV4Ndrga+0sUW/pyZj3SxvqQuiIiLgNcN2XQH8EvgNODazCz7Y7herWWBvSkWVoz07eB/BbY0HVHSC+pcj4ZaNTPv7F03krohIo4H3j1k0+3AryjeNLguM2c3WWdxYD/gozT+1l2AvwNbZOaMVvuVNLgi4u0U144yNwKHZObvG9QYB+xG8Q1TKzWodSHwxsyc206vkgZbRKwI3EX98PrZwCsy84HediWp3yJiSeBm4OUNdnsG+BHw/cy8f4R6iwL7Ax8HlmuwawJbu8BBGp0iYj/gOGAO8HvgDOC3zQZl1z7YfDCwDzBfyW5PAdtk5vUdNyypZRGxErBxk7svCxxVMnYhzS9KeiQz/9zkvi8SEZ+h8WdELgcOzsxrG9R4B0Wvy5fsMhvYNjMvbadHaSwYTdeOWpjum1o45Gig3qLvh4GpzRbJzNNbmFMaE0bTtQMgIlYFrgWWKKtNEfhwTKPPikXEpsB3ga0aTPcQsF5mloWJS2PWaLl2RMS5FF9s1sgpwDcb/b1SqzUO2BX4NCP/2z+VmY0CKqQxaRRdO1ah+Iw7FOtifg2cmZk3Nnn8ShSfb/8w5b+zALw3M49rpTdprBjNa9Z8rVTqLQMiJElqUUTcyciLo7rp9Zl5UR/nl9SGERZkPw/8A7gGuBt4onabTvEt3YsDE4F1gI2ANam/oGK4O4HXuMBC0lAGREjzvjoBEUM9R7Gg+3qK3xWerN1mAIsBLwNWBLam+L2jbKHEUPdRLJr4Vyd9SxpMEXEY8LERdrsHOAu4heIDg+MoPrCwLkUC/LIjHH8n/u0izdMi4rPAoSXDZ2bm23rZj6TBERFTKL79ZaS/PWZTvH56CUXgzKMUi8NfRhEGsSXwGmDhJqb9fGaWXZMkDbghARFDJUVA5nUUIZYPU7zPMhNYhOK1jrWB1zLy+7zPAG/JzAuq61pSK0qe5912cWZu286BtYVS5zDyYu/LgPOB2yiuNUsC6wFvAVYb4dhPZuY32+lPGitG07Vj2IKrnsnM6PWc0qAbTdeOF0TEWyiC8ho9p58CzqVYOPYgxXvEywKrAjtRfPaskZnAmzLzT+32Kc3LRsu1IyKWo/iCsbLFlUPdQvHa6z+Axyg+Q7IksDSwCcVrKiO95wtwHrBjZs5ppVdpLBhF145VqP/3ygMUr79eD9xP8frrDGACxfVhDYr3atan8e8pYJCM1NBoXrPma6VSb43vdwOSJEmSmB/YoHaryt8oXmh3gZUkSRpqAjC5dqvCPyl+5zAcQpp3fQJYCnhPg31eAby/zfr3ANv7t4s074qIoPE15Ke96kXS4MnMCyLi3cAJNA6JGA9sVrt14nC6+406kvojgNVrt906qPMosHNm/qWSriSNCZk5NyJ2B/4IbNpg1y1rt1b92A88S5KkF2TmbyNif+AnlC++XBx4Z+3WqpnAnoZDSKNfZk6LiB0oFl8uM8LuazJyeMxIrgB2NxxCmmdNAnao3do1Bzg4M4+qpiVJg8bXSqXeauZbhyVJkiSNHgkcCWyRmff1uxlJkjRPOxXYJDP/2e9GJHVPZs4F9gcO60L5q4AtM/PWLtSWNDi2pfwbHh4Azu5dK5IGUWb+HNgOuLuL0zwLfDAzD87M7OI8kkavS4DJhkNIakdmPkXxrXh/rLj0N4EPVlxTkiSNcpl5LLAXxbd2V+lBilDv0yuuK6lPMvNvwOYUr3t009HAGzPzyS7PI2n0uht4g+EQ0rzP10ql3jEgQpIkSeqNW4DZXZ7jAopgiIMy85kuzyVJksauG4A3Z+buvrkvjQ2ZOTczPw68FbirgpLPAV8GtsrMeyuoJ2mwva/B2AmZ2e3XSySNApl5IbA+cDwwt+LylwIbZeaPKq4rad7wIHAwsG1mVvH3jqQxKjOfoPgWzS9SfPN2J6YBb8/MTxpuJUmS6snMU4DNKF73qMIpwAaZeXFF9SQNiMy8gyLM++PA0xWXvxvYOTMPzMyqQ2skzRtmAt8B1vf3DGns8LVSqTcMiJAkSZJ6IDMPBJYB3gkcC9wGVPEH6j3A94ENM/MNmXllBTUlSdLo9gFgJ+BbwJXArApqPgP8EtiR4veOsyqoKWmUyczfAmsDhwD/aqPEYxRv/L8qM7+Qmc9X2Z+kwRMRSwBvb7DLsb3qRdLgy8wnM/M9wGrA1ygWbbfrOeAEikDdrTPzlip6lDQQzqAIoPo18FQHdW6g+KapV2bm4ZlZdTiNpDEoM+dk5peAdYCfAM+2WOIB4PPAmpl5WtX9SZKkeUtm/iMztwZ2o72giFkU7wFvnpl7ZmYnr8VIGmC1LwQ4DFiB4jMlf++kHHAexfs/q2Xm2RW0KGlw3AvsAhxT++92TaN4r2eNzDzELyGSxh5fK5W6LwxNkSRJkvojIpakSHJfH3glsCqwMrAEsEjtlhSpidOBhyhebLuV4oOLl2bmrb3vXJIkjSYRMT/Fi+wbUizsXgl4BcUb/4sBCwMTgDkUL8I/TvEm3e3A34ArgMszs4qgCUnziIgYB2wKvAmYDKwFvJzi75igCJZ5gCJI4mrgYuDCzJzdl4YlSdKoExHzAetRvIa6OcXfMxOBJWu3+YAngSdqtzsoQvKuBP6amc/0oW1JPVT7u2RdYAte/F7LUhR/myxI8bfJU8BdwC0U14g/ZuZt/ehZ0thSC83bHphC8XvNasDiFK/HzqAI07wVuA74PfAnAzUlSVK7ImJ1im/p3ZLidZQVKd4Pnp/ifeBHgDupfe4MOCczOwnekzSKRcRqFK+7bkbxeZKl+c9rrwtRfGb1hddepwF/pXhd5S+Z+XA/epbUexGxCsXrr5OB1Sle21gWWJTiM2cvfMZ9GsVrHNcC51O8T2Mor6R/87VSqXoGREiSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJA24cf1uQJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSY0ZECFJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkjTgDIiQJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEkacAZESJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkDTgDIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkgacARGSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEkDzoAISZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKkAWdAhCRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ0oAzIEKSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJGnAGRAhSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZI04AyIkCRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJGnAGREiSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJA04AyIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIGnAERkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJA86ACEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpAFnQIQkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSdKAMyBCkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRpwBkQIUmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSNOAMiJAkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSRpwBkRIkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiQNOAMiJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSBpwBEZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSQPOgAhJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkqQBZ0CEJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEnSgDMgQpIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkacAZECFJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkjTgDIiQJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEkacAZESJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkDTgDIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkgacARGSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEkDzoAISZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKkAWdAhCRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ0oAzIEKSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJGnAGRAhSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZI04AyIkCRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJGnAGREiSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJA04AyIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIGnAERkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJA86ACEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpAFnQIQkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSdKAMyBCkiRJkiRJkiRJkiQBEBEnR0TWuR3Z797qiYj3l/R7c797kyRJkiRJkiRJkiRJqpoBEZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSQNufL8bkCRJkiRJkiRJkiSNDhGxNLB1v/to0t2ZeU2/m5AkSZIkSZIkSZIkSZKqYkCEJEmSJEmSJEmSJKlZ6wKn9buJJp0A7NfvJiRJkiRJkiRJkiRJkqSqjOt3A5IkSZIkSZIkSZIkSZJ6LyJ2iIisc3uu371JkiRJkiRJkiRJkl7KgAhJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkqQBZ0CEJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEnSgDMgQpIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkacCN73cDkiRJkiRJkiRJkqTRITMvAqLTOhGxLXBhyfAJmblfp3NobMjMI4Ej+92HJEmSJEmSJEmSJElSL4zrdwOSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJElqzIAISZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKkAWdAhCRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ0oAzIEKSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJGnAje93A5IkSZIkSZIkSZIkSZI02kTEfMAqwIrAosDzwFPAHZn5YB9bkyRJkiRJkiRJkjSPMiBCkiRJkiRJkiRJkqR5RERMALYFtgPWBdYAXgYsAjwHPAjckJlvr3DOdYC3AFsA6wDLAIsBs4DHgFuBvwBnZealVc07CGr39xuBHYENgFcCSwDzAzOA+4GbgT8Dp2XmHX3ocdlaj1tRPD6rAhOBhYE5wNPAPRSP06XAuZl5a6/77KaIWAyYQnGOrg+sDEyieF6Mp7gPpgMPADcBNwKXA5dn5uyKe1m71sfawFoU58ySFM+ZhYGZ/OfcuQO44p+yhQAAIABJREFUDrgEuCQzn69g/h2ACUM2bVSy67iI2KXF8tMz8/z2OvuPiFiC/5yz6wKrAUtT3D9Jcf/cB9wGXAH8ITOv63TeFvpbDNgLeAfwWmChkv0eAf4AnAqckZlzh43PB+xTMs1ZmflwZU3zouvVNsCGFNeCpSmeB3Mp7tcHgNuBq4CLgEuH990PEbECsAPF/b0WRSjHosCCFIEcdwJHZebRtcfnkJJSF2XmRV3s8+MU5+lwN2XmKd2aV5IkSZIkSZIkSWNLZGa/e5AkSZIkSZIkSZIkjSERsS1wYcnwCZm5X5fmvQLYvM7QpzLzGxXNsRbFAvN6lsvMB1qotQNwTp2hmZk5Ydi+SwMfB95HEQjRyEuOH1LnZGCPOkNHZeb7h+27HfA5igW7zboJ+EpmntTCMaUi4v3AEXWGbsnMtbpVKyIWAT4KfIhigXWzzgY+nZnXt9JbqyIigDcDH6QIRpivxRJXAd8Cfp2j+IMltXP0A8D2FAvJWzUdOB84AfhdO2ERtbCDtwE7UYS3vLyNPgCeBH4GfC8zb2+zBhHxQAc9jKTl591QEbEN8BGK+6rVx+sm4DsUP0M6DtKoJyIWAP4b+BRFEEwrbgc+lpmnD6k3AXi2ZP/XZOYVbTU6TESsTvHzYU+KIJJW3A/8lOK8e6yiflr5ObMV8EmKc2LcCKX/fXxEXAVsUmefazJzcutdj6zW659Lht+Tmcd3Y15JkiRJkiRJkiSNPSO9cSZJkiRJkiRJkiRJkgZYRLwLuAX4H0YOh6hivoUj4gTgD7QWDgGwNvDziLiw9o3wo04t4OTvwJdpLRwCikXOf42IT1Td1wsiYgvgauBMYDtaD4cA2BT4FXBZRKxTYXs9ERFbRMRfKM7Rt9JeOAQUi+l3AU4D7o6IDVroYbOIOA14kCJgYg86C2ZYgiLs4qaIOCwi2v03DZyIWCsizgcuBnalvcdrbeAY4IbaQv1K1UIWrgC+QevhEACvBE6LiOMiYv5KmysREYtExHeBm4EDaD0cAmB5iiCgOyLiAxHRk8+a1Xo/DriEIuym1XkPL9m+cUTUC46owtSS7U8Ap3RpTkmSJEmSJEmSJI1BBkRIkiRJkiRJkiRJkjRKRcS3gJ/Rg2CI2nxLARcB+3ZYalvgmojYqNOeeikiDgDOA1bpoMx44Bu1hduViYhxEfFl4DKgqvt1C+CqiHhnRfW6KiLGR8TXKe6DzSouv1zt1qydKMIlqg5ymB/4GHB5REyquHbPRcRBwPXAlIpKrgVcHBEfrqgetUCBqp5X+wFnRcQCFdQqFRGvogiK+QjthcQMtzjwQ+B3EdFOQEbTImJ54FKK+yraLHMy8HjJWFmQQ9siYiKwe8nwzzLz2arnlCRJkiRJkiRJ0thlQIQkSZIkSZIkSZIkSaNQRBwK/E8P51sQOBPYtKKSywIXRsT6FdXrqojYHziaIuChCh+JiP2qKFRbbP5r4HO0v6C6zMLAyRHxnorrVioiFgHOBj5J9ffBINoIuCQilu53I+2Iwo+Aw4GqwxLmA74XEV/stFBErAmcCyzTaa0htgN+UmG9F4mIDYDLgTW7UH5HigCOroQS1cInzgU26KROLZDhhJLhvSJisU7q17EPsFDJ2NEVzyVJkiRJkiRJkqQxrqoPLUiSJEmSJEmSJEmSpB6JiLcAny0Zvh74I3Af8CAwF1gKeDWwPbBCm9N+G9iyzvZZFAt6r67NOQNYHlgVeBvwigY1lwDOjojJmflgm311XURMAY6qMzQHuAK4GJgGPEyxSHgSsDUwhfJFwwDfiYhzM/OBDnqbDzgVeMsIu84CrgQuqfX6CMVC+pcDawM71/quOw3wk4h4IDPPabfXbomICRTn4NZN7D4N+APwL+Ah4FFgEWAixXm7CbAxsHhXmi3cQ/E8/TvF4/Bk7bYAxXPihT42q/VVZnXglxHxhszMLvbbDT8GDhphnznAtRTPr3sp7qs5FOfsGhTn7MoNjv9CRNyfmW0t0K+FjpxOcf0sMxs4D/gVxTVwGvAURQDOChRhELsBw4Nw9qH4d1UqIlahuP6PFODwIHAGcDvFdXt+in5fTXEtWbTBsRsA50bENpn5XIctD/dTYL06258FLqC4hj1EcS5MoPj5sgnwpjrHHAF8mJcGxiwK7E39a3q7ppZsvywz/17hPJIkSZIkSZIkSZIBEZIkSZIkSZIkSZIkjTLz8dJvJE+Kb0v/Ymbe1ejgiNiujTm34KULnJ8Hvgr8IDMfL5nrQ8AbgB8Ca5XUXoFiUfCb2+irF5YAfg6MG7LtWeD7wGGZ+VjZgRGxFPAV4P0lu0wEvga8t4P+vk3jcIhptX2Oysyny3aKiKAI9DiMInhguHHA/0XE+pl5Xwf9dsPxjBwO8Uvgm8C1I4Up1O6LLYE9KRb3lwVnNOsZilCK04GzMvORZg6KiAWAXYCPA5NLdns9cCBwZDM1M/NF/5aI2AGoF/oxMzMnNFOzVRHxERqHQzwB/Aj4/gj31cER8TrgOxShHvX8ICKuzMzr2mj1MMqvWwCXAVMz88Y6Y/fUblcAh0bE3sB3KYIjXvC/bfRUqna+/BpYusFut1OEJpybmXNK6iwEvAv4FrBkSZ1NKR6j/dtu+KV2BlYctu1h4HPAiZn5bNmBEbEYRbjFv2XmrRFxAcXPoOGmUlFARERsNXzuIaoMoZAkSZIkSZIkSZKAF394QZIkSZIkSZIkSZIkDb7xvHjB+uPAazPzPSOFQwBk5nltzLkBL/4W9ruBTTPzS2XhELW5MjP/CGxEEQJRZueI2KONvnphEi++v28GXp2Zn2oUDgGQmY9m5kHAwQ122yMiFm+nsYh4M8Vi7zKnAGtk5rcbhUPAvx+r0ykWOp9SstvLKIIxBkZE7A80Onf+CWyemXtk5jUjhUPAv++LSzPzg8BKFAEet7bR3p3AfwMvz8xdM/OEZsMhan3MysxfApsDnwDmluz6hdqi/oEXERtRBC+UuRB4VWZ+rpn7KjMvpggr+E7JLgsCR0dES5+RqvV5YINdTqS47tYLh6jX50nAhhTn4wvKwhfa9QnKgzKgCFJZPzPPKguHAMjMZzPzGGBdihCMMu+LiDe11Wl9w8Mh/kBxLhzVKBwCIDOnZ+YVdYaOKDlk44jYpJ0m6yg7Tx6nCKaRJEmSJEmSJEmSKmVAhCRJkiRJkiRJkiRJo9ejwOsz89Iez7l9Zl7f7AGZ+RxwAOXBAwDfjIj5O22uy64BtsrMO1o5KDMPp/yb5BcG9my1kYhYBDiywS5fzcw9M3NGK3UzcxawN8UC+HreERFbtFKzWyJiWcqDAeA/j9eV7c6Rmc9n5nHA2sCfWzj0p8Dqmfm9kcI5muhhTmZ+i+I5VM8kisdsoEVEUNwv40t2ORHYLjMfbqVuZs7NzEOAr5bssinwzlZqAl+g/HNVpwPvzcyywI66MnMa8Abg/hZ7GVFETAI+3WCXk4H3ZeYzzdbMzPuAnYBG1/oftBq+0aSzgbdm5hMd1jmD8vt7aoe1iYiJwO4lwyfWfvZJkiRJkiRJkiRJlTIgQpIkSZIkSZIkSZKk0evgVoIaKrJ3Zt7c6kGZmcC+wI0lu6wM7NFJY102Hdg9Mx9r8/hP12rU89Y26n0IWKFk7BeZ+dk2agLFgnvgIKDscW60EL2XPgcsVjJ2JzAlMx+qYqJaCEHTQQ+ZeU9mzqli7iE1jwV+XjK8b5VzdcmewEYlY38C9u/wPvs8cFHJ2KeaLRIRr6T8OfkYMLXdPjPzbuDD7Rw7go8BE0rGrgX2bTXQAiAznwR2BJ4s2WVNWg/fGMk04L8yc2anhTJzNnBMyfBeEVF2/WjWvpTf70d3WFuSJEmSJEmSJEmqy4AISZIkSZIkSZIkSZJGp7Mz85Qez3lGZv6h3YMzcxbwkQa7/L92a/fApzLzX+0eXAuW+E3J8ORWakXEAsBHS4YfBA5opV49mfkM8P6S4Z0iYrlO5+hEREwE9i8Zngu8u7a4fV7zSYp/33BbVrDYvds+WbL9OYpAgOc7KV4LQHgf9e+f9SNisyZLvQuIkrHPZebD7fT3gsw8FTi/kxpDRcSCwHvLpqMIEmr7vs3MacAXGuxS9XX7w5n5RIX1jgFm19m+KLB3h7Wnlmy/JDP/0WFtSZIkSZIkSZIkqS4DIiRJkiRJkiRJkiRJGp2+3Yc5yxZ4Ny0z/wj8sWT4NRGxSqdzdMGjwLEV1Pl1yfZJLQYu7AosXTL25cyc0Vpb9WXmxcDVdYbmA3arYo4O7ANMKBk7LjP/1MtmeiUz7wWurDM0Htiqx+00LSI2B9YvGf5h7d/VsVqIy+klw3s0WWaXku1PA8e32lOJH1VUB2BnYGLJ2KmZeXkFc/wYuL1kbOsKr9t3AadWVAuAzLwPOLNkuCzgYUQRsTWwTsnwUe3WlSRJkiRJkiRJkkZiQIQkSZIkSZIkSZIkSaPPHcCFPZ7zysy8uaJaJzQY26miOar0s8x8toI61zUYW7uFOmUL3acDP22hTjOOK9m+XcXztOodDcZ+0LMu+uOyku1lAQyDoOycTeD7Fc9VFuYy4jkbEUsBG5QM/yYzn2m7qxc7myJ4pgqNrplVBNuQmbOBE0uGA9ixinmA4zMzK6o11BEl2zeOiMlt1iwLl3iUikMuJEmSJEmSJEmSpKEMiJAkSZIkSZIkSZIkafQ5u0uLaBs5qcJapwNlC623rXCeqlxcRZHMvAd4smR4YjM1ImJ+4I0lw2dl5sx2emvgzyXbt6x4nqZFxOIN5r80M2/oZT998GDJ9jV72kVrygIE/pKZ91U812UUwRPDrRsRi41w7KYUgQf1nNVRV0Nk5izgvIrKvb5k+4MVzgHwM+rfrwBTKprjdxXVGe584NaSsQNbLRYRE4HdS4ZP7MJ1WJIkSZIkSZIkSfq38f1uQJIkSZIkSZIkSZIkteyaPsx5UVWFMvPpiPgrsE2d4Y2rmqdCl1ZY6zFgiTrbF2/y+PWBskXuZ7fVUWN/A54FFhq2famIWKELi/ubMZnyz7yc28tGOlULu1geWBpYGFgQmG+Ew1Yt2b5cha1VJiKWAtYqGa78nM3MxyPiNuBVw1uheP40ej6v22Dsuk57q1Nvz04KRMQSwGolwxdn5pxO6g+VmXdExO3A6nWGN6pgiucprjeVy8yMiCOB79QZ3isiDsnM6S2U3BeYUDJ2dMsNSpIkSZIkSZIkSS0wIEKSJEmSJEmSJEmSpNHn2h7P9zxwU8U1r6d+QMSqEbFQZj5b8XztmpmZD1dYr2wRcr3QiHoaLcT+R4u9jCgz50bEo8CKdYZfCfQjIGLDBmNX9KyLFkVEAJsDOwKvATYAlq1wiqUqrFWlnp6zNQ/x0oAIKM7ZRgERq5RsnwH8s8OehqsicGKdBmPdCBK6lvoBEatFxMKZ+UwHtW/KzJkdHD+S44Gv8tKwm0WBvYGjWqg1tWT7xZl5c+utSZIkSZIkSZIkSc0b1+8GJEmSJEmSJEmSJElSyx7o8Xw3ZeasimteX7J9HPXDCPrl8YrrlQVfLNjk8Ws0GLulxV6a9VjJ9hW6NN9IVm0wdmXPumhSRCwaEZ8A/gVcDnwe2I5qwyEAJlRcryqNztluLaZv95xdrmT7tMyc20E/9VQRrrJSg7EqAiiarRl0fj3o6s+1zHwcOLlkuCzw4SUiYmvKgzlaCZmQJEmSJEmSJEmS2jK+3w1IkiRJkiRJkiRJkqSWPdnj+R7scc3lgNu6MGc7nurRPNHkfo3CM6ZHNFumEhN7OdkQZQvRZ2Rmrx6vpkTEbsCPgJf3YLoFejBHOxqds38fsHN2iZLt3TivqqhZFmgB3QlcmNZgrNPrdi9+rh0BvKfO9o0jYnJmXt1EjbIwiUeA37TdmSRJkiRJkiRJktSkcf1uQJIkSZIkSZIkSZIktWR2Zj7T4zl7vTh6sS7M167sdwPDLNXvBoaY0Kd5Fy/Z/kRPu2ggCt8GfkVvwiGg+ZCRXhtN52zZ+KAGRDS6Vnaj50YhDp1et7se7pKZVwFlIRAHjnR8REwEdi8ZPj4zZ7bbmyRJkiRJkiRJktQsAyIkSZIkSZIkSZIkSRpd5vRhzl4vNO5X8MBosFC/Gxhi/j7NW3YfDExABHAY8NF+NzEg5oVzthtBMVXUXLDB2Gi7bs/u8PhmHV6yfa+IWHSEY/el/r8zgaM76kqSJEmSJEmSJElqkgERkiRJkiRJkiRJkiRJo8f4fjcwRPRp3m4s1q9MROwCHDLCbjOBC4CvA/sArwVeBSxDEagwf2ZGvRtwUBfb74bRdM7OLNm+eNWNAEt0oaZGdjL1w2QWBfYe4dipJdsvzMzbOupKkiRJkiRJkiRJatIgvQErSZIkSZIkSZIkSZIGU68XRz/XhfnmFd435ffBkj3too6IWAD4XoNdHga+BPwsM59qc5r52jyuX0bTOftkyfZuXAOrqNnovl0ceLSCOYYa9dftzHwmIk4APlxn+EDg6HrHRcTWwDolZeseI0mSJEmSJEmSJHWDARGSJEmSJEmSJEmSJFVnpG+nH616vTi63YXzY8HTJdsTeHsvGwFu7PF8LyhbxN/3gAhgd2DlkrFrgbdm5r0dzjGxw+N7reycBTgAeKRXjQB3jDA+rWT7chERmZkV9rJ8BTWmNxjrdbDPaLpuH0H9gIiNI2JyZl5dZ+zAkloPA6dV1pkkSZIkSZIkSZI0AgMiJEmSJEmSJEmSJEmqTqPFs6PZy3tcs2yRtuC+ku0BXJiZZeEJ85KygIVFImLxzOznQvU9S7Y/BexaQTgEwMsqqNFLZecswFWZeX3POhnZnSXbFwVWB26rcK6NKqjR6Fo5Caj6vp3UZi8DJTNviYgLgCl1hqcyLAwiIiYCu5WUOy4zZ1XcoiRJkiRJkiRJklRqXL8bkCRJkiRJkiRJkiSpR2aWbF+wwjlG28LtZq0VEfNXXHP9ku1zabygfKy7o8HYUj3ror8a3Qeb9ayLYSJiHLBNyfCRmXlXRVO9oqI6vTKaztm/NxirItBhqA0rqHF3l+sPV3YfjMbr9hEl2/eOiEWHbXs3MKHOvgkcXWlXkiRJkiRJkiRJ0ggMiJAkSZIkSZIkSZIkjRVPlmxfrMI5Vqyw1iBZAFin4ppli5f/lZnPVjzXvOS6BmNr9KyL/rq2wdgWPevipVYEFi8ZO7XCeV5TYa1eGE3n7FUUi/7r2bmqSWqBO9tVUOofDcaqDrSAeeu6fTpwf53tiwJ7D9t2QEmN8zPz9kq7kiRJkiRJkiRJkkZgQIQkSZIkSZIkSZIkaax4qmT70hXOsVWFtQbN66oqFBGLAJuUDF9T1TzzqKuAOSVjb+hlI310DfB8ydgOvWxkmBUajN1WxQQRscoI87SqLAwhKpsg8zbg0ZLhgTpnM/MR4IaS4bdHxMIVTbUzsFSnRTLzKaAsoOB1ETFfp3O8ICJWBlYvGW4U2jKQMnM28JOS4akv/EdEvJbygKSjqu5LkiRJkiRJkiRJGokBEZIkSZIkSZIkSZKkseLxku3rVlE8IgLYpopaA2r4N6p3YhegbKH1xRXOM8/JzCeAS0uG+xmO0DOZ+TRwScnwVhGxfi/7GWKRku1za49bFfatqM4LyoI2Fqhd06pyVsn2KRExf4XzVOG0ku2LAvtVNMfBFdUBuKBk+ySqDeB4F+XBIedXOE8vHU39wJ3JETG59t9T64wDPAic0ZWuJEmSJEmSJEmSpAYMiJAkSZIkSZIkSZIkjRU3lWx/dUQsUEH9HYBVKqgzqDaPiFdVVKvRIvdzKppjXvarku3rRcSOPe2kf05tMPbBnnXxYjNKto+LiMU6LV67Th3UaZ1hynqGIhChKmXn7FLA/hXOU4WfA1kydmhELN1J8YjYDXhjJzWGObvB2HuqmCAi5qP8up3AuVXM02uZeR9wZsnw1Ih4GbBbyfixmVkWsCJJkiRJkiRJkiR1jQERkiRJkiRJkiRJkqSx4uqS7ROAnSqo/7EKagy6b3RaICKmAG8qGb4iM+/odI4x4ETg6ZKxQyNiLHwe5CTgmZKx90bEa3vZTM0jDcbWraD+R4FJFdQZ6uEGY6tWOM/ZwJ0lY5+JiIUrnKsjmflP4Lclwy8DjqkFJrQsIl4BfL/d3kqcDTxeMrZHRGxawRzvB8oCgv6UmXdVMEe/HFGyfS/gYIrfEYZL4JiudSRJkiRJkiRJkiQ1MBY+ECBJkiRJkiRJkiRJEsD1wOySsY6+wT4iDgSmdFJjlNg1It7Y7sERMT+NF0eXLdTVEJn5FPDjkuHJwPd62E5fZOaTwFElw+OAEyNiiR62BHA/MKdkbLdOCkfEhsCXOqlR4h7Ke96wqkkycy7wzZLhFYCTBizY5IvA3JKxXYCfRkS0UjAiJgHnA8t31tqLZeYs4Kdl0wI/ajfQAiAilgUObbDLaL9u/xG4rc72xYDPlxxznmFGkiRJkiRJkiRJ6pdBemNVkiRJkiRJkiRJkqSuyczngPNKhneOiB3aqRsRWwLfbbux0ecXEVH2TfKlaoupjwfWLdnlbuAXHfQ11nwNeKhk7IMR8flWF7A3IyIWjoipA7KY/2vAkyVjqwAXRMQyVUwUEeMiYpFG+2TmDOCqkuGDImLVNud+FXAGsEA7xzeSmc8DN5cM71nxdMcAN5aMvQ04shYiU6mImD8i9mrlXMjMa4GjG+zybuDPEfHqJnvYiyKkaI0hm8vO3XZ8G3i2ZGwz4CftXA8iYjHgbGBiyS43A79qte4gycwEjiwZHl+yvSycRpIkSZIkSZIkSeq6QXizXpIkSZIkSZIkSZKkXin7lnWAEyNivVaKRcSuFN8+vlBHXY0uSwN/aOW+iogFKRbg7t1gt0/VFqurCZn5FHBAg12+BJwTEctVMV9ErBYR3wTupVgc3ffPnGTmI8BHG+yyMXBpRGzW7hy1cIH9gJuA1zZxyO9Lti8EnBURy7Y4/5bAJcBKrRzXoj+VbN8xIv6nqqCRzJxDEaxQ9jw/ALisnQCaeiJiuYj4LHAncBKwRIslPgbc0mB8S+C6iDgrIvaLiHUjYumIWCAiVoyIzSPisxFxfW3+4Y/9IS32UyozH6AITCmzH0UAx4Rma0bEJOAsYHKD3T6UmXObrTnAjqc8YGO4acCZ3WtFkiRJkiRJkiRJaqzvb9ZLkiRJkiRJkiRJktRDZ1Is7qxnGeCiiJgaEQ3fT4+I9SLiDOA3vDgc4vpq2hw4NwA55P9XBv4aEZ+LiCXLDorCFOBaYGqD+udm5knVtDp2ZOaZwP822GV74PaIODoiNmildi0YYfOI+EpE3ADcDnwcmNh+x9XLzGOBXzTYZQ3giog4OSI2aqZm7bzdMiJ+ANwNHAc0G1pwFOULzdcGro+IPSJivhF6WC0iTgD+zEuDBS5pspdmndpg7FvAHRFxeER8ICL2johdSm5vGGmizLwa+O8Gu2wC3Fh7vLZqJZwiIuaLiPUj4tMRcQVwH3AosHyzNYb1OgN4G/Bog93GAztRnCN/Ax4GZgL3AFfU5l+/znE/A37eaPo2Wv4WcE2D8akUgRbbN/oZFxETIuJ9wD9oHIry08w8r40+B05mPgac0uTux2bm7G72I0mSJEmSJEmSJDUyvt8NSJIkSZIkSZIkSZLUK5n5fER8CPhVyS4vo1jg/cWIOItiwe9DFO+vLwOsRrHofo06x94FHARcVnXfA+ByikXpBw/ZtgDwZeAzEXEOxcLk+4BngOWAVSkWV680Qu1pwHuqbngM+TgwCXhXyfhCwAHAARHxIMVjeR3FovfHKRazLw4sUbutTrGgfS1g/q52Xp33Aq8Ati4ZD2APYI+IuB/4A0XgxUPAY8AiFMEXKwCTa7fF22kkM6dFxI+Bj5XsMgk4Gbg3Is6jCE95FJhbG1sR2I76oQJQXLsuoPHC/VZ7viAirgfKQkRWpri2jeQWivNmpPl+HBHLAZ8p2WU8tccLeLwW9nA1RfjCE8AMYDH+c86uSnF/rQNMaKLPpmXmLRGxA3AOsHRFZc8D9qfxF/s832rRzJwVEe8ArqK81zWBc4FpEXE68C/gforn+vLAq4G3Uty/jVwFfKDVHgfcEcB+I+wzFzim+61IkiRJkiRJkiRJ5QyIkCRJkiRJkiRJkiSNKZl5akT8Bnh7g92Wo1jA26xHKb5Ffm4nvQ24Q4CNgC2HbV8Q2KV2a9V0YOfMfKDD3saszMyIeDfFwvmRFmy/nPYfq4GVmc9FxI7AmcDrR9h9eUZeBN6pz9f6mNxgnxUpglFaCUe5srb/Pu23Vuog4GJ6FAqSmZ+NiOnA1ykCPMpMBHas3foiM/8aEVsCvwQ27LDcCcDUWpjDsg32m9lO8cy8MyK2A86nCDwqsxzNhX7UcwOwQ2Y+1+bxAykzr4yIa4CNG+z2+8y8q1c9SZIkSZIkSZIkSfU0SqKXJEmSJEmSJEmSJGle9V7gmopq3Q9sl5n/qKjeQMrMmcDbgL9WVPIRYEpmXltRvTErM+dm5geBdwNP9buffsjMp4HtgR8MQC/PAm8F7qyw7KXATpk5o8Ka/5aZlwN7AT1b9J+Z36QIfhj4gJjMvA3YHPg08GQbJW4Hds3M/TJzVm3bkg32n97GHABk5nUUQT63tFujgXOAbTLzsS7UHgSHjzB+VE+6kCRJkiRJkiRJkhowIEKSJEmSJEmSJEmSNOZk5pPAtsDpHZa6ENhsrIQcZOYjFPfbSR2WugTYODOrCpsQkJknAmsDJwBzuzDFDOD/gDdl5uwu1O9IZj6fmR8GpgBVB7bcDtzTQi/3A5sAv+9w3rnAD4E3ZOajHdZqKDN/DawHnAL05PHNzN8D6wDfBWaNsHs7ZlFc598O3NFJocyclZlfB1YCDgL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      "text/plain": [
       "<matplotlib.figure.Figure at 0x243b723edd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, linestyle=\"None\", color=\"#3F2B78\", marker=\"o\", label=\"imbalanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.xticks(range(1, 15), sorted(d0[\"fault\"].tolist(), key=int))\n",
    "plt.xlabel(\"Turbine category\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# k nearest neighbours\n",
    "d = pd.read_csv(\"data/knn.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine\n",
    "d0 = d.groupby(\"turbine\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d.groupby(\"turbine\", as_index=False)[\"f1\"].max()\n",
    "d2 = d.groupby(\"turbine\", as_index=False)[\"f1\"].min()\n",
    "d3 = d.groupby(\"turbine\", as_index=False)[\"f\"].mean()\n",
    "d4 = d.groupby(\"turbine\", as_index=False)[\"f\"].max()\n",
    "d5 = d.groupby(\"turbine\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(d0[\"turbine\"])\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x243b3650668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, linestyle=\"None\", color=\"#3F2B78\", marker=\"o\", label=\"imbalanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.xticks(list(range(1, 26)))\n",
    "plt.xlabel(\"Turbine\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine category\n",
    "d0 = d.groupby(\"fault\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d.groupby(\"fault\", as_index=False)[\"f1\"].max()\n",
    "d2 = d.groupby(\"fault\", as_index=False)[\"f1\"].min()\n",
    "d3 = d.groupby(\"fault\", as_index=False)[\"f\"].mean()\n",
    "d4 = d.groupby(\"fault\", as_index=False)[\"f\"].max()\n",
    "d5 = d.groupby(\"fault\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(list(range(1, 15)))\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x243b5027c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, linestyle=\"None\", color=\"#3F2B78\", marker=\"o\", label=\"imbalanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.xticks(range(1, 15), sorted(d0[\"fault\"].tolist(), key=int))\n",
    "plt.xlabel(\"Turbine category\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# kNN optimised k\n",
    "d_k = pd.read_csv(\"data/knn-k.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine\n",
    "d0 = d_k.groupby(\"turbine\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d_k.groupby(\"turbine\", as_index=False)[\"f1\"].max()\n",
    "d2 = d_k.groupby(\"turbine\", as_index=False)[\"f1\"].min()\n",
    "d3 = d_k.groupby(\"turbine\", as_index=False)[\"f\"].mean()\n",
    "d4 = d_k.groupby(\"turbine\", as_index=False)[\"f\"].max()\n",
    "d5 = d_k.groupby(\"turbine\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(d0[\"turbine\"])\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "d6 = d.groupby(\"turbine\", as_index=False)[\"f1\"].mean()\n",
    "d7 = d.groupby(\"turbine\", as_index=False)[\"f1\"].max()\n",
    "d8 = d.groupby(\"turbine\", as_index=False)[\"f1\"].min()\n",
    "y2 = np.array(d6[\"f1\"])\n",
    "eh2 = np.array(d7[\"f1\"])\n",
    "el2 = np.array(d8[\"f1\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x26732ba1cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y2, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y2, [y2 - el2, eh2 - y2], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x,\n",
    "    y,\n",
    "    linestyle=\"None\",\n",
    "    color=\"#3F2B78\",\n",
    "    marker=\"o\",\n",
    "    label=\"imbalanced, without k optimisation\",\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x,\n",
    "    y1,\n",
    "    linestyle=\"None\",\n",
    "    color=\"C0\",\n",
    "    marker=\"o\",\n",
    "    label=\"imbalanced, with k optimisation\",\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"C0\", capsize=3\n",
    ")\n",
    "plt.xticks(list(range(1, 26)))\n",
    "plt.xlabel(\"Turbine\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# per turbine category\n",
    "d0 = d_k.groupby(\"fault\", as_index=False)[\"f1\"].mean()\n",
    "d1 = d_k.groupby(\"fault\", as_index=False)[\"f1\"].max()\n",
    "d2 = d_k.groupby(\"fault\", as_index=False)[\"f1\"].min()\n",
    "d3 = d_k.groupby(\"fault\", as_index=False)[\"f\"].mean()\n",
    "d4 = d_k.groupby(\"fault\", as_index=False)[\"f\"].max()\n",
    "d5 = d_k.groupby(\"fault\", as_index=False)[\"f\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "d6 = d.groupby(\"fault\", as_index=False)[\"f1\"].mean()\n",
    "d7 = d.groupby(\"fault\", as_index=False)[\"f1\"].max()\n",
    "d8 = d.groupby(\"fault\", as_index=False)[\"f1\"].min()\n",
    "y2 = np.array(d6[\"f1\"])\n",
    "eh2 = np.array(d7[\"f1\"])\n",
    "el2 = np.array(d8[\"f1\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array(list(range(1, 15)))\n",
    "y = np.array(d0[\"f1\"])\n",
    "eh = np.array(d1[\"f1\"])\n",
    "el = np.array(d2[\"f1\"])\n",
    "y1 = np.array(d3[\"f\"])\n",
    "eh1 = np.array(d4[\"f\"])\n",
    "el1 = np.array(d5[\"f\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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m3HrXDFUUgW2kqh6X5KvWCP1IhkrNAACHtFrE4Y9zy6JTn/WSJHfv7udNKA6xpu7e291/2N0Pz1C1/uUbyxbYwr4j48Uh3trd/zjLZIDpqarbJ3nChFs+mOTeE4pD3EJ3vz3DiXavnnDbV1fV/Q+3TWBxVNU3ZSg0N+YlSb5ipDjE5+juG7v715J8RcbnTM9L8uQjThSYps7wTPDiDBsUHprkxO6+W3d/W5LfnmdyVfXIDAuS13IgyX/u7mccqph/d1/Z3d+YyYuaf76qTl9nqrDdLPTYsYZ/y7Du4+cyjCm36+4zu/tR3f3zGTZ2AJtvWcaO5yf5gpHY3ye5T3f/5ITiEGvq7hu6+7Xd/YQMxSeevsE8YbtY5LHjZyfErsswh/JLh/uet7s/0d3fcIh2T03yfUeQI2xXCzl2VNUdMvwuGfPeJOeNFIe4he5+dYY51neO3HJykl8+oiRh+1maPWvmSmH2ds47AQBYUp9J8uwkv9bdn95oY939iaq6IMmbMj55/xNV9ZzuPrDR/oD56O6PZThdd5pt/ntVfX2GE7G+dOS2Jyf5rWn2Cyyu1dN1n71G6HXd/cKqmrTxAgDgpp6b5OyR2LO7+2nT6KS7P5hh8QPAWr5rQuz5M8sC2AzfkfE1C/+e5ILuvvxIG+3u66vqG5O8PUMB3bU8PslbjrRtYH6qaiXJL0y45XUZFhcePJJ2u/vvVt/T/k2SHWvc8oyqemF37zuSdoF125OhWOUlq5+3T2NNxmZYHZeeNeGW/9bdLz3CZn8wQyHN89eInZjhdF+breCWlmbsyHBS91/kP3K9pLsvm29KsG0t09iRJKmqJ2Y4nGgtb0zyyCPZLDamuz+V5EUbbQe2qKUYO6rqAUnuNuGWJ3X3m9bTdnc/varunOTbRm55fJJnrqdt2MKWYuxIcmGSo0dilyd5WHdfcSQNdveVVfWwJP+Q5PPWuOWxVfWr3f3mI8oUtr6l2rNmrhTmo9ZxWDEAbGtV9cAk/3SkFZYPs+37ZPjRvzJyyyO6+zXT7hdYflX1RRmvsJokZ3b3x2eVDzA/VfWSJI+92eV/T3Kv7v5AVV2c5MtHvn5Od1+6iekBM1RVF2btkxve2N0PmW02wLKpqocmef1I+EXd/a2zzAfYnqrq/knGFgPty3Cips2asKSq6o1JvmwkvOFiVFX16CQvHwl/pLvvsJH2gdmqqkclGTuZ7jNJ7tHdH91A+z+f5KdHwj/R3ZMWNgJzUlVnJ/nXkfDvdffjNrHvr0/yf0fC70xyvyMtWrPa7u2T/FOSY9cIX5fk7CPdjAF8rnmOHetRVZcmWev3y4e7++zZZgPb17zHjqq6dZIPJLn1GuH3Jbl/d+/dzByAIzevsaOqfi7Dpsm1XNLd526w/TMyHABwzMgtd+zusX83cAjzGDtWDyb7aJJdI7c8qrtfuYH2vyrJa0fCr+7uC9bbNmw1y7hnzVwpzMfYHzIAMKK7/2YzHrRX235nkj+ccMtalc8A0t3vSvKOCbfcd1a5APNTVV+XWxaHSJJndPcHZp0PALCcqqqS/PJI+F+TPHmG6QDb2xMmxF6qOAQsvS+aEPu9KbT/p0muGomdVVUnT6EPYHa+fULsuRspDrHqF5OMbab6gdXTrwBu6vsnxP7LehY8J0l3X5bkV0fCxyR54nraBQCW3oVZuzjEDUm+VXEI4GbuMyH2go02vnpY2dhG72Ty3C+wmB6b8eIQb9lIcYgk6e6/TPK6kfAjququG2kftpIl3bNmrhTmwMtLAFg8L5kQ21DFVmDLG5s4S5JzZpYFMBdVdUKS/71G6B+TON0OADgSj0xy75HYj9mQDcxCVR2X5Jsm3PL8WeUCTF9VnZTkhJHwld397o320d0Hklw84ZazNtoHMBtVtTPjixIPJvnNjfbR3dckuWgkfPskX7HRPoCtY/XkuoeMhN/T3ZM2Sh2OX09y40jsWzfYNgCwZFZP9P7ukfBvrm7yAripSXOfb5hSH5PWq5p7heXztRNiz51SH8+ZEPuOKfUBHNpU96yZK4X5USACABbPpIm3O80sC2AZfXxC7PiZZQHMy7OSnHmza53kyd19wxzyAQCW14+OXH93d79sppkA29ljk+weib2/u988y2SAqRv7+04mz3MeqY+tMwdgsdwr43+z7+ruD0+pn0mn4H3LlPoAtobHZHzt5Qs32nh3fyLjm62+sKrusdE+AICl8n1Jjl7j+g1JfmHGuQDLYdLc56Q50yNh7hW2iKqqJOeNhDvJq6bU1WsyPL+sxfwrzM6096yZK4U5USACABbM6imcV4+ET5plLsDSuX5C7NqZZQHMXFU9OMmT1gj9dne/adb5AADLq6rulOTLRsK/MctcgG3vCRNiz59ZFsBmmTRfuW+K/Uxq65op9gNsrntOiL11iv38XZKDI7GHT7EfYPl99YTY/51SH5PamdQ/ALCFrG7YfPxI+E+6+99mmQ+wNGYx/2ruFbaOs5KcOBJ7X3fvnUYn3f3vSf5+JHxOVd11Gv0Ak23CnjVzpTAnCkQAwGIae9jeOdMsgGVz2wmxT84sC2CmquroJL+dpG4WujzJT8w+IwBgyY2dynAwyR/PMhFg+1pd/PPAkfANSV4ww3SAzfHpJAdGYreeYj+nTIhdOcV+gM119oTYP0yrk+6+OsmlI+HbVdWkQhXANlFVO5N8+Uj4w939wSl19VcTYl85pT4AgMX3wCSfNxJ76SwTAZbKpLnPac2/mnuFrePsCbGpzb8eRns2ecPsTGXPmrlSmC8FIgBgwaxWfD55JDzNU7OArecBE2LvnFkWwKz9TJK7rHH9h7r7U7NOBgBYeo8euX5Jd18x00yA7ey7JsReZTyC5dfdB5O8ZyR8VlUdNaWu7jxyfU+Sj02pD2DznTohNu050KsmxL5kyn0By+kLkxw3EnvLtDrp7g9lKAa+lnOn1Q8AsPDG3tscSPIXs0wEWCqTNmCvtc5sPcbmXpPk76fUBzAb5l9hG5nynjVzpTBHCkQAwOL5/CTHjMQ+PMtEgOVRVWcmechI+N+S/OPssgFmparuneTH1gi9prtfPOt8AIDlVlUnJbnPSPjNs8wF2L5WT5j4jgm3PH9WuQCb7o0j149N8uCNNl5Vx2c4ZXMt/6+7e6N9ADMz9u40ST495b4mLXi+75T7ApbT2NxJkrxjyn29feT6qVV11pT7AgAW08NGrr+7u8dO/QUYm3tNkvOn1McjRq7vyXhxYGAxmX+F7WWae9bMlcIc7Zx3AgDALTx8QuzdM8sCWDa/lvHn+9+02Bm2nqrakeS3c8u//WuTfO/sMwKWUVUdk+SMDJXgT0lyMMM4ckWSy7r7SCtCA8vtwRkvLD32ki1JUlW7Mpw2c1qGTZ3XJ9mb5MPdPVbBHWAtX5PktiOxjyd5zQxzATbX7yZ56kjsh5P81Qbb/8Eku0Ziv73BtoHZmvSOY9prn241IXbPKfcFLKe7T4i9b8p9/VOSCybk8ZEp9wcALJCqOjHJvUfCh3pvU0nOSXL7JMcnuTHDacCXZXgPfGCKqQKL588znLJ9+hqx766qX9zIepCqelCS80bCv2O9KiydRZl/vWtV7eru/VPuE/hc09yzZq4U5kiBCABYPJNOx7t4VkkAy2H1Zd6vJPlPI7dcmeQ5s8sImKEfTnK/Na4/vbv/ddbJAEvldlX17CQPylDBefTFW1VdmuSSJK9N8qru/sRMMgTmZWyRYZL8880vVNWpSR6f5FFJvjQj7xyqak+StyZ5VZKXdfcnN54qsIV914TYRRYuw9bR3e+qqr/I2ifWXVBVj+3ul66n7aq6R5IfHwm/K8mr19MuMDfXToidNOW+Tp4Qu9OU+wKW0x0nxD445b4mtXfOlPsCABbPPTNe2Hut9zZHJXlskm9I8rAku0e+e11VvT3DO+A/6u73TyFXYIF09/VV9StJnrlG+LQkz8o6DyCqquOTPHckfE2Gw86A5bIo868rSc7OGs85wFRNc8+auVKYo7EJAwBgDqrqYVl7o2eS3JDkT2aYDrDgquqLk/y/jJ+ylyRP6u4rZ5QSMCNVdackT18j9O4kz55xOsDyuUuSH0nyJZlclT0ZXrp9Q5LfSvKRqnp5VY2dAgEsv0lV3S/97H9U1fFV9T+TfDTD4qEHZnJB6lOSfE2S/5Pko1X1W1V1u42nC2w1VXXbjJ/40El+Z4bpALPxlAynV67lBVX16CNtsKq+KMlrMpyOeXM3JHm8E+xg6VwxIbbWSZgbcdqE2G2r6pgp9wcsn0mLjT825b4mtWfRMwBsfYf73malqp6U5MNJXpDk6zJeHCJJjslwmMDTk7yvql5TVWPrVoHl9ewk7xyJfU9V/UJVHdGestUDBP40yb1Gbvnx7r7sSNoEFsKizL8mkzebAxu0CXvWzJXCHCkQAQALYnWS7X9MuOVl3b1nVvkAi6OqdlTVyVV1TlVdUFU/vVrF/e0ZXtaN+YHufvmM0gRm67cyvLC/qYMZisLcOId8gO1hZ5JHJ3lLVf3x6gZOYGu588j1g0muTJKqOjfJe5P8aJKj19HHUUm+O8k/V9UT15MksKV9Z8YLzryxu/9llskAm6+7L03yLUn2rxE+KsnLq+p3quouh2qrqk6vqqcn+dskZ65xy8EkT+jud20gZWA+PjIhNrVNTKuF7CYVs6sk5kOAsXHg2u6+esp9fWIdeQAAW8fYe5tkdSNnVZ2e5PVJfjPr38B5fpK3VdWvVdVR62wDWDDdfUOGA0HGCjb8VJI3VtVDD9VWVR1dVd+V4fCiLx+57XkZDgwAls+k+df7TrmvQ83nOmwENskm7VkzVwpzNOlELwBgtn4kyRePxA4m+e8zzAWYg6q6McmOKTT16SRP6e6XTKEtYMFU1ROSPGyN0G9091tnnQ+wbT0myUOq6pu6+3XzTgaYmjNGru/t7oNV9YgkL8+wWXOjdid53mrBie/p7oNTaBNYfo+fEHv+zLIAZqq7X1VVj0ny+0lOXOOWxyd5XFVdkuTNSf45yaeSHEhyUpI7JDkvQzHdXSPdXJvkyd39+1NOH5iNf5gQu/8U+zmctk5J8q9T7BNYPrceub4ZB35cNSF2yib0BwAslrH3NklyVVWdk+TiJGdNoa9K8gNJvqSqLujuSc8hwJLo7g+tnhT+yiR3W+OWByV5fVV9MMlfZ5iD2ZPkuiQnZNhseW6GohAnT+jqV5P8cHf3FNMHZqS7P1pVn8raf+dnVtVZ3T2piMRhqapTMrkAVmK+AzbTZuxZM1cKc6RABAAsgKq6d5Kfn3DL87r73bPKB1ha+5P8XpKf6+6PzTsZYPqq6rZZu3rrx5P85IzTATglyWuq6nHd/QfzTgbYmNUq8aeNhK+vqgdkesUhbupJq20+bsrtAkumqh6U5K4j4b1JXjbDdIAZWy0Sca8kv5HkEWvcUhkWIp+7jubfmKGg7vs3kCIwX+9NcnWS49eInVNV9+/ut0yhn28/jHssMoRtrKqOSXL0SPgzm9DlpDbHFl8DAFvHpBO0dyd5RaZTHOKmvjTJxVX14O7eO+W2gTno7g9U1X2TPDPJU7J2kd3PX/0cqX9J8kPd/aoNpAgshr9N8vCR2LdmGEM26tsO4x7zr7AJNmPPmrlSmL+VeScAANtdVZ2Q5I8z/mD8b0l+anYZAUvoPUmemuTs7n6S4hCwpT0na1dpfmp3b8ZkGrC1dJK/S/LsJN+VYXHPHTKcuHurDC/Y7pzkoUn+W5K/zHAi7yQ7k1xUVV+7STkDs7M7yY6R2K4kL83axSGuSPLcDBs577TazgkZxpNHJ/mdHPql33dWlWJXwBMmxF7U3dfNLBNgLrr7I919QYbfKi9M8qkNNLc3yYuSfHl3P0RxCFhu3X1jktdOuOX7N9pHVZ2V5JGHceuxG+0LWGqTxoBrNqG/SW0ajwBg6ztxQuw3kpy9xvXrk7w4w0bOu2VYY3JMhvfCD0nyrCSXHqLfeyZ5cVXVEWULLKzuvra7fzBDEYj/meRfN9DcDRnmab49yV0Vh4At488mxJ5SVRs6pHz10JLvPYxbzXfAlG3injVzpTBnCkQAwBxV1Y4kf5jJVVef2N1XzSglYDndPcnjkzypqk6fdzLA5qiqr0/ymDVCr+puJ+kCk/xNhoIQt+3uL+nup3X373b321Y3YO3t7hu7+6ru/mB3X9zdz+jur05ylwwbv2+Y0P7OJL9fVXf6/9i773BJyirx498zMGQYkCBBJYgSliAZARVBgmAAI7CiKEH9ISZcs2JcAyuGRSQsycCKwpIEkSgiOWNAcpKcQfLMnN8f1egwdNW93V1d3X3v9/M8/Tza5+3znunbt+j7Vr2nGvi3SOqfspOAUHRZX2a252ZQXES4YmZ+JDNPzcybMvPxzHysdTw5ITN3pWgWcdgY8381ItbuvnxJoywiFgTeWTHk0KZqkTQUrqa4SOkkxm5aV+ZS4I/AdXUVJWngjqqI7RgRm/aY/8eUN82bVbu7bEqaPKqOAdP7MF/VuqzHI0mSJr6qczert3nuJGDVzNwxM4/KzGsz8+HMfKp1XviczPwMsBLwWaCqKe/W1NCMT9JwyczbgeOAXwMPd5nmBoq11ysys9v1W0nD59eUr0O8jN5vePpJiuvQxuJ6h1SjPu9Zc61UGjAbREiSNFjfB7apiP8gM6u6MUoSQABrAV8BbomI/VsbKyRNEBExjeIC5dk9DuzZcDmSRsdZwJqZuUmrIcS9nSZobfb+CPAa4NaKodOAg7qsU9JwmLuDsc8AO2TmZzLzsbEGZ+a9rUYRnwCyZNhU4Acd1CBpYnk3MH9J7KrMvKzJYiQNRkTMHxH/QXH3uhOA9zK+zdrtbA4cANwaEQdHxHK1FClpkE4Ebi+JBXBERCzZTeKI2At40ziHe5GhNLlNrYg1fdFzVS2SJGli6OTczX6Z+ZbMvGmsgZn5TGZ+B9gKeLRi6Ncj4kUd1CBpSEXhXRFxJcVNRj4NLNxlulWArwF/johTI2LjuuqUNDiZeQ9F8+4yX4yI13STOyLWA74xzuGuv0r16ueeNddKpQGzQYQkSQMSEXsDe1UMOZ9iAU7S5PE2YPs2j3+n2AC+D3A8cGdFjnlaY6+OiA37Wq2kJu0LLNXm+S9n5m1NFyNpNGTmHzLz6ppyXQSsDVxTMWzziBjvZgpJo22PzKy6MKCtzPwBxcVCZV4TEZt1X5akEbZrRezQxqqQNDCttcyrgO8CXW3wLjEXsDvFxcq715hXUsMyczrFeZIyywLndtoQJiI+Afywg5d4Z0xpcitrfAlFs5q6VV3fWVWLJEmaXI7IzL07fVFmngtsR/n3imnAx3spTNLgRcTSwGnA0cCaNaffimI95kcRMU/NuSU17yuUb+qeCpwaEVt2kjAiXgucwfgbX7n+KtWkgT1rrpVKA2aDCEmSBiAi3kux0bPMtcBbM7Oqw5mkCSYzT8zM49s8jsrMAzLza5m5fWYuA2wC/AKYWZJuOeD0iNikqfol9UdEbArs1iZ0BZ1duCxJPcnMB4FtgXsrhn2moXIk1e+ZcY47LjOP7GGebwCXVMQ/3ENuSSMoIlYByppcPk2x/iFpAouIfwf+CLy8YtgFwBeA11JsAl+AolnuMsA6wEcomuuWXTg4P3BwRBwYEf24IElSM44AzqmIr0jRQPszETFvVaKIWC0iTgP2o7MLFZ/qYKykiadq/WTOPsxXlXO8azmSJGl0jee/97cBH+t2gsw8G/hBxZDdI6If33MkNSAiVgeuBN5QMexmisa9bwZWABahaLy7BLAqsDNwCPBo2TQUm0/PiYhp9VQuaRAy8zrgWxVD5gN+GxGHRES7G579U0QsHhE/Bs4CFuqgDNdfpRo0tGfNtVJpwPxjXZKkhkXE9sBhlF9odBuwRWbe31xVkkZNZp4HnBcR+1NcELlSm2ELAKdExFqZeWOT9UmqR+si5kN44feGGcDumWm3ZEmNysybI+LTFN8/2tkkIpbPzJsbLEtSPZ4e57gv9DJJZk6PiC8Dvy0Zsk1EzJOZnvSXJo9dK2LHtZpUSZqgIuIdwJHAHCVDLgE+lpkXlMTvbD0uB34cEcsDXwf+vWT8BykuEPpo10VLGpjMzNZFjRcDLy4ZtiDwbeBLEXE6cBFwD/A4sDhFk5mtgdVLXv8XiuPEWiVx/1aRJreqC43n6sN8VTm96FmSpIlvPOduvpWZZZu2x+vrwIeAdo32lgQ2prpZn6QhFBGvBM6kWA9p5x7g48CvS65Bu6/1uAb4eUR8imJd9cvA1Dbj1wdOi4hNM/PJXuuXNDBfp2jW/bqS+BSKG569PyIuoGgAcSfwILAwsDSwKcWNENvtW30c+B3wtpL8rr9KPWpwz5prpdKATRl0AZIkTSYRsRXwS8ovdLwL2Dwzb2+uKkmjLDMvpLjL5pUlQxYEjowIv/tLo+krFHe9m93+mXlZw7VI0nN+Bvy1Ir5dU4VIqtU/xjHmrMy8poa5fgdcXxKbj+JiA0mTQERMpbjzVJlDm6pFUvMiYlmK3/OycyYHA5tUNId4gcy8OTPfQ3FxYlljzb0iouzCQ0lDLjNvA7YFHhpj6PwUaxTforgQ8mhgf+A/KG8OcR/FhcnTK/La5F+a3KrWTxbow3wLVsQe68N8kiRpuIx17uZR4Oe9TpKZDwG/qBiyVa9zSGpWRMwJHEV5c4gLgFdl5i/He4OizHw0M78BvIaiuUQ76wPf6bReScMjM5+lWCO9aoyhc1A0gfgycCDwK4rzOl+haBDRrjnEDGAXoOqmh66/Sj1oeM+aa6XSgLlJTJKkhkTEa4HjKO9adj9FF7YbmqtK0kSQmQ8DW1K+6L4xsH1zFUmqQ0SsBXyyTeh24IsNlyNJ/5SZM4HDK7hih5oAACAASURBVIZs0lQtkuqTmdOBR8YYdlJNcyXwm4oh69Yxj6SR8CZgiZLYLRR3tpI0cR0ALFQSOwb4UGZ2dbeXzDyU9usqzzkwIubvJrekwWs1z30dxfeFutxJcVHkdRSN68rcVeOckkZMa5NE2cXGZd9relGV84E+zCdJkobLWBskz87M8TQAH4+qc0Cet5FGzyeAdUpi1wNvysy7u0mcmRcBbwWeKhnykYjYoJvckoZDZj5I0eShznO1TwM7Z+YxuP4q9UXTe9ZcK5UGzwYRkiQ1oLXQ9Rtg3pIhDwNbZuZfmqtK0kSSmfcBX6gY8ommapHUu1YX90Np30V5rxpP8EtSt35XEVuzsSok1W2sCw0vrHGuqlyr1jiPpOG2a0Xs8FZDGUkTUESsBmxTEr4PeH+vx4DM/BHlf7ssDnygl/ySBisz/wSsBRwJ9Pqd4XRg7VZOgMVKxs0Auto8IWlCKbvYeLGIiJrnKmuoB/BgzXNJkqTh43kbSR2LiKlUXy/63tbm7661mkR8tawE4NO95Jc0eLPcvPBzwBM9prsBeF1m/m/r/5etvwLc0eNc0qQ0wD1rrpVKA2SDCEmS+iwi1gZOBRYsGfIP4I2ZeUVzVUmaoA4H7i2JbRwRVX8USxoue1Fc3Dy74zLzhKaLkaTZtTZMlDWreVlEzNFkPZJq8/cx4n8aI96JqlwvrXEeSUMqIpYGti4JzwSOaK4aSQPwwYrYd2tsjvmlLmuQNAIy8+HM3AVYH/gV8EyHKa4A3pGZW2bmPQCtNY1FS8bf0LojlqTJrWyjwlTKjx/denFFbKx1HEmSNPoaO2+TmfdSft3ZUq0bnUgaDW8BliqJnZyZdTWX+RFFs992touIqr9nJI2AzJyZmd8GXgnsBzzUYYo7KRrGrNZqLPOcquvZ/9rhHNKkN+A9a66VSgPkH+qSJPVRRKwOnAYsXDLkCWDbGhfbJE1imTkzIk4BdikZ8hrg2OYqktSDNUuePzMitusxd1X35S0jouyE/0WZeVePc0uaWO4FFmjz/FRgITo/KShp8G4GXlcSeyYzH69xrqrO7S+qcR5Jw+t9QFlTqdMz87Ymi5HUuM0qYkfXNUlmXhIRtwDLtQn/W0QsnpllFzFLGhGZeSnw7ohYGNgG2BhYA1iW4gLEeYCnKP4OuYbizrgnZeYlbdItS/n1VHXfWUvSaLqJ4jjTzrKMfafvTiw7Rh2SJGliu3mMeN3nYx+k/YbNKcA0yu8OLGm4NLX2+kREnEz761WnAK8Ffl3XfJIGJzPvAPaOiM8Cm1NcV7I2sALFd4f5KG4A8DBwA3A5cApwRknD3RVLpnogM++uuXxpQhuCPWuulUoDZIMISZL6JCJWBs6gvOvZ08B2mfmH5qqSNAlcTHmDiFUarENSf+zf5/wHVcS2B47v8/ySRst9FCf62pkfG0RIo+j6itgjNc9VdYyYt+a5JA2nD1TEDm2sCkmNi4hplK9VXp+Zt9c85RnAbiWxDYGTap5P0oBk5sPAUa1Ht1auiF3aQ15JE8eNFbEVgctqnKtswwR40bMkSZNB1XkbKDZh1slzN9LE8OqK2Jk1z3UG5derbogNIqQJpdXs4dTWoysRMT/wkpJwnWsq0oQ3JHvWXCuVBmjKoAuQJGkiiogVKRbR2nVTBngWeEdmnt5cVZImiXsqYmV//EuSJHVjrorY9MaqkFSnKytidTecnloRm1HzXJKGTES8joo7wwAnNFiOpOYtCURJ7NY+zFeVc6k+zCdptK1fETu7sSokDbOrK2Kr1zxXVb6qOiRJ0sRwNcXduMt47kZSO2Vrns9m5p01z+Xaq6ROrUf5OSLXX6VxGqI9a66VSgNkgwhJkmoWEcsBZwFLlwyZDuyQmb9pqiZJk8rjFbEFG6tCkiRNBotXxKq+k0gaXlV3w50WEWUn6buxSEXMY4g08X2gIvazzHymsUokDcKLKmL392G++ypiNtWVNLvXlDz/KNV/M0maPC6viK1T1yQRMQfwqpLwTZlZ9x3DJUnSkMnMfwDXVgxZuOYpPXcjTQxl668P9GEu114ldaps/RWKze6SxjBke9ZcK5UGyAYRkiTVKCJeStG58KUlQ2YAO2fm/zVXlaRJpmqj5hONVSFJkia0iJiL8u7Tj2fmY03WI6kemXkvcF1JeAqwWI3TlR1DAO6qcR5JQyYiFgLeUTHk0KZqkTQwVU2n5urDfHP3IaekCSgiplF+gfJxmTm9yXokDafMvBW4oyS8Ueti5TqsC8xXEjuvpjkkSdLwO7ci9uK6Jmk1CS+77uzxzHy0rrkk9V3Z+qtrr5KGwZtLnr8lMy9ptBJpBA3bnjXXSqXBskGEJEk1iYilKLqwLVcyJIFdM/OXjRUlaTJaqiLWj7vvSZKkyWkTyi8euKnJQiTV7rSK2Lo1zrNeRezmGueRNHx2pPzE/cWZ+ecmi5E0EFUN5epsSPWcqqa6/+jDfJJG147A1JLYUU0WImnonVHy/ELAhjXNsWVF7PSa5pAkScOvqfM2r6T4LtPOLTXOI6n/ytZfF65xk+ZzXHuVNG4RsTLl14r8b5O1SKNoiPesuVYqDYgNIiRJqkFELAGcCaxYMiSBD2bmkc1VJWmSen1F7IbGqpDUk8zcJTOjHw/gnIqpl6947fFN/fsljYQ3VsQubawKSf3wm4rYRjXOU5XrshrnkTR8PlARO7SxKiQNUtldZABWbd2xsk6rVcRur3kuSSOqdez5fyXh6ym/wFHS5PTbiti7apqjLM8MqjeKSpKkieUM4OmSmOdtJLVTtv46BVi15rlce5XUiY+UPD8DOLjJQqRRM+R71lwrlQbEBhGSJPUoIl5E0XFslYphH83MQxoqSdIkFRELAptVDLm4qVokSdLEFRGLALtVDKlqRCNp+J0B3F0S2ykiej6vEBELANtVDPlDr3NIGk4RsRqwfkn4CaDpO1lIGoDMfBC4vyS8GLB2XXNFxJxUr5leW9dckkbejsDqJbH9MnNmk8VIGnonUX433J0iYt5ekkfEBpRvtDorM+/pJb8kSRodmfkIcGJJeKOIWL6mqXauiHn+VxotVWueVXff7sZWXdYhaZKJiOWA3UvCx2TmLY0VI42YEdiz5lqpNCA2iJAkqQcRMY2i29gaFcM+lZn7N1SSpMnt88DcJbFbMvOGJouRJEkT1ueBhUtiz1J+gZKkEZCZM4CybvIrANvUMM37gIVKYn/KzBtrmEPScNq1IvbrzHy0sUokDdoFFbEP1zjPzpR/73gY+FuNc0kaURGxGLBfSfgm4PAGy5E0AjLzCeCYkvBiVDfYHY/PVMQGcRdASZI0WIeVPD8F2LPX5K3Gvq8vCc8AftPrHJIaVbX2untEzFHHJBHxCmCLiiEX1jGPpNEXEQEcAszVJjwd+GqzFUmjYxT2rLlWKg2ODSIkSepS626XvwXWqRj2hcz8XkMlSZrEImJN4JMVQ37eVC2SJGniiojtqf7OcUxmPtRUPZL65kfA0yWx70fEfN0mjoilgK9VDDm029yShltEzAW8p2KIv//S5FK1seB9EbFqrxO0zuPsUzHklMzMXueRNNoiYirwS+DFJUP2zsyyv48kTW5ljWUA9omIRbtJGhGbAtuXhP8O/KqbvJIkaaT9Dri6JLZXq8FDVyJiCvCTiiEnZea93eaXNBBVa68rUd3MuxPfAuYsif0duLKmeSSNvq8BbyiJ/Tgzr2myGGlUjNieNddKpQGwQYQkSV2IiHmBk4BXVwz7amb+Z0MlSRpyEfG5iHhVn3KvDpxB+86qAE8AB/RjbkmSNHwiYqdeLgKqyLsF8AvK1xRnAt+ue15JzcvMOynu3tDOisD+rTs8dKS1OfxI4EUlQx7AO/NKE9lbKO4O0c51mXluk8VIGrhjKNYt25kTODEiyo4ZY2rdBe9oYNmKYd5RRprkWud8jwE2LxlybGYe32BJkkZIZv6J4rqRdhYFjmxtuBy31vefn1YM+W5mPttJTkmSNPpaDS7Lmm/PBfy8dWfhbnwZ2KQivm+XeSUNSGZeB1xYMeSHEbFhL3NExGeBt1cM+ZnNeSUBRMTngS+WhG+m+C4iaTajtmfNtVJpMGwQIUlSh1qbGY4FNq0Y9u3M/EojBUkaFVsBl0fEsRGxQR0JI2JKROwF/JHyDRYA/5WZd9UxpyRJGglbAldHxP/V8b0jIuaMiK8CpwLzVgw9IDPL7lwjafR8CSi7I9T7gcMiouyOMC8QEfMBJwJbVAzbJzMfHX+JkkZM1R2pDmusCklDITMfBA6uGPJy4JyIWLXT3K070JwEbFMx7PLMPK3T3JIGLyLeHBHfjIiX9phndeB8iiZW7dwO7N7LHJImhb2BZ0pi2wKHjnf9JCKWAE4Dyo5vf6H67t6SJGkCy8xjKb4rtLMmcHZELN5Jzoj4OrBPxZBjMvP8TnJKGhpVN/eYB/htRGzXadLW9SPfAqo2oz4J/KjT3JKGQ0QsExFHRMS6PeZZNCKOBr5ZMmQ6sJPXiEgvNMJ71lwrlRoWNmWTJKkzEXEUsGPFkMuAb/SxhD9m5v19zC+pDyLi98DrZnnqZuBXwHHAFZlZ9sdwu1xLADtRbKwY6+7glwIb2R1R0nPaHI9mtXxm3tJcNZL6ISKOAN43y1M3Ar+mOGlwZWZOH2eehYBdgE9SfdddgD8DG2bm453WK2l4RcTbKI4dZf4C7J2Zv6vIMQV4B8Udpl5Wkets4A2ZObObWiUNt4h4CXAr7ZvXTwdempl3N1uVpEGLiIWBvwEvrhj2BLA/8MPMvHOMfAsAuwGfBpaqGJrAJm5wkEZTROwCHA7MAH4HnACcNN5G2a0Lm/cEdgbmKBn2KPDazLyq54IldSwiXgasPc7hSwAHlcTOZvybku7PzD+Oc+zzRMQXqL5G5AJgz8y8oiLH2ylqXbpkyHRg08w8r5sapclglI4drWa6W3bwkoOBdpu+7wP2GG+SzDy+gzmlSWGUjh0AEbE8cAUwrSw3RcOHQ6quFYuI9YDvAxtXTHcvsHpmljUTlyatUTl2RMSpFDc2q3I08J2qv1dauaYA2wOfZ+x/++cys6pBhTQpjdCxYzmKa9yh2BdzLHBiZv5lnK9/GcX17R+j/DsLwAcy8/BOapMmi1Hes+ZaqdQsG0RIktShiLiFsTdH9dPrM/P3A5xfUhfG2JD9LPBX4HLgNuDh1uMxirt0LwQsAqwKrAWsRPsNFbO7BXi1GywkzcoGEdLE16ZBxKyeotjQfRXFd4VHWo/HgQWBFwEvATah+N5RtlFiVndQbJq4qZe6JQ2niNgX+NQYw24HTgaupbhgcArFBQurUXSAX2KM19+Cf7tIE1pEfBH4ekn4xMx8a5P1SBoeEbEZxd1fxvrbYzrF+um5FA1nHqDYHP4iimYQGwGvBuYbx7RfzsyyY5KkITdLg4hZJUWDzCspmljeR3Ge5Wlgfoq1jlWA1zD2ed4ngDdn5ln1VS2pEyW/5/12TmZu2s0LWxulfsvYm73PB84Erqc41iwMrA68GVhhjNd+NjO/00190mQxSseO2TZcNSYzo+k5pWE3SseO50TEmyka5VX9Tj8KnEqxceweinPESwDLA9tQXHtW5Wlgy8z8Q7d1ShPZqBw7ImIpihuMlW2unNW1FGuvfwUepLiGZGFgMWBdijWVsc75ApwOvDEzZ3RSqzQZjNCxYzna/71yN8X661XAnRTrr48D81AcH15Bca5mDaq/p4CNZKRKo7xnzbVSqVlzDroASZIkSUwF1mw96vInioV2N1hJkqRZzQOs03rU4QaK7xw2h5Amrs8AiwLvrxjzUuBDXea/HdjKv12kiSsigupjyKFN1SJp+GTmWRHxPuBIqptEzAms33r04gD6e0cdSYMRwIqtxzt6yPMAsG1mXlRLVZImhcycGRHvBM4A1qsYulHr0akfe8GzJEl6TmaeFBG7Af9D+ebLhYB3tR6dehrYweYQ0ujLzLsiYmuKzZeLjzF8JcZuHjOWC4F32hxCmrCWBLZuPbo1A9gzMw+qpyRJw8a1UqlZ47nrsCRJkqTRkcCBwIaZecegi5EkSRPaMcC6mXnDoAuR1D+ZORPYDdi3D+kvATbKzOv6kFvS8NiU8js83A2c0lwpkoZRZv4C2AK4rY/TPAnslZl7Zmb2cR5Jo+tcYB2bQ0jqRmY+SnFXvDNqTv0dYK+ac0qSpBGXmYcBO1LctbtO91A09T6+5rySBiQz/wRsQLHu0U8HA2/IzEf6PI+k0XUbsLnNIaSJz7VSqTk2iJAkSZKacS0wvc9znEXRGOLDmflEn+eSJEmT19XAmzLznZ7clyaHzJyZmZ8G3gLcWkPKp4CvARtn5t9ryCdpuO1aETsyM/u9XiJpBGTm2cAawBHAzJrTnweslZn715xX0sRwD7AnsGlm1vH3jqRJKjMfpriL5lco7rzdi7uAt2XmZ21uJUmS2snMo4H1KdY96nA0sGZmnlNTPklDIjNvpmjm/WngHzWnvw3YNjM/mJl1N62RNDE8DewHrOH3DGnycK1UaoYNIiRJkqQGZOYHgcWBdwGHAdcDdfyBejvwQ+BVmbl5Zl5cQ05JkjTaPgJsA3wXuBh4poacTwC/At5I8b3j5BpyShoxmXkSsAqwN3BTFykepDjx/8rM3Cczn62zPknDJyKmAW+rGHJYU7VIGn6Z+Uhmvh9YAfhPik3b3XoKOJKioe4mmXltHTVKGgonUDSgOhZ4tIc8V1PcaerlmXlAZtbdnEbSJJSZMzLzq8CqwP8AT3aY4m7gy8BKmXlc3fVJkqSJJTP/mpmbAO+gu0YRz1CcA94gM3fIzF7WYiQNsdYNAfYFlqG4puTPvaQDTqc4/7NCZp5SQ4mShsffge2AQ1r/u1t3UZzreUVm7u1NiKTJx7VSqf/CpimSJEnSYETEwhSd3NcAXg4sDywLTAPmbz2SomviY8C9FItt11FcuHheZl7XfOWSJGmURMRUikX2V1Fs7H4Z8FKKE/8LAvMB8wAzKBbhH6I4SXcj8CfgQuCCzKyj0YSkCSIipgDrAVsC6wArAy+m+DsmKBrL3E3RSOIy4Bzg7MycPpCCJUnSyImIOYDVKdZQN6D4e2YRYOHWYw7gEeDh1uNmiiZ5FwOXZuYTAyhbUoNaf5esBmzI88+1LErxt8ncFH+bPArcClxLcYw4IzOvH0TNkiaXVtO8rYDNKL7XrAAsRLEe+zhFM83rgCuB3wF/sKGmJEnqVkSsSHGX3o0o1lFeQnE+eCrFeeD7gVtoXXcG/DYze2m8J2mERcQKFOuu61NcT7IY/1p7nZfimtXn1l7vAi6lWFe5KDPvG0TNkpoXEctRrL+uA6xIsbaxBLAAxTVnz13jfhfFGscVwJkU52lsyivpn1wrlepngwhJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkqQhN2XQBUiSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJKmaDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKGnA0iJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmShpwNIiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkoacDSIkSZIkSZIkSZIkSRIAEfHLiMg2jwMHXVs7EfGhknr/NujaJEmSJEmSJEmSJEmS6maDCEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpCE356ALkCRJkiRJkiRJkiSNhohYDNhk0HWM022Zefmgi5AkSZIkSZIkSZIkSZLqYoMISZIkSZIkSZIkSdJ4rQYcN+gixulIYJdBFyFJkiRJkiRJkiRJkiTVZcqgC5AkSZIkSZIkSZIkSZLUvIjYOiKyzeOpQdcmSZIkSZIkSZIkSXohG0RIkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiQNORtESJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkDTkbREiSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJA25OQddgCRJkiRJkiRJkiRpNGTm74HoNU9EbAqcXRI+MjN36XUOTQ6ZeSBw4KDrkCRJkiRJkiRJkiRJasKUQRcgSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZKkajaIkCRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJGnI2iJAkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSRpyNoiQJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEkacnMOugBJkiRJkiRJkiRJkiRJGjURMQewHPASYAHgWeBR4ObMvGeApUmSJEmSJEmSJEmaoGwQIUmSJEmSJEmSJEnSBBER8wCbAlsAqwGvAF4EzA88BdwDXJ2Zb6txzlWBNwMbAqsCiwMLAs8ADwLXARcBJ2fmeXXNOwxa7/cbgDcCawIvB6YBU4HHgTuBvwF/BI7LzJsHUOMSrRo3pvj5LA8sAswHzAD+AdxO8XM6Dzg1M69rus5+iogFgc0oPqNrAMsCS1L8XsxJ8R48BtwNXAP8BbgAuCAzp9dcyyqtOlYBVqb4zCxM8TszH/A0//rs3AxcCZwLnJuZz9Yw/9bAPLM8tVbJ0CkRsV2H6R/LzDO7q+xfImIa//rMrgasACxG8f4kxftzB3A9cCFwWmZe2eu8HdS3ILAj8HbgNcC8JePuB04DjgFOyMyZs8XnAHYumebkzLyvtqJ53vHqtcCrKI4Fi1H8HsykeF/vBm4ELgF+D5w3e92DEBHLAFtTvN8rUzTlWACYm6Ihxy3AQZl5cOvns3dJqt9n5u/7WOenKT6ns7smM4/u17ySJEmSJEmSJEmaXCIzB12DJEmSJEmSJEmSJGkSiYhNgbNLwkdm5i59mvdCYIM2oc9l5rdrmmNlig3m7SyVmXd3kGtr4LdtQk9n5jyzjV0M+DSwK0VDiCoveP0seX4JvLtN6KDM/NBsY7cAvkSxYXe8rgG+kZlHdfCaUhHxIeAnbULXZubK/coVEfMDnwQ+SrHBerxOAT6fmVd1UlunIiKANwF7UTRGmKPDFJcA3wWOzRG+sKT1Gf0IsBXFRvJOPQacCRwJ/KabZhGtZgdvBbahaN7y4i7qAHgE+Bnwg8y8scscRMTdPdQwlo5/72YVEa8FPk7xXnX687oG2I/ivyE9N9JoJyLmAj4BfI6iEUwnbgQ+lZnHz5JvHuDJkvGvzswLuyp0NhGxIsV/H3agaETSiTuBQyk+dw/WVE8n/53ZGPgsxWdiyhip//n6iLgEWLfNmMszc53Oqx5bq9Y/loTfn5lH9GNeSZIkSZIkSZIkTT5jnTiTJEmSJEmSJEmSJElDLCLeA1wL/AdjN4eoY775IuJI4DQ6aw4BsArwi4g4u3VH+JHTanDyZ+BrdNYcAopNzpdGxGfqrus5EbEhcBlwIrAFnTeHAFgP+DVwfkSsWmN5jYiIDSPiIorP6FvorjkEFJvptwOOA26LiDU7qGH9iDgOuIeiwcS76a0xwzSKZhfXRMS+EdHtv2noRMTKEXEmcA6wPd39vFYBDgGubm3Ur1WrycKFwLfpvDkEwMuB4yLi8IiYWmtxJSJi/oj4PvA3YHc6bw4BsDRFI6CbI+IjEdHItWat2g8HzqVodtPpvAeUPL92RLRrHFGHPUqefxg4uk9zSpIkSZIkDCaiKAAAIABJREFUSZIkaRKyQYQkSZIkSZIkSZIkSSMqIr4L/IwGGkO05lsU+D3w3h5TbQpcHhFr9VpTkyJid+B0YLke0swJfLu1cbs2ETElIr4GnA/U9b5uCFwSEe+qKV9fRcScEfEtivdg/ZrTL9V6jNc2FM0l6m7kMBX4FHBBRCxZc+7GRcSHgauAzWpKuTJwTkR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      "text/plain": [
       "<matplotlib.figure.Figure at 0x26734dd5cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.errorbar(\n",
    "    x, y2, linestyle=\"None\", color=\"#098A63\", marker=\"o\", label=\"balanced\"\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y2, [y2 - el2, eh2 - y2], linestyle=\"None\", ecolor=\"#098A63\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x,\n",
    "    y,\n",
    "    linestyle=\"None\",\n",
    "    color=\"#3F2B78\",\n",
    "    marker=\"o\",\n",
    "    label=\"imbalanced, without k optimisation\",\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y, [y - el, eh - y], linestyle=\"None\", ecolor=\"#3F2B78\", capsize=3\n",
    ")\n",
    "plt.errorbar(\n",
    "    x,\n",
    "    y1,\n",
    "    linestyle=\"None\",\n",
    "    color=\"C0\",\n",
    "    marker=\"o\",\n",
    "    label=\"imbalanced, with k optimisation\",\n",
    ")\n",
    "plt.errorbar(\n",
    "    x, y1, [y1 - el1, eh1 - y1], linestyle=\"None\", ecolor=\"C0\", capsize=3\n",
    ")\n",
    "plt.xticks(range(1, 15), sorted(d0[\"fault\"].tolist(), key=int))\n",
    "plt.xlabel(\"Turbine category\")\n",
    "plt.ylabel(\"F1 score\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAHCoVif5XCnl2XUHwpwwkuQjpZSX1x0IHemX07xAAtB2pZTnJ/nHNJ9sBJ3u35N8qu4gaJ29jW8+l2SsjdMsTHPt/bNtnIOalVJOSHPzdTsuxi9Ncl0p5ew2jE0PKaWckuS6NHOqlU5J8um9TwkDqFMjyZ+XUn6t7kCYE/qS/HYp5cq6A6Hz7H269C/XHQcw95VSjk3ypSTPrzsWOEgfqjsAWmtvvecfkpzZzmnSXHu/vY1zULO9TSc+m/b8TutP8j9KKb/UhrGZmbbsd1Tr7kn2ztIq3ZRL6t2dq5vyKFHr7mS155Ja95xRey4BM+OJjQAAvefRNDeDfDHNLtt3JPlhkvEkQ0mWJVmb5FlJXpZmN//JPHbD0tlVVd3axpjpPPemmUffSPKdJLcl2ZJk+95Xf5JFaebT+jSbBrw0yaopxuxLclUp5btVVX25faHTTfZuYHtr3XEAvWFv04lrkwxO8bH7knwkzU1ttyb5XprrqL4kS/a+np7k5CQbkzzzAOPBTFxdVdWjdQdBa+zdNHZtmk3ZpvLNJP8ryeY01+H3Jdmd5vnn6CRnJXlxkk1TjDGQ5C9LKSdVVfXdGYZOhymlHJHmBsfDp/jYniQfT/I3Sa5PsjXJjiRHJDkmyQVpfoebrBFTI8nflFJOqarqBy0KnR6y9yltf5NkdIqP3ZHkfyb5uzRrDw+lea5bn+bTE1+TZu1hfzYk+YtSykVVVVWtihvoKd9I8vdJvpLk20nuTPJgkirNmwhWpfmUtwuTPOMAY72zlHJ3VVVXty9cOtDDaebPDWmu27+TZh5tTzOXdqf5e2xxkuPT/N11UZo3lUzlilLKbVVVvatNcdNlSimDSf4szesyAG1TSjk6zabNUz0R8ZEkf5vmjbw3JPlukgfS3KOweO/ruDR/752W5LmZ/HsdzNSNVVXdXHcQtNzVaV6Hm8q/J7kqzXPW15NsS7OuNJpm0+fTk5yf5Ocy9TW8Xy+l3FRV1V/NNGg6SymlL8lf5cANTP45yf9Jsz65Jc1cWpJkeZKfTvIfMnVN4F2llNurqvrkjIOmY/c7qnV3nY7NJbpOt+WSendn6pY8UuvufN2SS1NS6+4IcyKXgJnTeAIAuleV5hf3/5+9+4y6pajWPf6fJMlZBEUEASNBQYIEAygIiIIgigEJCiriMaejZI8RFcUACIIZhIsICihRVEBBkqggOeecNrD3cz/U2rjZrKo39erV3ev5jfGOccaq2l2T67wrzK6edT7pYbf/HWo01nQzSCch/wz4jaQHMvMeJz1och3wh4jYk/Sj8EDyD6wsDPw8ItaS9Fi1YVuDPEK6+XUC6eb8v8dxM+sR0sNLl5EeavsEsCXwDWDFzL+Zm9R8YlU/RGk9B5OKT7O6E7iFdAPWbFZnSXrNsIOwdoqINYFjyG8wuwnYB/ixpGmZObf0/v4J/Kp33UWAzYH3AJtUGbMNn6QzSSdfDUTv4fEbyeflYYNa24biy8CyhfHbgN0kHZ8Zv7X391fgwN772o/If2daEPg+aYOtdcuPSE1Ics4Gdpd0aZ+xG3p/f4qIvYAPAvvTvyHKksDREbG+pBlTjNkGr2m1xMPIv+dNB/YGvtKnNnAHcDrpdIz9Se9j22au8ybgQ8B3phytzdS0PBrLzaRYzwc+THrfsmZoai5dRHqI6ShJNxXm3dz7Ow/4WkS8EjiI8ibK70fEXyRdVVm0Bs3KpRmk7+LHk5pVXjCOGvddvb+rSE3B9ouI1YFvkh5iyvlKRJwo6copR20zNSmXJupTwGp9Xj+TtPnT6tX4XJI0sFqWVaZxeRQRi5EaSuSaTjxC2lNwgKQ7M3Pu7P1d2bvWzAcKXgu8Ddi+ypgNaEAuDfo9JyIupv/nILh+XqWh5xJARLwdeGNhymPAnsC3MvfyZr4PXQYcERHLkOpG2xSu+d2IOFnS/ZMM256qEbkEfILUfDnnOuAjkn7dZ+y23t9FwDcjYjNSHvXbBxXATyNiFUk3TzHmUdSW/Y6udTdfW3JpLK53D1/bcsn17mZqQx651t0ObciliXKtezham0uudZsNzhzDDsDMzMzGRaSb778k3fh4LbCIpBdJeheps59ZP/cDXwVWlLS5pJ8Vfgw+jaTpkn4BrE4qKuasBnxgaqFaQ91AOi15SUlbSjpE0r8m00FdyW+AVYDfFqa+kNTJ3UZcROwIvL7P0MdIJ0mYmVWi1xziGJ7e6Gamo4CXSjq00HSiL0n3SfqFpDeQuj0fN7VobcTsQL7pxLmS/llnMDY4EbEssEthypXA6oWmE08j6QLSyW0nFaZt0ts4Yh0REW8jNTzKOQrYONN04ikkPSHp28DG5L9/rwvsNuFAbdAaXUuMiC1JG2X7mQ68Q9L+Y21gknSnpLdS3my7X0Q8a5KhjrpG51Eft5LqTfuQ8msZSc+R9GZJ+5E2wdhwND2XpgO/AF4p6eWSvjHGJtynkXQOsB7l/5YFgK9PPkyj2bm0K+l955WSvizp3Mk2VpZ0saSNSA/M5cwD7DuZ6xvQ7FyakIh4IfCFPkOHA2fVHM4o6kwu2VC1JY8OI51a2s/FwMslfbbQdKIvSY9L+r2kXUhNLfz5NnltyaXKRMQryDedeBT4eY3hdEmTc2mvwtgjpLrnV8Z7L0/SLZK2HeO6SwK7TyBG+69G5lJEPI9UP8q5DFg303TiaSSdRKqTX5iZshjpgUsbv9bsd3Stu/Fak0t9uN7dLG3KJde7m6steeRad/O1JZcmxLXuoehkLplZNeYadgBmZmbW112kB99mdqe9QNK9ww3JWuZ+4ADg21XkjqRbImJz4E/kN5R8OiIOkjR9qutZc/SKzhMqPI/jmo9GxNakU3bXyUzbDTikynWtXXonvB/QZ+g0ST+JiNKDmWZmE/VdYPnM2AGSPlHFIkrd2d2h3SZi58KYT2vrlh3I1+sfBTaXdNtELyppWkS8FbiA1OCtn52AcyZ6bWueiJgD+GJhymmkTY4zJnJdSX/r1QT+DMzZZ8r+EfETSQ9O5LpWqdbUEnt5+tXClC9IOnqCl/0fUoOvTfuMLULazOQHBMbWmjwinWB6Cv+N9XxJNw43JJtFW3JpBvBj4Iuq4CSt3veuXYEFgbdnpm0VES9xA7lxa0suIenHA7jmfr3T5T+ambJtROwh6a6q1+6g1uTSREREkB4AeMZsQ3cAnySdfmrV6mQuWe1al0cR8V7SQQX9nAVsOZFN6TmS7sGNAiaidbk0AKX7xceO4P97TFYrciki1gNeVJiyq6Q/TebakvaNiJWBd2Wm7AR8aTLXHjGtyCVgb2DezNhtwEaSbp/IBSXdGREbAZcAz+0zZbuIOFDSXyYU6ehp1X5H17obrVW5hOvdTdamXHK9u7nalEeudTdbq3JpIlzrrl1nc8nMquPGE2ZmZg0k6QTghGHHYa11AvB1TfA0kbFIujsi3kkqbs/RZ8oywOuBk6tc17pJ0uMR8X7yHf/XiIhnS7q5zrisUb4DLD7ba4/irqdmVrGIeC3wzszwz6tqOmE2URHxSvI3Yx4knRBl3dFvA9lM35X0n8leWNJDEfEZ4LhJrG3tsiWwYmbsfmCniTadmEnSeRHxJeDzfYYXBz5IeYOlDVDLaolvJv+QwIXAVyZ6QUnqPQh1OTB/nyk7RcQ+E90wPmralEe9etEbhh2H9deSXLoSWE3SZVVetPd+tAuwIenE7n52AD5T5bpd1ZJcGrTPA9vRP5/mJn2X9wO6Y+hwLr0f2KDP6x/r3dOrO57O63AuWY3alkcRsTj532n/At5cRdMJm7i25VLVImI+YPvClNLpzDaLFuVSqY59vqSfTvH6nwa2AebrM7ZyRKwg6ZoprtFpbcil3gEo7yhM2XWyNURJ9/ZqAr/PTPk8sPlkrj0i2rjf0bXuZmpdLrne3VhtyiXXu5urTXk0aK51T03Xc8m17vp0PZfMrCL9/j+ymZmZmbWYpD9X/WNwlmtfCPyiMMUPLNm4SboI+Hthypp1xWLNEhFvIhWZZ7f/VB66NDObXa9b9jczw9cAu9UYjtnsSqe1HS3pwdoisTq8rDB2ZAXXPwG4OzO2XO90CWu/dxfGvivphile/8vAfZmxPXqne5mN5UOFsc9MoTnKjcCBmeH5gPdO5rpm1k2Srqx6E+4s136YdHpqjmvoNm69fDqqMMU19BEVEcuSvp/P7tQKHro0M5vV3jy9UTzA48A7JeXqBGaDtg3p5Pd+rgLOqjEWq8fLC2NTPpW599BvrmEAlGv41h7bAfNkxs6R9JupXFzSH4DTMsObRcQLp3L9LmvpfkfXuhuopblkDdSmXHK9u7nalEeD5lr31HQ5l1zrrleXc8nMquVNgGZmZmY2UaXCz1q1RWFdkbvhCrBCbVFYY0TEwsD3+gz9E5+gbGbV2xJYPTP2ST/Yb8MSEQsAbytMOayuWGzwImJRYOHM8J2SLp3qGpKmA2cWpiw31TVsuCJiLvI3aWcAB091DUkPAUdkhpcFNp7qGtZtvU0jr8kM/0NSaXP/eHwHeCIz9s4pXtvMbCKOJf9+tFpEPKPOYKz1XEO3fr7P039HPko6Gc7MrBK9U+Hflxk+uLeZ3GxYSo2bD5ek2iKxupRq2GdUtEbpu7dr6N3wxsLYdyta46DC2A4VrWETV+l+R9e6R5r3zlpV2pRLrnc3V5vyCFzrbrJh5pJr3d3StvclM8tw4wkzMzMzm6jSDdsVa4vCuuLmwthCtUVhTfJV4DmzvSZgN0mPDyEeM+u2j2dev1TSsbVGYvZU2wELZsb+LekvdQZjA5f73xrK35cn6qZJxmDtsBr5/x0vknRdReuUTnzbvqI1rLu2IX9v8idTvbikW8hvWHpJRKwy1TXMzMZD0j3AxZnhOYDl64vGOsA1dHuKiHg7/R+Y20/SVXXHY2adtjswb5/XHwe+WHMsZk+KiOcDr84MTyffONXarVTDLtW+J8I19A6LiADWzQwLOLGipU4mfVb24xr68FS939G17tHlvbNWldbkkuvdjdaaPOpxrbu5hpJLrnV3Utvel8wsw40nzMzMzGxCeid/P5AZXrTOWKwTphXGHq4tCmuEiNgQ2LXP0A8l/anueMys2yJiReBVmeEf1BmLWR+l09oOqy0Kq0vpe++DFa5TutZDFa5jw7FqYezcCtf5GzAjM/aGCtexbtqkMPb/KlqjdJ3S+mZmVSttoHQd3SbCNXR7UkQsDhzYZ+gy4Gs1h2NmHdZ7OHenzPCvJd1aZzxms9kZiMzYyZKqbOZrzVFHHd019G5bDlgkM/YvSfdVsYikR8k/nLtCRLywinVsYgaw39G17hHlvbNWlRbmkuvdDdTCPHKtu6GGkUuudXdTC9+XzCzDjSfMzMzMbDJyPwjnqjUK64KlC2N31BaFDV1EzAv8kKdvEroN+HT9EZnZCMidKDMDOKbOQMxm1dtwtn5m+HHgxzWGY/W4l3QSXz+LV7jOEoWxOytcx4Zj+cLYJVUtIukB4NrM8DIRUWqAYSMsIuYifxrpdZKurGipUwtjr6toDTOz8cjV0MF1dJsY19BtVt8ElprtNQG7ScqdqmxmNhnrA8/NjB1dZyBms4qIOYD3FKa4cXN3lWrYVdXRXUPvtuULY5XV0MdxPTcMGJ5K9ju61m1476xVp0255Hp3c7Upj1zrbra6c8m17u5q0/uSmWW48YSZmZmZTUjvdJPFMsNVnsZro2G9wtiFtUVhTbAn8II+r39E0j11B2NmI2GrzOvnS7q91kjMnmrnwtiJzs/ukTQD+EdmeLmIeEZFS62cef0u4KaK1rDhWbIwVvX36bsLY2tXvJZ1x0uABTJj51S1iKSrSQ0M+1mrqnXMzMah9MCS6+g2Ea6hGwARsQmwQ5+hQyT9ue54zKzzcvXz6cApdQZiNptNgWUzY7cDJ9YYi9Wr9CB/v30Gk5GroQNcXNEaNjyuoY+wivc7utY9wrx31qrSwlxyvbuBWphHrnU3VN255Fp3d7XwfcnMMtx4wszMzMwmaiVgvszYdXUGYu0WEc8BXpMZvhX4Z33R2DBFxOrAJ/sMnSzpl3XHY2bdFxGLAi/PDP+lzljMZtU7IaffjbWZfFpbd52VeX1+YMOpXjwiFiKdVNnPHyVpqmvY0OV+pwPcW/FapU24a1a8lnVH7rsXwN8rXuuCzOtLRsRyFa9lZpazamHMdXQbl96J3tsXppxeVyw2XBGxAHBwn6Fbgc/UHI6ZjYaNMq9fKql00q3ZoO1SGPuxT0XttFwNHVJDkipslnn9LvLNo609XEMfbVXud3Ste7R576xVpW255Hp3M7Umj1zrbrzacsm17s5rzfuSmZXNNewAzMzMzKx13lAYu7S2KKwLvk3+N8nBfvhtNETEnMAPeXouPAx8sP6IrCsiYj7g2aSTS5YAZpDy6nbgRknunjvaNiTfkDW3eQOAiJiHdHLSUqQHwqcB9wHXScqdOGI2XlsAS2fGbgZOrjEWq9ePgA9nxj4KnDrF6/8PME9m7IdTvLY1Q+n3U9X3guYujJU2Hdloe2lh7F8Vr3U5sHkhjusrXs/M7CkiYlVSTaKfGyVV/UCLddfu5D9Dz5JU9WeoNdf+wPJ9Xv+I31Nssnr3Z55DqqEvSfrt+AjphO4bJd01xPBsiCJiEWD1zPBY9fMAVgCWBRYCniCdZngjKa+mVxiqjZiIWBJ4U2GKGzd32++A24Bn9Rl7X0R8eSr3fyNiA2DdzPDh3r/SCU2pob8wIuaR9FjFa1pZlfsdXesebd47a1VpTS653t1orckjXOtuujpzybXubhvK+5Jr3WbVc+MJMzMzM5uo0gnMZ9YVhLVXb8PRt4C3ZKbcCRxUX0Q2ZB8FXtHn9X0lXVN3MNZ6y0TEAcAGpFMmshs6IuJa4Hzg98CJkm6pJUJritymWYArZn+ht5lxJ+DNwDpkamoRcRdwLnAicKykO6Yeqo2YnQtjR3hjdndJuigiTqH/yWybR8R2ko6ezLUjYhXgU5nhi4CTJnNda5yHC2OLVrzWYoWxFStey7rj+YWxKyteq3S9FSpey8ysH9fQbcoi4m3ANzLDAvauLxobpohYh/6NCk+WdFTd8Vj7RcSepBr6uqTGALl5d5GaDJwBnCDpsnoitAZYlXzj5n7182cA2wHbAhsBC2b+7SMRcQHpvsyvJP27glhttLyb/L2/vzinuk3StIj4FvClPsNLAV9lkgdbRMRCwHczww+RDlWx9mtKDX0O0oN2T/tMtYGqslbjWvdoc93PqtKmXGpTrKOmFf/buNbdCrXkkmvdI6HW9yXXus0GJ3eDwMzMzMzsaSJiI/o/IA7wOPDrGsOxFoqINYA/kj/NGWBXSXfWFJINUUSsCOzbZ+hS4ICaw7FueAHwMWBtyqeIQNrMsS1wCHB9RBwXEblTbKx7SqeQXDvz/4iIhSLi68ANpA1r61Nu5LoEsAXwfeCGiDgkIpaZerg2CiJiafIn1gg4vMZwbDjeTzoBsp8fR8RWE71gRLwMOJn+N9ceB3bySW2dcXthrN8pgFOxVGFs6YiYr+L1rBtKm2Bvqnit0vW8GdfMBioiFgPeV5jyq7pisXaKiGUi4nDgF+RrEN+WdGZ9UdmwRMTcwA95+v6uh4EP1B+RdcQ+wOspbMTtWQLYhPSA7z8i4ryIeHuvwbx123jr53NExK7AdcCPgTeRbzoBMB9pI/i+wL8i4uSIyO09MOtnl8LYYbVFYcN0AHBhZuwDEfHFiJjQvvhe8/kTgNUyUz4l6caJXNMaqyk1dCg3LrCKDWC/o2vdI8p7Z60qbcol17ubqw155Fp3O9SVS651d9+Q3pdc6zYbEDeeMDMzM7Nx6d2c/VphyrGS7qorHmu2iJgzIhaLiBUiYvOI+HzvBJsLSBuKcvaQdFxNYdrwHULaZDarGaTmI08MIR4bXXMBWwHnRMQxvYe/rdtWzrw+A7gTICLWAi4DPg7MO4k1nkG6+XpFRLx3MkHayHkP+RutZ0m6qs5grH6SrgW2Bx7rM/wM4LiIODwiXjDWtSLiWRGxL3Ae8Jw+U2YAu0i6aAohW7NcXxir7CGOXkOlUlOlAPxdyvrJ5cXDkh6oeK1bJhGHmVlV9gIWyYzdAJxUYyzWYJEsFBHPiYhXR8SHI+Ik0ve6nUjfq/o5ilSrsNHwWWCVPq/v3fsNaVantUkPClzoZgGdl6ufQ++h3Yh4FnA6cDCTf1h3U+CvEfHtiHjGJK9hI6J3KmquKcqDwNE1hmNDIulx0sECuUYQnwPOiojXjnWtiJg3InYmHYrx6sy0Q0nN5q0bSjX0NStea6zvSj64oCYD2u/oWvcI8t5Zq0oLc8n17gZqWh651t1eNeeSa90d1rT3pXFwrdtsDKUTGs3MzMzMZvUxYI3M2Azg/2qMxRoiIp4A5qzgUvcC75d0VAXXshaIiF2AjfoM/UDSuXXHYzaLbYDXRMTbJJ027GBsYJ6def0+STMiYjPgONKD3lO1IHBor5HFByTNqOCa1k07FcZ8WtuIkHRiRGwD/JT+Gzh2AnaMiPOBvwBXAPcA04FFgecB65Kavc2TWeZhYDdJP604fBuuSwpjr6xwnfFcawngmgrXtG5YPPP6IDYX3F0YW2IA65mZAU8+DPehwpQv9x6UshESEacCG1dwqRnAV4AvSJpewfWs4SLixcD/9hm6GPhmzeGYzWp1UhPnz0r6+rCDsYHI1c8B7o6IFYAzgeUqWCuAPYC1I2JzSaXfczbadi6MHSXpwdoisaGSdHXvFNXfAC/qM2UD4PSIuBI4m1Q3vQt4BFiY9KD2WqRmE4sVljoQ+KgkVRi+DZGkGyLiHvr/7/6ciFhOUqk5xbhExBKUmziBa5R1GsR+R9e6R5P3zlpVWpNLrnc32lDyyLXuTqoll1zrHgmt+XybjWvdZhluPGFmZmZmY4qI1YH9ClMOlXRpXfFYpzwGHAnsI+mmYQdj9YiIpenf2fRmUldbs2FbAjg5InaU9LNhB2PV6nVXXiozPC0i1qO6phOz2rV3zR0rvq51QERsALwwM3wfcGyN4diQ9ZpPrAb8ANisz5QgbYxdaxKXP4vU8O3fUwjRmuky4AFgoT5jK0TEKyWdU8E67x7HHG92tKeIiPmAeTPD9w9gydI1c5uCzcymJCIWAn5MvknvZcAh9UVkHXMKsKekvw47EKtHr371Q57eUHAGqZHgE/VHZfYUcwFfi4gVJO0+7GCscqVT2BcEjqeaphOzWgc4MyI2lHRfxde2louI+YG3F6a4cfOIkfSfiFgT+BLwfvo3YV6p9zdRVwEfkXTiFEK05joPeENm7J2knJqqd41jjmvoNRjEfkfXukeT985aVdqUS653N1eb8ijDte6GqCuXXOvuvg68L7nWbdaHG0+YmZmZWVFELAwcQ/6mya3A5+qLyDriH6TC8zGSbhl2MFa7g+h/isSHJQ3iRqx1n4DzgT+SbmxdRvp8ug94iHR6zeLAsqRTbl4FbET+5hikmskREXGfNxZ1zoLk/7efBzia/k0nbgd+BZwIXAHcBswBLWPrKgAAIABJREFUPAt4KfAmYFtSvuW8JyIul1TFpiXrll0KYz+X9EhtkVgj9E7V2jwi1iadIvJGyqevldwH/BY4WNIfKwrRGkbSExHxe2CbzJQPAVNqPBERywFbjmPq/FNZxzqplBMPDWC90jWdn2Y2KD8EXpAZm0Fq/uXNczYRdwLfB37V8A15NhgfBNbr8/r3JJ1XdzDWGVcBpwGXkmro15IeZLufdB94CeCZwLqkGvqm9G9uOKsPRsQDkj4zoJhtOBYpjP0AWL7P69NIDZ1PAC4g1c8fJTWBXgHYHNgu829nWhX4ZURsLkkTjtq67K3k7738q6Jmq9Yykh4G/icivg58mFQXXWGSl3scOAP4CfALn7rcab8l33ji/RHxtan8du89VPfBcUx1jXLABrjf0bXuEeO9s1aVFuaS690N1MI8msm17oapOZdc6+6wIb4vudZtNmBuPGFmZmZmWRExJ/ALyqcAvFfS3TWFZN3xUmAnYPGI+IGk24YdkNUjIram/8NwJ0ryae42UX8mnWL0W0m3F+bd3fu7EjgTICKeD3wM2BWYO/Pv5gJ+GhFrSrqqqqBt6HJFbuh/Ksh04ABgf0kP9Bl/gJRbx0fEZ0kn4excWGOfiDhF0t/HG7B1W++kiLcWpvi0ttF2CekGnUinbZWaJuWcD/yJ1DTHuu3n5BtPbB8Rh0o6cwrX/y7jy8F+JwzaaCvlxCA2pT1eGHN+mlnler8FtytMOUDSn+qKxzpjSWAHYImIOFjSJcMOyOrRa/jWr2npzcD/1hyOtd9VwKHA8ZL+XZj3OKnOeS3wN+A7EbEI6RT5j5M26eZ8OiL+5ns8nVKqoa/a57UTgI9IurrP2PW9v7Mi4gvAR4G9gPky138DqXnmd8Yfro2A0j0X189HnKQbIuI40gOQuwKLTuIyV5Jq6Be66UTn/Qr4Bv33ByxHeiBq3ylc/2PkH9KdlWuUAzTg/Y6udY8Q7521qrQtl1zvbqa25dFsXOtukDpzybXubhvC+5Jr3WY1mmPYAZiZmZlZo32TdPpIzrck/bauYKxTAng5sDdwbUQc1Hvo0jqsV7j5bp+hh4Ddaw7H2u10YHVJG0j60RhNJ/qSdLWkDwEbAtcVpi4CHDzJOK2ZnjGBuY8Bb5f06UzTiaeQdLukXUibZ3Mnss0NfGsCMVj3vQ1YIDN2saQL6gzGmiEiFoiITwLXAMeTbsJPpukEwMbA94DrIuKQiFi+kiCtiX4D3JAZC+CIiFh6MheOiD2AN45zujc72uxyjd6g/s24pVjMzCYsIrYBvliYch7w+ZrCse55Huk0sIsj4ncRUdq8Z93xfWDBPq/vIen+uoOx1rqedI93ZUlfGWMjbl+S7pP0FWB1eg2dC74fEYtNPExrqInU0L8h6U2ZphNPIemxXk5tSjp9MGe/iOjXJNpGUESsTDqZsp/HgZ/UGI41SCTbRcRFpMMKPsXkmk4AvJjUbOAfEXFyRKxfVZzWLL1DcY4pTPl8RGw4mWtHxFrA/uOc7hr6YA1yv6Nr3aPFe2etKq3JJde7G601eZThWndz1JlLrnV3W1255Fq32RDMNewAzMzMzKyZIuLjwB6FKX8h3bi10fYW+je0m590U39JUoOJtYFnZ64xL6npwBYRsb2kcwcRqDXC14Bl+ry+p6Tr6w7G2kvSHyu81nkRsQbpFJsXZ6ZtHBFvlHRiVetaa+wqqbT5qC9J34qIRUknt/WzYURsJOn0qYVnHbFLYcyntY2giFgX+CmwYsWXngd4H/COiPiopEMrvr4NmaQnImIv4PDMlOcBZ0fE6yVdO97rRsRHgQMmEIpPBbTZ5RpyQWqKUrVS4/1SLGZmExIRG5C+t+Xey+4EtpP0WH1RWQPtCRzU5/W5gcV6fy8l1dBfQD6fNgMuiogPS8p937OWi4h30H+j5gmS/l/d8Vh79ZoAjNkIYJzXuiUiNiZ95m2fmfZM0imFn6hiTWuNIyR9fKL/SNLZEbEVcBr9P/cWAT5C+gw127kwdsJkmtNb+0XEs4EjgdcN4PKbAptExEHApyQ9OoA1bLj2Bt5K/2co5gZOjoitJf1+vBeMiFcBJzD+5k2uoQ9IDfsdXeseEd47a1VpUy653t1cDcoj17pbrs5ccq272+rMJde6zYbDjSfMzMzM7GkiYgfSA+I5lwNvllTqqm0jQNJvxju3dyrEB0g/1PvdGFse+ENEbCbpT9VEaE0REa8B3ttn6ELgwHqjMXsqSXdHxBbAucBSmWmfBtx4ohvGewP0OElHTmGd/Uk3T9bKjH8AcOOJERcRLwbWzQxPA35WYzjWABHxTtKG2TkL084hfSadDVwH3EU6RWkJYGnglaQNt1tmrrMAcEhErAl8QJI3pnXLEcB7gFdnxlcCLomILwLflvRI7kIRsQrwDeD1E4zBm7FtdqXvX4O4V1m6pjfDmVklImJV0kMl82amPARs6WarJukv450bEc8H3g/sSnrodnYLAIdFxMKSvlVRiNYQEbEk/WvlD5Kad5sNjaQZEbET8Fxgg8y03SJif0n31hiaDcZ4fjddD/zPZBeQdEZEfAv4aGbK+yJiX0mDODncWiIi5gR2KExx4+YR1PstdhrpQZCca4BfkWrolwH3kH6jzTw8ZU3gVcDbgIX7LUN6gGadiNhE0n2V/QfY0Em6IiK+BHwhM2V+4KSIOJx0iMotuWtFxDNJjSx2o3xfZ3auoQ9ATfsdXeseAd47a1VpUy653t1cTcoj17rbrc5ccq2725r0vjQZrnWbjU+pC6KZmZmZjaCI2Jp0Omqu0+j1wOsl3VlfVNYFkv4s6V3A+qSiQj8LAr+LiKpPd7Yhioj5gEN5+vvKdOB9knyagw2dpGsod9jdICJWqCseG6hp45z3v1NZpLchtnQi2+YRkbtha6Njl8LYcZLuri0SG7qI2JZy04m/AetJWk/S/0k6W9L1kh6SNE3SzZL+Lum7krYGVqbcvGQ33ACsc3qNRHYAbitMWwj4MnBHRBwXEZ+JiJ0iYruI2D0ivhoRlwCX0r/pxGWkBnI53jRrsyttgJ1nAOuVrunNuGY2ZRGxMvAH0kNL/UwDtpZ0bn1RWRdIulrSp0inwp1UmPrNiNiuprCsPt8iPQg5uy9IuqHuYMxmJ2kasBOp+WU/CwJb1xeRDdB4auhfknT/FNfZD8g1xFyadE/ZRttmwLMzYzcBp9QYizVARLyActOJ20gHoaws6dOSTpR0jaR7JT0u6Q5J/5L0U0m7kh4y+QKQexhmbeD3vf0O1i37AWcVxucgHaxyQ0ScHRH7RMRuEfHWiHhfROwVEWcANwMf5On3dR4CSqc4u4ZesRr3O7rW3XHeO2tVaVMuud7dXG3Ko9m51t0sQ8gl17o7qs3vS7NyrdtsbG48YWZmZmZPiohNgV+Sf9DpFmBj/+i3qegVoNcFLspMWQg4MiL8e6U79iadrDy7gyRdUHMsZiU/Af5ZGN+qrkBsoB4cx5zTJf2rgrVOAf6TGZufdJqSjaiImBt4d2GKT2sbIRHxPNL/5rnfYocAG0g6Z7zX7G2ofRdpc2Su0dceEfGWCQVrjdc7aWYL0kl+JQuQvt98iXRj+CjgIOCTwKqZf3MH8BbyN18BGn0D2Yai9P1rwQGst1Bh7IEBrGdmIyQilgNOBZ6VmfIE8DZJf6gvKusaSTeRvs/9qDDt+xGxTE0h2YBFxBuAd/YZ+jvwnZrDMcuSdCXlmpVr6N0wVg39fuCnU11E0j2Um6ZuOtU1rPVKjZuP8OEGoyUi5gJ+Tr7pxDnAyyT9cry5Iel+SfsDG5Jv5Ls28JWJxmvN1jt59y3AxWNMnZN0Au6ewA+Ao0n3a/YGXgPM1effTAd2BK4qXNc19ArVvN/Rte4O895Zq0qbcsn17uZqUx6VuNY9fHXnkmvd3dWV96WZXOs2K/ODXGZmZmYGQES8CjiOfKfsO0kdCK+sLyrrKkn3ApuQv3m/Pu4U2QkR8XLgY32GbgA+X3M4ZkWSZlC+ybFBXbHY4Eh6ArhvjGknVLSWgBMLU15RxTrWWm8ElsqMXUs6tctGx/eAhTNjxwDvlzSpk4skHUb/72Mz/SAiFpjMta25eg3eXk16P6nKzaSbxFeQGijl3FLhmtYBvY3cuU2wufe+qShd864BrGdmI6K38fE0YLnMlBnADpKOry8q66peTeF9pI3f/SwOfK6+iGxQImJB4OA+Q9OBXf1QrTXQDwtj69cWhQ3SWA/DniFpPA2ex6NUi3f9fIRFxFKkh5P6EamJqo2WjwJrZsb+A7xR0q2TubCk84A3A49mpnwoItaZzLWtuSTdTWoeUeX9uGnAuyUdg2votah7v6Nr3d3lvbNWlTblkuvdzdWmPBoP17qHp+5ccq27u7r2vjQL17rNMtx4wszMzMzo3SA9EZgvM+VeYBNJl9UXlXWdpDuA/y1M+Whdsdhg9E4dOYz+pzzsUeGmNLMqnVIYW722KGzQxto4e26Fa5Wu9ZIK17H2KZ3W9qPejVcbARGxCrB5ZvgOYKep5oOkb5P/jHsmsPNUrm/NJOlS4OXAkaQN+VPxB2CN3jUBlszMmw5MaoO3dV5uE+ySEREVr5Vr7ARwd8VrmdmIiIglSZsiV8pMEfA+Sb+oLyrrut4mzD2AxzNTdoqIRWsMyQbj/+i/wf87vYZyZk3zd/L11SUiYtk6g7GBcP3cmmAHYO7M2JmSrq4zGBuuiJib8v6RHXpNBCat13xin1wIwKemcn1rplkOzfks8PAUL3cl8OpZ6gK5GjrATVNcyxjqfkfXujvGe2etKm3KJde7m6tNeTQRrnXXb0i55Fp3B3X1fanHtW6zDDeeMDMzMxtxEbEGcDKwUGbKg8Bmki6sLyobIT8Cbs+Mrd87ycTaaw/Sg26zO86dsK2peg9T5pqiLBcRc9YZjw3MjWOMXzrG+ESUrvXcCtexFomIZwNvyAzPAI6oLxprgN0KY1+tsFnXFyYZg7WYpHsl7QisDRwNPDbBS1wIbCtpE0m3AfS+Dy2RmX9l78Qvs9nlNlPPTT6fJutZhbGxvgeamT1NRCxG2oRbevjxw5J86rJVTtK/gVwtdQHSQ1LWUhGxJrB7n6EbKP+GMxsaSTMoNwtYoa5YbGBqq59Lup38veJlek3ubTSVGuUeVlsU1hRvApbJjP1WUlUNcb5Nagbdz1YRUao5WUtJmiHpy8ALgG8A90zwEjeTGpOs0mtgMlNpv9M/J7iGzWbI+x1d6+4Q7521qrQpl1zvbq425dFkuNZdn2Hkkmvd3TQC70uudZtluDBvZmZmNsIiYlXg90CuS+jDwBYV3qQ1ewpJMyLid8COmSkbAsfWF5FVbPXM66dFxFZTvHbpdIhNIiK3Se08SbdMcW3rvtuBBfu8PjewMBPfbGLNcw3w6szYY5IeqnCt0kkji1e4jrXLe4BcI5s/SLq+zmBs6DYqjB1V1SKS/hYR1wLL9xl+aUQ8U1JuU621nKTzgbf1TgnZHFgfWA14Hmkj5LzAo6TPrX+RbqyeIOlvfS73PPL3l9p4goHV42pS3vXzPMY+UXcinjdGHGZm4xYRCwOnkK9zAXxS0kE1hWSj6URg28zYhqQGY9ZOq9L/0KATgddN8bDcFxXG1oiIezNjV/Wa85qV5O7BQPn+jbXDNWOMV32P5G76P5w7B7AI+VPFraMi4pXAizPD9+L9A6Oorhr6wxHxW/rvX5kDeBXwq6rWs2aRdBPw8Yj4DLAx6V7yGsDzSZ9T85Oax98LXEk6Gfd3wKmZZsy5E+TvknRrxeGPlAbsd3StuyMakEvWEW3KJde7m6tNeTRFrnUP2BBzybXujhmh9yXXus36cOMJMzMzsxEVES8ida3NddqeBmwl6Y/1RWUj6q/kG0/kNpRYuw36xsTBhbGtgV8PeH1rvztIG0j6WQA3nuiC/xTG7qt4rVK+zFfxWtYePq3NAIiIRch/5/2PpBsqXvJU4L2ZsXWBEypezxpG0r3Az3t/k1W6qX/+FK5r3XZVYWwl4IIK18pt6gZvxjWzCYiIBYGTgLUK0/aU9PWaQrLR9dfCmGvo3fSB3t+g7NH76+dA4CMDXNu6odS4coHaorBBKdXPIT1wWyXX0G12uxTGfi7p0doisaZ4ZWHstIrXOpX8/pV1ceOJzus1kTi59zcpEbEAsGxmuMo66MhpyH5H17o7oCG5ZB3Qplxyvbu52pRHFXCte4AamkuudbdQQ3NpUFzrNuujXychMzMzM+u4iFiJdPO138khAI8D20r6Q31R2Qi7rTCWK1iYmQ3SPIWxJ2qLwgbposJY1Y1a5y6MTa94LWuBiHg1hVOOgONrDMeGb2kg19b/ugGsV7rmMgNYz7pp7cLYGbVFYW1zSWFs1YrXKl2vFIeZ2ZMiYj7SKUzrFaZ9SdJ+NYVko801dDNrGtfQu+0S0onuOa6h28D0HtZ+W2GKGzePplzt+nFJN1e8lmvoVoW1yN/7cQ19khq039G17pZrUC5Zy7Upl1zvbq425VFFXOsekBHMJRuQEcwl17rN+nDjCTMzM7MRExHLA6cDz85MeQJ4u6QT64rJRt5DhbGFaovCzOy/nlkYK71nWXuUTmNfJCJyG4EmY7HCmPNpNO1cGPuJpMdqi8SaYPHC2J0DWK/Upd038W28Nsy8fj/lz1gbbX8vjK1Z1SIRMSfwsszw1ZKqPpnXzDooIuYlNYR7dWHaNyV9rqaQzFxDN7OmcQ29wyQ9CFxemLJoxUu6hm6z2g5YMDN2kaRSfcG6K1dHv2sAa7mGblXI1dAhPcBlE9Sw/Y6udbdYw3LJWqxNueR6d3O1KY8q5Fr3AIxoLtkAjGguudZt1ocbT5iZmZmNkIh4Lqlz+nMzU6YD75b0/+qLyqz4g/3h2qIwMwMiYh7ynXofkvRAnfHYYEi6HbgiMzwHsGSFy+XyCeCWCtexFoiIhYFtC1N8WtvoKTW6KXVUn6xnDOCaNkIiYhHym2aPk+Ru/9aXpOuAmzLD6/U20VbhFcD8mbE/V7SGmXVYry5wLPD6wrTvSfpYTSGZgWvoZtY8uXvN4JpnV5xdGHtWVYv0mkDnPuceknR/VWtZa+xSGHP9fHTl6uiuoVtTbZl5/VpJf6s1kg5o2n5H17rbq2m5ZO3Vplxyvbu52pRHFXOtu2IjnEtWsRHOJde6zfpw4wkzMzOzERERy5A6EC6fmSJgF0m/rC0os2SZwtggTnk2MyvZgPwmpavrDMQG7veFsVdUuM5ahbFrKlzH2mF78huE/irpH3UGY41QamhUZROcmUo38R8cwHrWPdsDc2fGfl5nINZKp2ZeXxhYt6I1NimM/aGiNcysoyJiLuAoYPPCtMOAD9UTkdmTXEM3s8aIiPkpf393Hb0b6qqfv4D0m7Cfaytcx1ogIl4IrJ8ZfhT4WY3hWLPk6uiLVviA90yuoduURMSLyN8f/kWdsXRBg/c7utbdMg3OJWuZNuWS693N1aY8GgDXuis04rlkFRrVXHKt2yzPjSfMzMzMRkBELAWcBqyUmSJgN0lH1heV2ZNeWxi7srYorHKSdpQUg/gDziosvULh3/66rv9+a63NCmPn1xaF1eHEwth6Fa5TutYFFa5j7bBzYcyntY2m3IlIAC/pnfpYpVUKYzdUvJZ1TC8fP5gZ/g/5jZZmM51UGNuuojVy15lO+cEpMxtxvYeVfgZsVZj2E2BXSaonKrMnuYbeUZKOGGANfZ/C0jsV/u1H6vrvt9Z6LfnT4K+RdHedwdjAnApMy4y5fm6DUqqfHyfpntoisabJ1dHnAF5S8VquodtU5R7enQ4cUmcgbdfw/Y6udbdIw3PJWqRNueR6d3O1KY8GxLXuijQtl1zrbq+m5VLNXOs2y3DjCTMzM7OOi4jFSV2uX1yY9mFJh9YUktmTImIhYKPClL/WFYuZWUQsBry3MKXU8MTa51Tg1szYOyJiynWziFiQ8k3cP051DWuPiFgFWDsz/DDQqY7gNj69G1S5UxuWBNaoaq3eiSal796XV7WWddb2wKqZsW9ImlFnMNZKJ5A/GfIdETHfVC4eEeuQfzjgdEm3TeX6ZtZdvd9/P6L8YMBRpM1r/ryzYXhzYcw1dDOr26cKY66hd4Sk+4DfZIbXi4gVKlrq3YUx59MI6dUudyhMcePm0VaqXW9S8VqbTjIOMyJieeB9meFjJF1bWzAt14L9jq51t0QLcslaok255Hp3c7UpjwbIte4KOJesKs4l17rNctx4wszMzKzDImIRUofr1QrTPiHpoJpCMpvd58h3irxWkjvYmlmdPgcsmhl7nPwmS2shSdOBXBfm5wObV7DMe4CFM2OXSrqqgjWsPXYpjP1K0v21RWJNc05h7AMVrvNu8u9J9wL/rnAt65iIWBL4Rmb4atLmJbMiSQ8Dx2SGl6TcBG48Pl0Y6+LpG2ZWgYgI4AeUH3o8DnhX73ekWa0iYlPKp8GfWlcsZmYRsQXwqsKU3Pd9a6fDM6/PAew+1Yv3GvXmTjqdDpw41TWsVbYAls6MXQOcXmMs1jylGvr7eid6T1lErAy8vjDl3CrWsW7q1RcOBebpM/wE5VOabRZt2O/oWnc7tCGXrB3alEuudzdXm/JoUFzrroZzyaoy6rnkWrdZmRtPmJmZmXVU74Ttk4A1C9P+V9IBNYVk9hQRsTrwscKUn9YVi5lZRGxN+T3pGEn31BWP1ebbwLTM2DcjYv7JXjgilgH2LUzx6VwjJCLmAd5VmOJ8GG2lTfTviYiXTHWB3u/DvQpTfidJU13Huiki5gZ+CTwrM+XjknKfp2azyzUwAdgrIpaYzEUj4jXA1pnhG4GjJ3NdMxsJB5I/jRTgt8DbJT1RUzxmT+pt+vt2YcqffGKumdUlIlYEjihMuZ60Udm64xTgkszYHr3GEZPSO4H3+4UpJ0i6fbLXt1bauTD2I9cuR16phv5Cyo2/J+JLwFyZsRuBiypax7ppX+B1mbHvSvpXncG0Vcv2O7rW3WAtyyVrsBbmkuvdDdTCPKqca93VcC5ZVUY9l1zrNhubG0+YmZmZdVBEzAecALyyMG0fSf9XU0jWQhHx2Yh42YCuvSqpO22/Tv8ADwPfG8TaZtZeEfGOqWxkLFz39cDPyNdJZgBfrnpdGz5JN5NOnulnJeCg3mkAE9JrMnAksHhmyl34ZPhR8ybS6Tb9XCHp7DqDscY5hvT9t5+5gN9ERC5/xtQ77e0o4HmFaT4dyfrq1ReOATbOTDlW0q9rDMlaTtKlpJpVP0sAR/YeQBq33nvkjwtTvirp8Ylc08xGQ0R8GdijMOX3wDaSHqspJGuZiNg+IrYa0LVnnjT1gsK0rw9ibTNrr4jYICI2H8B1VwB+R76+Bf7e3Tm9B/1zzZXnAX7a+7yajD2BDQrjX5vkda2FImJpIPfeNYPygwA2AiRdAZxbmHJgRKw7lTUi4jPANoUpP3EDFMuJiM8Bn88MX0P63LMxtG2/o2vdzdW2XLLmalsuud7dTG3JI9e6m68tuWTN15Zccq3bbLjceMLMzMysY3oPOh4LvKYw7cuS9q4lIGuzTYG/R8SxEbFOFReMiDkiYg/gT5R/sH9d0i1VrGlmnbIJcElE/L8q3pciYq6I2Ac4GZivMPV7knKneln7fQHInZy2E3B4RORON3qaiJgf+A3w+sK0vSTdP/4QrQNKp20dXlsU1kiS7gYOKUxZETgrIl4y0Wv3TlM6gfzGbYC/S3KX9g6JiC0j4osR8dwpXmdV4C+k5jn93ED5xByznI8DuU1tWwCHjff7V0QsRdqolMv3yyifomtmIyoivgB8ujDlDGArSdNqCsna6YXAcRFxfkRs1bs/M2URsQlwPrB2YdpZko6vYj0z65SVgN9GxAUR8ZaJ1DVzImIb4O+UHw64CPjBVNey5pF0LPnT/VYHzoiIZ07kmhGxH7BXYcoxkv4ykWta672H1IC3n99LuqHOYKyxSocEzAucNJkH5Xr3i78ElB6oeYTy6czWMhHxnIg4IiJeMcXrLBERRwFfzEx5AniH7wuPrcX7HV3rbpgW55I1TNtyyfXuZmpZHrnW3WAtyyVrsJblkmvdZkM05f8PZ2ZmZoMREcsBa4xz+lKFseUmcGPtTkl/Gudca64jgM0K4xcA5w2qMynwJ0l3DujaVr8A3gK8JSKuAY4GjgMunEjn497NsXeQHrpcZYzp5wP7Ty5cMxsBAWwNbB0RVwG/IhVCL5L0xLguELEwsCPwMcqnvwP8A/jMpKO1xpN0b0R8gJRH/ewIrBURH5d0Su46vdNKtiWdxLZcYckz8IaQkRIRy5Ia5/TzBHBkjeFYc+0DbA88KzP+EuBvEXEQcKCkm0sXi4gFgfcCnwKWKUwV5VNPrJ2WAD4HfDoiTgGOB04Yb3O/3mbb3YF3A3Nmpt0PbCnpngritQq0qZYo6T8RsS/53/47Ai+MiN0lXZi7Tm9TwLeBZ2emPAHsNt7fCdauPOo1fMt9x+pn/tzrE6mTSvr1BNYcWU3PpYjYlfz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      "text/plain": [
       "<matplotlib.figure.Figure at 0x26732eee438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# optimal k\n",
    "d = pd.read_csv(\"data/knn-optimal.csv\")\n",
    "\n",
    "x = d[\"turbine\"]\n",
    "y = d[\"k_p\"]\n",
    "y1 = d[\"k_r\"]\n",
    "y2 = d[\"k_f\"]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.plot(x, y, color=\"c\", label=\"k_precision\", marker=\"o\")\n",
    "plt.plot(x, y1, color=\"#098A63\", label=\"k_recall\", marker=\"o\")\n",
    "plt.plot(x, y2, color=\"#3F2B78\", label=\"k_F1-score\", marker=\"o\")\n",
    "plt.xlabel(\"Turbine\")\n",
    "plt.ylabel(\"Optimal k value\")\n",
    "plt.xticks(range(1, 26))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x17b24dcaf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# optimal k - F1 score\n",
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=500)\n",
    "plt.plot(x, y2, color=\"#3F2B78\", label=\"k_F1-score\", marker=\"o\")\n",
    "plt.xlabel(\"Turbine\")\n",
    "plt.ylabel(\"Optimal k value\")\n",
    "plt.xticks(range(1, 26))\n",
    "plt.show()"
   ]
  }
 ],
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