main.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**********************************************All functions are loaded!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%run functions.ipynb\n",
    "\n",
    "endereco = 'data/HIST_PAINEL_COVIDBR_28mai2020'\n",
    "data = load_data(endereco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CASOS ACUMULADOS (BRASIL)\n",
      "----------------------------------------------\n",
      "OBITOS ACUMULADOS (BRASIL)\n",
      "----------------------------------------------\n",
      "CASOS X OBITOS (BRASIL)\n",
      "----------------------------------------------\n",
      "CASOS POR ESTADO\n",
      "27 estados registrados no Brasil\n",
      "----------------------------------------------\n",
      "OBITOS POR ESTADO\n",
      "27 estados registrados no Brasil\n",
      "----------------------------------------------\n",
      "CASOS POR MUNICÍPIO (SP)\n",
      "530 cidades registradas em SP\n",
      "----------------------------------------------\n",
      "OBITOS POR MUNICÍPIO (SP)\n",
      "530 cidades registradas em SP\n",
      "----------------------------------------------\n",
      "CASOS POR MILHOES DE HABITANTES (SP X RJ)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0e+buPcC2KaW7ACLiccCPAa+TkiRJkqQJoNunZS7VSuyKe5bgt5IkSZKkAev2zN0ZEXEm8J3yeX/gR4MJSZIkSZK0pLp9WubbI2JvYCcggAUppe8PNDJJkiRJUte6flpmSukk4KQBxiJJkiRJGqOOyV1E/IX86oPHFAEppbTSQKKSJEmSJC2RjsldSmnFYQUiSZIkSRo7n3gpSZIkSQ3Q9T13vYiIh4ErS33XAgellP5e+b7luJTSx4cRkyRJkiQ1yVCSO+CBlNIcgIj4FnAw8Nnq95IkSZKksRuPyzJ/Cmw8DvVKkiRJUmMNNbmLiOnAniy+FHNGRCyq/Nt/mPFIkiRJUlMM67LMGRGxqPz9U+Do8ndXl2VGxFxgLsDKy88YTISSJEmSNIkN/Z67sUgpLQAWAKy7+qojvXdPkiRJkqY0X4UgSZIkSQ0wrDN3o6lerglwRkrp0HGLRpIkSZImqaEkdymlmaN8P20Y9UuSJElS03lZpiRJkiQ1gMmdJEmSJDWAyZ0kSZIkNYDJnSRJkiQ1gMmdJEmSJDWAyZ0kSZIkNYDJnSRJkiQ1gMmdJEmSJDWAyZ0kSZIkNYDJnSRJkiQ1wPTxDmBJrb3hRrzn2BNrh5s/f37tcHXDDLrcOqZeHRMhhibVIUmSpMU8cydJkiRJDWByJ0mSJEkNYHInSZIkSQ1gcidJkiRJDWByJ0mSJEkNYHInSZIkSQ1gcidJkiRJDTDp3nP3jzv+wrUf+UlXw3YzXN0wgy63jqlXx0SIYVB1PPk9u9XWK0mSpMHwzJ0kSZIkNYDJnSRJkiQ1gMmdJEmSJDWAyZ0kSZIkNYDJnSRJkiQ1gMmdJEmSJDWAyZ0kSZIkNYDJnSRJkiQ1gMmdJEmSJDWAyZ0kSZIkNYDJnSRJkiQ1wMCSu4hIEfHNyufpEfHHiPhh23AnR8TPBhWHJEmSJE0Fgzxz9zdg84iYUT4/F7itOkBErAJsBawSERsOMBZJkiRJarRBX5Z5OvCC8veBwHfayvcGTgWOAw4YcCySJEmS1FiDTu6OAw6IiOWApwKXtJW3Er7vlL9HFBFzI2JhRCy8929/GliwkiRJkjRZDTS5SyldAcwiJ24/qpZFxOOBjYELU0o3AA9FxOajjGdBSmmblNI2q62wyiBDliRJkqRJaRhPyzwF+DSPvSRzf2BV4KaI+B05CfTSTEmSJEkag2Ekd/8HfDCldGXb9wcCe6SUZqWUZgFbY3InSZIkSWMy8OQupXRrSunz1e8iYhawPvDzynA3AfdHxNMHHZMkSZIkNc30QY04pTRzhO/OA84rH9cdoXyrQcUjSZIkSU02jMsyJUmSJEkDZnInSZIkSQ1gcidJkiRJDWByJ0mSJEkNYHInSZIkSQ1gcidJkiRJDWByJ0mSJEkNYHInSZIkSQ1gcidJkiRJDTB9vANYUsutvSJPfs9u9QPO/2n9cHXDDLrcOqZeHRMhhmHVIUmSpKHyzJ0kSZIkNYDJnSRJkiQ1gMmdJEmSJDWAyZ0kSZIkNYDJnSRJkiQ1gMmdJEmSJDWAyZ0kSZIkNcCke8/d7bffzrx582qHi4ja4eqGGXS5dfReRzfLgiRJkjQVeOZOkiRJkhrA5E6SJEmSGsDkTpIkSZIawOROkiRJkhrA5E6SJEmSGsDkTpIkSZIawOROkiRJkhrA5E6SJEmSGsDkTpIkSZIawOROkiRJkhrA5E6SJEmSGmDgyV1EPBwRiyLi8oj4VUTs2Fb+vxHxj4hYedCxSJIkSVJTDePM3QMppTkppS2BdwEfays/EPgl8JIhxCJJkiRJjTTsyzJXAu5rfYiIjYCZwHvJSZ4kSZIkaQymD6GOGRGxCFgOWBvYrVJ2IPAd4KfAphGxZkrprvYRRMRcYC7Ayit79aYkSZIktRvmZZmzgT2AYyIiStkBwHEppUeA7wH7jjSClNKClNI2KaVtll9++SGELEmSJEmTyzDO3P1bSulnEbEG8LiIWAvYBDi75HrLAL8FvjjMmCRJkiSpCYZ6z11EzAamAfeQL8mcl1KaVf6tA6wbERsMMyZJkiRJaoJh3nMHEMBBKaWHI+IAYM+2Yb9PvlTzE0OIS5IkSZIaY+DJXUpp2ijfbzjCd28ddDySJEmS1ETDfhWCJEmSJGkATO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBpo93AEtqnXXWYd68ebXDzZ8/v3a4umEGXW4d/a1DkiRJmso8cydJkiRJDWByJ0mSJEkNYHInSZIkSQ1gcidJkiRJDWByJ0mSJEkNYHInSZIkSQ0w6V6FcN991/LdE7brYsgXdDFc3TCDLm9GHfvt+4ua+iVJkiQNmmfuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBTO4kSZIkqQGGktxFxMMRsajy79Dy/Qsj4rKIuDwiromI1w8jHkmSJElqmulDqueBlNKc6hcRsTSwANgupXRrRCwLzBpSPJIkSZLUKMNK7kayYqn/HoCU0j+B68cxHkmSJEmatIZ1z92Mtssy908p3QucAtwcEd+JiJdFxIjxRMTciFgYEQvvv/+hIYUsSZIkSZPHuF2WCZBSel1EbAE8B3gb8FzgVSMMt4B8CScbbbRCGmyokiRJkjT5jPvTMlNKV6aUPkdO7PYe73gkSZIkaTIat+QuImZGxK6Vr+YAN49TOJIkSZI0qQ3rsswZEbGo8vkM4CPAOyLiy8ADwN8Y4ZJMSZIkSVK9oSR3KaVpoxQ9fxj1S5IkSVLTjfs9d5IkSZKk3pncSZIkSVIDmNxJkiRJUgOY3EmSJElSA5jcSZIkSVIDmNxJkiRJUgOY3EmSJElSA5jcSZIkSVIDmNxJkiRJUgOY3EmSJElSA0wf7wCW1KqrPpn99v1F7XDz58+vHa5umEGXN6kOSZIkSePLM3eSJEmS1AAmd5IkSZLUACZ3kiRJktQAJneSJEmS1AAmd5IkSZLUACZ3kiRJktQAk+5VCNfcdz9bnnhm7XD/CbXD1Q0z6PLJUMfl++zecdySJEmSJgbP3EmSJElSA5jcSZIkSVIDmNxJkiRJUgOY3EmSJElSA5jcSZIkSVIDmNxJkiRJUgOY3EmSJElSA5jcSZIkSVIDmNxJkiRJUgOY3EmSJElSA5jcSZIkSVIDDCW5i4iHI2JRRFwVESdExPJt318eEb+KiB2HEY8kSZIkNc2wztw9kFKak1LaHPgXcHDb91sC7wI+NqR4JEmSJKlRxuOyzJ8CG4/w/UrAfUOORZIkSZIaYfowK4uI6cCewBnlqxkRsQhYDlgb2G2U380F5gIsvcaaQ4hUkiRJkiaXYZ25ayVxC4FbgKPL963LMmcDewDHRES0/ziltCCltE1KaZvpK608pJAlSZIkafIY1pm7B1JKczoNkFL6WUSsATwOuGs4YUmSJElSM0yYVyFExGxgGnDPeMciSZIkSZPNUO+5G0Hrck2AAA5KKT08ngFJkiRJ0mQ0lOQupTRzlO+nDaN+SZIkSWq6CXNZpiRJkiRp7EzuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAUzuJEmSJKkBTO4kSZIkqQFM7iRJkiSpAaaPdwBL6imrrsTCfXavHW7+1T/n8prh6oYZdPlkqUOSJEnSxOeZO0mSJElqAJM7SZIkSWqASCmNdwxLJCL+CNzcxaBrAHf3OMygy61j6tUxEWKwjqlXx0SIwTqmXh0TIQbrmHp1TIQYrKN5dUxEG6SUHveYb1NKjfwHLOx1mEGXW8fUq2MixGAdU6+OiRCDdUy9OiZCDNYx9eqYCDFYR/PqmEz/vCxTkiRJkhrA5E6SJEmSGqDJyd2CPgwz6HLrmHp1TIQYrGPq1TERYrCOqVfHRIjBOqZeHRMhButoXh2TxqR7oIokSZIk6bGafOZOkiRJkqYMkztJkiRJagCTO2kcRDHW8okSQ69xDmM6pfEwGdbxbobpR5zD6CcG3Z62ZX/12lYToS3VX5Olz5wMvOdO/xYRkTosEIMub1IdkiRJ0rBNyeQuIjYHtgCWAc5NKd3SVv4EYHPgfvJLDf+5JOVd1tFTeZdxdjOOgSYq/Ui2hqEfMUTE6sBsYGvg7JTSte3jjYh1ge2BHYDvppR+ERFLpZQe6bK8mzo6DtOHGAJYp5c4u6hjJrAu8GTglyml27qczroYlrSOjsP0IYYAVuslzl6ns8sY+lHHCg1oy9Hq6Pf6VVdHr+tXN+twP/qinsYxpL7IthxSW3YZxzDWn562P0Pqi4axDexmOobRbw9i/VnS+VG7XFXbfqJrXHIXEdOA5wKbAPcCx6WUHq6ULwecDtwF3A2sDhySUrqtlK8IfBtYEfhrGcebgT+nlFJELA8c36F8GrB0F3Wc0kP5MuRLak+oifO0TuNIKf2r/L0RsCuwHHBCSumutpX3acCLy3QtSCn9bgnL68YfwBMHHEMAc3qMs66O75V58ccyzPtTSn+iIiLOAq4G/g5sBByaUvrdEpR3U0fHYXqNoR9xdvH7r5OX2ZuBPwAfSyk9tITTWVfeTR0dh+k1hn7E2afptC37V0c/1q9e50c/1uF+9EUD7Sf6VIdtOaS27FNb9WP96Wn7M6S+qGN5l3X0Y3711BZN2S+adFJKjfoHvBw4E/gK8E3gU+QzV61E9vXAN8vfqwFHAu+q/P544Pjy99rAMcCrKuULgO90KD+wyzq+3UP5W4E3VIYZLc5ja8Yxg3xm72LgM8BhwDva2nNLYCHwFuCzwGeXsLzj+LsZptcY+hFnF7/fBrio/L0u8FXgmEr5/wDPAS4un5cG3gP8mMXL5pfJZ2BHK19APnLWqY7n1sTxceAXPcQwD9ijZjrq4qyLYQFwKbAs8DTgLODDld/vS07CO03nJyp1jFb+yy7q+FmHYd4J/LyHGLqZX3VxdhNDN9NpW9bHMKz1a88e50ddDPOoX4f70RfV9Xe99hPdTEddHbbl8NqyH9vAfqw/vW5/+tFPdNMX/aJDeb/67W761EH325Nhv2gesG5r+Mnwb9wD6PsEwU+AHcrfTySfAXtO+bxjWVDfUBl+k/LdLOCZwJ3AqyvlO5J3+pcDnt1F+RnkM3+d6ri9x/LTge/VxFE7jvL9kcDby99PA84HXl8+Px64AHhn+bwW8APgQ+XzOuSEp1P5pTXjf/MQYvgI8MUe46yL4Xwe3em1zr7uSO5MfgYc0jbMUsC3gL3KMLfWlN/eRR3vqxnmdz3G8KsupqMuzroY7gQ+Uil/Armj3bSUn9fFdN5SU35bF3V8rGaYm3qMoZv5VRdnXQzdTKdt2V0Mw1q/ep0fdTF0sw73oy8adD/Rj77IthxeW/ZjG9iP9aeuLeq2P/3oJ+r6optrys/roo66+dHN/BpGvz0Z9ot+1SqbLP+m0yARsQawEvB7gJTSbyPiZHIC8WPgv8nJ18/K8JFS+nVE/BCYC2xInqELW+NMKV0cEVeSz5TN6aL8u8Ai4JEOdSyoiaGu/ATyAn9Hhzi6GQfka5A/X8ZxWUR8AHgv+WjJa8hnBU8r5XdGxDuAoyNfGvpKYNWa8jXJK9Fo4191CDHMBNYDjuohzroY7gYui4jpZZi/RMQPgOeTL5n9JXkZXLcM80hK6ZGIOJ58VGkL4Fzg4g7lF3dRx0XAqh2GubimjroYzu9iOurirIthIXB1KY+U0u8j4hxyR/tP8qUTddO5sCaGy7uo4zJgeodhLq+poy6GbuZXXZx1MXQznbZldzEMa/3qdX7UxdDNOtyPvmjQ/UQ/+iLbcnht2Y9tYD/Wn163P/3oJ+r6omtryvvRb3czv4bRb0+G/aLzmWzGO7vs1z8gyr8dgLXbyr4DvJ18mnt5YKny/bTy/wxy0ncv+czXjPL99PL/auSZe2cX5TPLd3V19FTe+q4mzro6lgX2AbZqi/kIYD/yWdC5wJZt5R8CDiavdP/Vofy80u6dxr/9gGM4l3zJ5K49xtkphvNav21b7qdaW5IAACAASURBVFYnn2X9S4lhmRGGWQ44GXgImFNTvnlNHU8dZd2oDrNljzFs28V01MVZF8Pmle9bl0XMKr+/E9iii+ncrNvyUep4Snv/UjfMGGLoZn4tUZxj+L1t2X0Mw1i/HvP7MbRFXQzdrMO99kXd9He99hP96Itsy+G1ZT+2gf1Yf3rd/vSjn+i6LxqlvK/9djflY2yLYSwTw9gvekwdE/3fuAfQ14lZvPC1/m8lNduXGXgn8LTq8MAa5e+DyKdm2xfo5cv/7+6i/GvkZKJTHbf3WH40+ZLMTnHcUTeO8veyo7Tj08k3nV40Svls8pmqX9SUX1wz/nOHEMNFwFo9xlkXwy3ALpXlbXplmD3IZ3I/AbygsmyuUBlmc+DGmvIbuqhjfs0wf+gxhtO6mI66OOtiuI78NKulRmjvN5AfEFQ3nXfWlN/eRR3vqhnmbz3G0M38qouzLoZuptO27C6GYa1fvc6Puhi6WYf70RcNup/oR19kWw6vLfuxDezH+tPr9qcf/URdX/TXmvJ+9NvdzK9h9NuTYb/otPbpnwz/xj2Avk0IbEc+vVudcSsBq5e/vw1cX/5eGngtORn7EPketW1YfEPlNOCF5Esb3whsUMoXjlZevt+JxTd2jlTH1r2Ul+/r4twauLTTOErZcuREcc3KdytW/j4KuBJYp/Ld4yp/v5N8fXun8p91GP8Xyko3yBgOKf+O7yHObmL4E6VDKPPxfcCxwEHluzXJ19gvXT7vTT4reDH5xt0Z5A6/U/ltXdRx62jDdFnHqOXluzW6mI5R41yC6WwdiNiWfGb0gyxe/tfuYjrrYui2jhGHWYI6ep1fo8bZ5+m0LSfO+tXr/OjHOtyPvmhg/UQf+yLbcght2cdtYD/WnzFvf5ZgOvvRFw2j3+5mOgbdb0/o/aLy3czW/t5k+rcUzfEy8hmYhyJiTkR8kvzUwzdFxAbAzyn3TAEvJV9rexH5EsV3kp+y+ZNS/krg1eSFYjb5qZt7k5PHEcsjYn1yYvXTDnXs20t5RGxJXjg7xflCFl8fPNo4Wr9dK+XH/a8VEQcBn4mIYyLiGeQjHjenlG6PiCdExJuBr0XEBRGxDzmhua1D+X3AvaONP6X0RvIZxoHFkFL6DPno0vJjjbOLGK4uy93fImJb4MPkI2+nAbtFxFOAzYArU0oPRsR25LOrZ5Pv6ZtNvqfvig7l/wNcXlPHdmUcIw4D7F9TR8cYImIH8rXnnaajY5xdxPBW8oGJuyNia/KTbp9S5tHLI2I98jrWaTpfVRPDwV3U8QzyDdQjDkO+VLdTHR1j6HJ+dYyzixi6mU7bsosYhrh+bd/j/OgYQ5frcD/6orr+rqd+ok99kW05pLbs0zawH+tPT9sf+tNP1PVFr+xU3qd+u5v5tQuD77cn/H5RROyQUvork9D08Q6gjzYgn52CPAN/Qj6rswPwfuCj5AdgvIj8hJzDU0rnA633m90HPDcitic/TbJa/iXy5Xcv6VD+TPK9fSfU1LFnD+XPAE4Cvt4hjruAZ9WM43LyQn96aa9Dydcfn0J+EuQ+QCInxJATz2XJR0tmA7sDD9SUL9tp/BFxKfks5MBiiHzj70a9xNlFDB8Fbixtuwn5FRhHlvZ+MrkzPxS4JiJ2AlYGvpZSOqUMswV5o9Sp/Old1DGvTPNow2zXYwyvJz+QqJc462LYCbgjIlYhL7vfTSkdGfndlJ8k31v5+ZrpnFMTwxZd1PFV4DkdhnlKTR11MXQzv+rirIuhm+m0LbuLYVjr11t7nB91MXSzDvejL6rr73rtJ/rRF9mWw2vLfmwD+7H+9Lr96Uc/UdcXza4p70e/3c38+hSD77cnw37R6ykPJpxsmpTcfR34ZER8mnyN8GfL98dFxE/JT6/8DPna2pnAIRHxYErpYnLCMxf4NfmIxL+AAyLi7pTS1eSF7P/IZ5pGLU8p/TEi6uq4pofyY1JKv4mII2vivLXTOEq7HF1+uzz5sbBvTindF/lpQWcAxwHbRcSa5CMdn0wp3QJcHhGvAU4Fntqh/Bxgkw7j33kIMTyTfEnqW3qIsy6GpwLXk9//8gfg+oiYkVJ6AHgScGZK6e9lGfwm+ebcX0fEsSm/QHNn8lGkP9WUr1BTx70R0TGOLuroWN7ldHSMs4sYNi7/3wNcFxHTU0r/iIjVgUVdTmddDHV1/D4i7u4wzDnkBzONOYYup6NTnN3EYFv2qS2HtH71Y370Yx3utS8aeD/RpzpsyyG1ZZ/aqh/rTy/bn371E3V1bNShvF/9dt38Gka/PVn2iyanNAGuDe31H4tvlHwzcDj5ssTPkm+G3B64pjLsNuQzMMeTr7s9j0e/3Hs/8nvXTiffF3YW8Oluy7uso6fyLuOsq2Ml8r1615HPcL6jfL9s+W5l8j1xd5DfZXJYKX8i+VLEuvI1a8Y/YwgxzCjj6iXO2jrK58cD/0tO9H5T2vybrfIyzFLkyxUuI18m++UyD5frsrybOjoO02sM/Yizi98/nXxt/6/JZ+CPB76/hNNZV95NHR2H6TWGfsTZp+m0LSfW+tXr/OjHOtyPvmig/USf6rAth9SWfWqrfqw/PW1/upzOXvuiYfTb3UzHMPrtCb9fNBn/tZ4O0xgRsQf5Usx1y7+7yDvtK5Iz9KOBB8nvPbuH/CTJDchnYO5PKZ0aEcuSE8MHyDN6HeDJo5TfU/5/MvmdGCPVsVQZ/lljLId8lm5D8vXWI8VxH/nFks/oMI5/ppT+1dZeTyVfQ/2SMvz5wB0ppQ+W8seR7+s7uMRwMvCHVM6MdlHecfzDiKEfcY7y+7+Tn8J6fUrptDLcMuRLOzckX865CfA68kNwWu8WJCJWKvPm4Zrye8n3TnaqY82aYe4lP1hnTDGklK6JiE17jLMuhluAF5Hvb7woIlYt0zWdvB7/nHyksFMdNwEHdii/kvx+nk51PFITx29L+Vhj6GZ+1cVZF0M302lbdhfDsNavtXqcHx1j6HId7kdfVNff9dRP9Kkvsi2H15b92Ab2Y/3pdfvTj36iri+6krwPOMh+u5v5tXyPbTGMZWLg+0UppWuYzMYrq+zXP/IZlH3IZ+z2Lt/NAJ5Q/n41+azVe8swb2r7/X7kR/IvID8Z8YAlKS/DvLSmjp7Ku4yzdhyVttmBfE31tmnxUYulgPXJN7n+B/ky113bfvt44Ak15WvXjH/WEGJYlZzM9xJnXQw7k49kfYH80JXPjdDWWwMXkC8HvpKcEE6Dfx9UqSuf00UdHYfpNYZ+xNnF77cgXwL7FfJDi944humsK++mjo7D9BpDP+Ls03TalhNr/ep1fvRjHe5HXzTQfqJPddiWQ2rLPrVVP9afnrY/XU5nr33RMPrtbqZjGP32hN8vasK/cQ+g5wmAE8lnqd5Evr9q10rZ0uSEZ5fyeUfyI073Kp+fQX5PxjPL571L+daVBeDqmvL/7LKOXsrnks8kdYrjqrpxlL8/Qb7vbgH5jOZ/trXnYaXsi+RT2IcsYXnH8Q8jhn7E2cXvPw+8r/y9KvAD4JXl8zrAAWWYd1d+83Xg/5W/1yV3PnXl3dTRaZjTe4zh4C6no9cY5pXP25KfVvXC8nlN8v2j3UxnXXldHYfXDHNyjzF0O796jcG27E9bDnP96nV+9GMd7kdfNMh+ol99kW05nLbs1zawH+tPL9uffvUTneo4paa8X/123XQMq9+e6PtFB7fKJuu/cQ+gp+Dz5ZRXlr+XIz9J6HxgpfLdx8g77stWfrMf+UZLyE+evIVHvxvvUODb5e/vlfKlRyn/NjnxuqhDHSeSH5JSLd+/Un4C+cjBaL//FvkddpdT7i0cIY6TyPeHjVbHt4BXlL8vA55Y/t6FnAQ+qXx+RRnPOuXzrFK+Tfn8WvK113Xlnca/9RBi2KXU0UucdTFcDmxcae89gJPK3/PJR77OAp5aGWZbygsxye9aua2m/I4u6rigZphbe4zhq+QOvtMwd/YYw13kyyBa5a8gPzwI4APk+2frprOurbqp45KaYW7tMYavkF910kucdTHYlv1ry2GtX73Oj7oYulmH6+KsW8e/0kUdw5iOujpsy+G1ZTfTUddW3aw/df1Ar9uffvQTdXXcUVP+2S6msx/zaxj99mTYL/pqq2yy/luKye0ZlMeUppT+kVL6CvkM1ltL+R7k1yCsBxARQT7y8LuIeCX5ks73kZPEli8C0yNir1L+VmC98ttW+dIR8ULyfXbfJC/061XGcTLw+8jvTNuUnGRWy78P3BoRryKfBj8CWKdSRzXGJwPfIB9ReWJbnEtHfuXBRsDbyJcrVuu4pTKOEyO/PuEPKaXfRsS0lF+RcDr57CPkSzr/mPI73ZZOKf2OnMDuW8rfDtzZofwd5fejjf8Q8r2NdTHcXRPDHzqUt17mfnsPcda1w5vJT9GcHhGtdegcYLmI2JX8EJ8vkef7v9+RklL6JXB/RBxIfpLnB8j3S45Uviu5Q59eWS7a6/gq+bKDVnn7MDuUOkaLYWfy8t9e/pdK+RHkV4z8vUOcnyYviyPFuQP5ccQPtMrbfv8s8pn3FSNiWvn9KeT1YTPy46lPqJnOnUpbTRslhmeUOlaqlLfX8QPyTdYrVOqoDrMzeR0cLYYdyZd4jFbeWiY+D4/qd9vj/GqJszVMNYZnlhimjbLctabTtuy9Lbcv0/kFRl/PW8v2WNfxnVm8Do+2nrfmRy/r+BdY/H6n6jDV9fy9jH0d3578AIKPMvp6viuL+7OxtOXO5Hn+0Q7tWa3DthzfttyefPvIR2riqNv+dGrLnck78od3aM9etz+tfqLTdLb6ibH2mbuQryIarb9s9dtHdIijrs/cgbzcjdZfbk/ezzyGsfeZrWWiCftFRzDZjXd22cs/crKzJ/kl1a3vNiNfnvlhcpK0D/Dstt89B/gneYU5kHK5Y6V8T/LLr88EnjxCvS8ovz+C3DlVz6i1rgvegfzgjavI93C1vl+t/L8ludO6CTi08vulyv/PLr8/skzD/1Lus6OcoSvT8RfyjtTu5Bdg7tOKmdxpPAQcWWmvvcmnqVtPGH0K8MMyzeeRX+w4sxLPuuRXDhxEPh2+G7DKKOXnl/GvUpne6vjPJt/IujewYts8O60Mc25NDGePUL5epfwM8j19u1HO4HaIc9VR4my1Q3U6qr8/o215aA2zfVkuLqmULds27MbkTuXyUZbpuvKR6li+bZjtyjC/KJ+XaSvftNRx9Sjlm7RiADarTmNdnJ3aoq38STW/f34pv6BStlzbsNuOVEddeU0dK3UaZoT52ZrOhW3r5mPaAZg1yjjq4nxBe5xt5U8fw3TalkvQlp2W7RFi6GkdH6WOsa7jlwNr16zn1/VzHV/C9byntuyyvW3L4bflJSxef8e6/VmituymPZegLdv7qiXqLzsN06GOjv3lKPO02z7zslF+P+p00L/tz2TbLxp1/ZhM/xrztMxy1CVSSg9FxAfImfll5HdbPEx+Ms4bUkp/L8OfCzyOfEnkE8lHiJYHVivffYX8JMoLgPvJT985gXyN94fJR6d/BLwqpbR5OVLxVPIrCCAnCEcAm6eUnhD5vWn7kRfCx5MTidZlileSE7n3pZQuKfFNJ19OeSH5Ea0/Ap5GPoO0HjkxuYT8mNpHSnx/JD/FaCF5IV8QEccC30opnT5Cmy2VUnokIuaTk9S3k4+KkCoLRkS8kXzE5tCU0idHGE9d+b/Hn1L6TGmrSCk9XBmmNc/eSX6lQyrfR0opRcSbyffBfSSl9L7K79rL3w2cnlK6vNs4K+N4VJwjtFOrji+RT+uvA3wvpfSTyrCfA36dyosy2+qfllJ6OCLeRp5/fyd3JsemlO6plL+d/BL1R8q4FrSN5zDyE6vuBk5OKf1thLoOJyek+6aUHhmh/J3kBPclKaXbRih/G3m5/zD5KNhHWvOrbTqeTF6eL0opfaxtHJ8nd6Z/JJ9V/m5K6cJK+SHkde5G8gGQ81JKP6+Ufw+4MFWeejpCnIeRD3BcW+o6LeV38bTm6eeBf5Avr/5t+3pQ6riY/P6gH1e+X6rVbhHxfeAfKaUDR4nhcPIZ+JemlO4YJcbfki/n/VRK6dhKWSvOw8gHJR4Efl4dphLnb4Bfkg+QnJ1SuqxS/jnyAalrbMu+tOWvgSvIR5K7Xs+XYB0/hLx+/Q54HiOv50eQj+a/aYzreKuO5wL/O8p6fii5z/w0Y1vHDyttdSn5iPdo6/nqpR3G0paHAH8mHyh99ijtWddn2pbDa8vPkQ9aLwN8dozbn7q2fCt5fjxCvuJm6NufMr9+Qz7oPYex9ZnfJ18N9YbKd9X+8iTyft4fUkrfGCWOuj7zCPJTwA8dpb/8XGmD28jLxFj6zMPIJxJaT5efrPtFhwD3ppS+1l422UzayzIj4v9FxCciYnOAlNLDKaWHSvEJ5Otyv5VSej7wGvJ7y3Yvv12VvBPz9bKTcQbwLvJjaucA+6WUnkZOnH5M3rldmZxsHUQ+q7MH+YmLXyl1HkBOTnYnJ4VvIJ9lOq2Uv5qczP2MfC/f08n3db0jpbQr+WzSGyNi6zI9D6WU9qdc+lkSmp+R7/FbnrwA70JO/r6WUjqYfPnc6eSEdseI+N+U0stTSqdHxKYRsW9ELIiIwyPiaa2FO6X0AXLyeGwqqm2dUvoC+f0m90TEYRHx0oj492UQpfwE4B8R8bWI2Lnt9x8ocd0c+XLXfyd2rXGQLxH5JXBftf7W3ymlw8u8WLX1m4hYpq38y+SO4czIl6s+Sonze8CaEXFhRDyvrY4PkJP5uyLiyIj4bERsXmmnw8lJ+9bkTuxu4EsR8fuI+GBErEG+nvt3EXFwRGwcETMq9beS2dvJlzAEuaM8oDVI+f8P5AMFtwFPi4htI+IDETE/ItYhL2e3kM/Y/qS0+Y4RsXpEzCvj+E2ZtEciYpWI2CEivhQR8yJiXfLBhN+nlG6LiLUj4vURcX1EfDEinkJOgh8kd5brA9+IiNZlwY9ETtD/Rj7QcCSwVkTsGRFnR8RRZdiryevTr8vvfhwRN0TEOyJiJvmVHbuTz2LPBA6LiIsj4n8iYgXyOnRFRLwgFl8yQ5n3reXmEvKO0K7kS2z2Kt+3+rZfkQ+4zAZeEBFPioiXR8QbSj9wcJkfZ0XETRHxzYjYLC1O5iEnLDNKvTMjYrMyDQdHxGrkRP/+lNIdEbFGROwdEeeWZah16fffyzheXtbBdcq4W5fyXE8+cngdsHVEbBcRXy7L1drk9WcOecM0C/h+RJwTEQeVtrm2TL9t2XtbfpB8QPDjjL6en1fqG9M6nvLBowfJB9RGW8/PJx/YG+s6fhR5W7FUh/X8D2XZGes6/j7yzus8Rl/P/07eVo2pLUtbPVDmx1j7TNtyeG35QfL2Zbsetj91bfklcr/Uet/vILY/XyNvy0frL99Ofs3UFxl7n3kK8PoYvb98Y5nnLyp1j6XPvKrM89H6y3nkxPRNjL3P/A350tDJvl90FHk/f/JLE+D04Vj+kWf0ceSE4FzgLcC6pezZ5BV7+8rwL6FcTke5rwuYXT7/Etin/N1a4Z5P3kE4FXhBKfshOck5Bvgf4GbyU3bWKr/ZrTKOU4GXkTuhDcgr0DMq8RxbpmHD8nlN8rXIV5Pv6WpdNvlu8tmix5E7qVYs08mXnX6PfHRr5fL9N8mXZj6O/DCXDcr3Z5GT1H3J96rcSj7KP5fcEX2ylK3PY09XT+PRTyU9msqlrOX3p5ITtPeWad2jDPdW8hG8x5dpfoScpLaOoLyaxa+wOL8yfZuSj86fCPw/cnK+ENizlO9GTqyvK7GvVP6dSk7yzi7xrNJqr/J/a1k5oJS/kfyo3I+QN96nk89W7UZOJh/g0cvHOeSjjdX22Qr4P8rrJ0pMvyUvL58lX9bQmg97lLJdyufWk01bT6TamdwZ714+n1nieHWZtx8v3z++TOe7yQ/XuZR80/bN5GXpHGD/yjJ0Qpnur5dp/Tjw+lJ+FPl6/da9UOeQj8yeRt5gLVem73jymWgqy1TriaynkM9mP7/U8e0ynt0ry8j7gdeT14kXkG8Qf34pj1LP7mW+7le+/w1543ZZifFplfp3Km3d/hTZrcrnbcgb1+eWz2eUtnwP+f6Ct5TvZ5N3EF5d5v1t5KPCN5OX/TMoT1Mlb9BPIa+r/0defo4CXlPKjyzxv5C8c/DN8v3JpX1XI68Hn+LRlzf/pNJWp5GXw9eVcXyafBCn1b88gdwnvLnUt51t+Zi2fN5Y27Ky3r14tPWc3tfxV5PXn+dV6nvUek5ex7/EGNfx8n3den4Gva3jQf16fhYd+kxyMt6pLd9N3jZ0as+r6dBnkrfRnfrLn3TRlp+oacsza9ry7C7astoPjNSWZ9e05Q3ks2ad2vKCQbZlZTvbafvzyZq2PKtTW5bf/Rh4UYf2PLemLX/K4v2Nx/SZ1PeXr2bkp5h33WeS93NG7S8rvxtzn0lNf9mn7c+ZTJz9ol77zEa8DmHcAxhT0HmFOJl8tGV1clLyLfLljd8lH4WYS3nXXeV3J5GPLp9DZcNNua+o8vnnlBWZfMnm18k3xf6WnJCsSt75nUM+anMjOVlavn0cZWW8npyYLABWKOW/Al5X/l6q8rtnlWl5b/m8PjlhubTUdTAl+QJ+Qe7Mji8L+Pll+pcr5VeUGNcGbhihHZ9f6noJOek6nXwG70PkI1Gt+wuOBW4sf1efSrpi+e4zLL4+fkXyC9U/Tr6f8Ycs3qBtRe50X0zeUF5LPkJ+NPm+u9+w+J7DH5XxHlTm9d7lu9Y9i1eT7zl8VimfR+50WvcCbE1ODD8BzCjfrUd5umr5/KfSnnuUcb8buKZSPovc4b6M3GE+gXzZ6LwR2vLx5I3FruQbetcin8F9H7kjOo288b2MnKR3errqFZWy8ylPrwLWIHf0W1c+HwlsUT5fQ15W7i91vIuc6N/E4gMfa5Z4XkPeUdiM3BluVKnzlDLvFla+W6FMy6VlnixL7uD3Jx/5/EPbOM4md5wvqnx3MfnhP9UHe7yurR2XIXfs55HvWz2RfNZ8W/JG7AbyuvW6Mr7f0/lptzdUyq5i8cZkK/Ly/pTyeXPyBre1c3IdeefgEfIGt3UJ9fXkgzXTyBvvM8jL0LHks0lfANav1Hl6mb/VODYi9ymLyEdkWzswO5Z2vrcS50oljlN59MGqn5LvE315ifsw4L9q2vIk8n2k24zSlrcy+pOBl6QttyjTN1Jb3k6+N3ir0pbrt7Xlf5P7pOU6tOWva9rya+RlbPlR2vKHwA6jtOXXyTtB72L09fxi8jqyFnn9GWkd/w2dn4D83+RLmzqu5+XvLzLyOn4juc/am7yOt37fWse3Iu8UnU2+AuQoHr2OntXWlsvz2HX8cPI6/lTyUx7bf/9s8rLXaT2fX9OWJ3Voy1+SH8R1LqM/DfpE8qXAY23LP5OX0XfVtOXTO7TlmTx629HelsuQd5Lr2vKTNW35XmD+KG15EXlfYO2atjyLztufS3tsy/3I61R12Wzf/ry0pi2v6NCW08q/j9a057E1bXkEJSkaoc+8sMSxEjl5ae8vzy9t2ekp5l31mWVejbbteQW5n3w5uY8cbftzTGmnL7TqKOM6F7ilrb/8Bov7y6XI6/nR5G3ETEbuM08Bnt6hz5xX/rXfHznSftEWZdi6PrN9Ha8uExfSeb/oKGDLEZbN1n7RvuSzfI9Zz9vXrcn6b9wDGHPgeSPefpPrSuSzUteWz60jH62EYZOyAF06wvhaw+zG4hsuW9/tVVbEkzrEM7vy97Na4yif1yKffVpU6v8G+b6y6u+rL+XcAzi+rXwGOdk4hpzAnQacUsrWIN8bsjuLO4g9gV+Wv1cjJwH7jhD3i8mJ5wfK5x3JR3Z+Uup5NzlZO7rtd19k8ftQbgI+Wf7eAfh+ZbgXUl4QWfl8ePl7U/I9JyeRO+dLyJ3Fp4Eft8X4A/JDZY4id2oLKuVLl2l4K/ka/9b3TyKf3b2QfCnLLHIntj25Y76ibdhLy7xprfC7kK/Dh3zU76PkxP6E0j7/VZmuDckd74zy9xpt7bUj+WjnA6UNNmrNd3Ln+mXyTu9lLD57MINyZL8ynkVUlvsyz+eRE6wrynfTy/x/J7lD/e5I4yAneCeSE9uPkne0W/eAPh7YuboelL8PIHeUc8t8WEReto6h7DCT18PLyMvk7WW+fpVy5qUMcx05oVpI3lC+rFK2CnlDulypY622+F9QYv4XeWNf3aivSF5u9yqxPa8S035t47mirS0PIC9Ds4GrynfLkC9pPKpM98kjjYN8JPU88g7Lf5E3mk8s5Wux+AhzdUfgDeSDHc8ry8RfSuzf59Eb6MvIO0x/JG9ov0y+p6FVfi15mfsFeQfv5ZWylSttOZvSP7Stn6eVttynjCcqbXlCGWYRsFOlPzmgpi1fTn6C72zKTm9py1eQ+47TKf3XCG35EfI6++NKW25YytemPCCLR+8I/Dd5Z+555P73z+Sdq5NHaMvnkw9GnE8+4NbelstWpv0C8s5caz1/Ink934THruPPKON7gLz+VZfLZcnrwEHkA3vLs/hhRTMpR/dHWs/Jy/sHyOv4VZVhnktex78OHNfh968h95+nlbadxeJ3o+7a6kMrv30pOQGeSz44uKhM1zdYvI6vXNpyBnkdvZ3cf36FR6/n15dloNWWr6G8LJi8o/kb8jajvS1bT0J8oAx3QFt7LkPuy19F7q9a6/mKPPYBalcAq1eW9/eVtmw90GNt8sGsd5Zp/PYIbblaifu1pS1PLW35RBbvdLeu7lim8tuXlXZ/Y5lfi8p0fY1ysIbc311W6tijtOWvyOv5MZVx3Vjmx/Hk9aO6XG5I3pY+i3IAdJRtzzPIZzuq63l1+3Md8B+Vedy+XF7L4u3ji1i8XFa3pduU+fx28kHn9mXzGvJB+VeRk4bTePT250ZKH8Zj++fWtmeTUv+vynJQXTZXKnXsTz5gMYNXRwAAFsxJREFU1Wrz9u3PduX35zHy9ufZlNchjbLtWbEsD5u0bX9OKLEtqrTlioy8/WldcbU/i7c91YME08n7PV8ubfWDEcaxCvkg9rnkpLa6/bmKxa/Bqm7H/5uy7Smf9yNfNnw8eftTPah2GbnfuofcJ3+Jx/aZrSvFTi3zaaT9olnA40boM1vL5gt49OsLlinzrbVftE2lbIe28bTvF+1M3sfbksWvS1uavL/0TvJBq692Gsdk/zedSSql9I/q54iIlNL9EfEQ8J0yTOs680ci35T564g4jrxhbx/fIxGxHHmn9out70rxj8in5+8rdU1LlYeBlGGvK2VLkTuXL1bK7iQnnZ+PiJXJG7Ib236fKn+fQT4SUS1/gHzN8rvJRxCDfCSOlNLd5A1n1X3kHU5SSvdGxCnAvIh4NfDllNLJEbEM+SlEvwe+G/mx/xcDF5drorck7zj8nPwqheVTeSANeYf+bRHxYfJK0ZreW8mXHbSsTN7RijL+H0bEBhGxP/kIzrdSSu+JiCeRO9tZ5KTvm5VxzCQfqT6afBR4PrB85MfWXkLuGG8gJ1z3tOZDSumGiHgpuXN8C/ls4nXkzuRE4MKIWCHlG293I58N/C1wdUQsIietreuv7yDfuP0c8o7OWuSN0wcj4kJy53QKuUNtnck6pzL/Lo6I1cu0LVem88Yy3/8ZESeQN3InAZtExIoppdblKZRpelOJcdOImAPcmlI6s7Tdr8gdFuREdQZ5Z+t75LOjrXG07ovaj3zk6mhyp/o88kbi4dL2KwLrR8SzSxyt6TguIhJ5GbyTvAG/hLyDdHxE3EfeybiJvB4cRN5pubnEQ0TMLe2zGXmDtjGwb0R8gpyc/J3FN6k/ibwjfGclhtMiP3BoJnkjuy55h4CU0l8i4mtl/v6Q/BjnZ6aULiAnTq12eAv5qOu2ETGbvAE6ibzsLmTxo5C3JF/WcRx5GaQyjjeVuA4gr68Ly/R+uPzukRLD2sBqlTha03FUuWfileQdgr3IO6pPA74XETeS150/kK9G2LeM65+lPiLiDeSbz5dJKW0XEXsDL4n/3965h19ZVXn8swDFZiqIuGip6EghNCailqOpqCE2z3Qz76XWaF5HJC18xruONfZoZUFUUxSKpYFIVlr5eMNLKWiKgCYFyqSi5uAg0IDCb80f3/V6Xo7nnPdHv58XDuvzPOeB31n73Wvv/e5377X23u86Zpei48+roy2PAH7v7s+V6xDP4xaR7wJ3f7wkW2FmU1AfmoUmf9x9WbRH0Q5fREbG0WY2191nu/vVppfT56CxD9TnfuvuU81sB6iFqjazL6BnaMcYDz5M7ajSSPTexS/RgstjUY41pbJOMrMB6Fk/yd37RB8ZCcwws8ejnVYjg2dHtJq8EvW54n4+jAzW89C4cgg6fnShmd2CDPzn0ftC681B7n533M99gZu99F6xu68xs8nRjj9Ahsflcd1KtChQtMVpyKjbHAWfudHMhqHn57JIcz46YXELOlHw1tL1J0cdzzezrxDvDiEHZnTk+xY07s+OMrxcqsdPzKwD7QT/l5mNjPLsCEwxs6ejDe5HJ0zOMbOtkUH7AnI8iue8N3qejwj5JWgx6pdRhpXo+SrG7Xe4+wvufpeZvQ31yzPR2P3nSNMv5rRvoT6+GFgc7bzCzO4ptcUpaDd8oJkti/6+V9T7kkh2QbTlUrSCv0Pp+hOiLb8WZfgR6n/jkPG/Fs1xzwMPRRleMrM+7r7c3X9sZmvQz+98FDkvHWjha0L0yxVxby9Hhuc2yAjdHC1OYGbHxT0+yN0PN71Tfha1+WcNGrs/5O63xzU93L0j5p4BaJz8EvC74jmPNGvMbBpacHkKjV03uPty1u+XY6OuJ6Lgbz+PsfOVucfMDC2E3uXul5nZQGT4l+9HX2Csu19gZguRg1TMPx3RX3aA9e28mHuI9pmIXrMZGfmOQH3zBTSvvR3N0UVbrqb2nJ8Ybb4H2intDRwVY+YdaE5ZEvdqAHCt6f3+l+JZ7BltPSb07Ar80cx6R//7HnKQ7gKGmdlb3P1a1p9/xkYZxkYbzED9cDa1Z9zQqao1Ua75aF4u8jgVPT8nIRvsHrQLdjHaVTNk77zbzI6I9uvliucwKWzRA8xsEJpjP09tjJ0R5VqJxv3eaNd4eeR7fakt/xxtUDh2E4HLzOwuNG7fgJzxwShmwstop/3RGDP7I7toLYoVMQLNRY+aAgLeiubHd5l+2uvFqG/RDuOQXTTMzLZHz/tLaFf4Umpz+Xvjvj0T9ZlfyuPf0MLZemP6xkzbRMssMLPBKNrNiibyHrCe49ZI7v4GNkxMEN2u38zejnYLjkWT9b1oNWNSTKYWf3d4BKeJQf8ad58ZfzeKSjqqbLSW9PVCDss33f2m0vdboQfuYGCEuz9ckvVGD/pfPCI/mdlNwARXYJi/R0c9PoZW/x5EBtdUd7+/Tre7oiz1Qkb7L9z995HHavTe5PjIo0eU82Yz64scnjs8InmZ2R1o8nkGGaEL3f2smDRHoMFlSzRZvEQpQivwf+7uZvaZ+Hs5jSO43oZ2Bp9Gk9xy4AR3/2u0y0XIiT0ydHSgKFrHm9m+yDDdHk0OL6NJYSlwekzgPdDAuxsyptagCF5nmF7uHoyOLQyNPFaHjvp6jIx6rou2WO7ux8ZE/hk0SH8iylD83MfZrihivZBhdFh8vzUy3oqjl5uhVdgBUYYn0UR/Lhq0B1D7qYoToj0aRbudHHk9FNdfgJzq/mgCPS6uPTTaewhyDPqgnYSfR92vCPm2Ie8f9/ludARnF2ov/p8UOvaPek9BE8o3kMExpFSP/shw6h86lkZbnBfttheaoB9BRuGTIT8ZGSyDkGH7cWQs/xYZmLejSfZStCh1e7TZ7ChzOfLvqe5+pmkBZAoyRhpFBr4ZTd6zkEEyBzl3p0R9LkL9ZgIyMFYgh/IXyPF/P3pWCwPkf0JeHMkZH9ceH/Jl1N5v/k7oug0ZCA+ihawVDeoxHBma90Zb3IdWfqegZ+M5ZEDfG2X4JTIcxsa9PBj1mbPc/f0AYfiMjPv8v+g5n+juO1ktQvLu1N49Gwlc4u5DrXEE5YuiXCd4LcryiGhfi/t4KlpR3yHkw1DfGYkMJQOudPd/jDIORf2lV+j4KHKyxpXqsU1cPxQ9d4uLPOrq0QMtHPRHAcd2iutHxLXvQU7CNNRPv1NKsw0y0nugvjYaGfFDYm7ZL3QchAzCqegUxzBbP5r0VlHP+WhM+qq772iNI04fgxYEiojUR6JFwkHo+fog2snb3sw2Q+PSzugZvRr15amRf080r+yDnrViYeYvwJnuPjzaanTo2AeNNdNRULP6Mm6FjPZFaAduWFx/BFrY+hAab8ajsfZ77j4s2nIM2mEugln0QX30MTS2nOTuS2L+2Q3NB1ehMe1lIvJ2tLuhhdTBaNdlIY2jc98UfWRe5HGha7EXUwCSr6PxZgEa+8+K+XQU2m16zsx2Q2PnH9HcMN7dHy7ZFsXR1EdDfpq7/ynmnyHRd2Yip2RtuR6FTWRmH4g0i5DjcWGkGYQWXFegcWlR/H+su/8prt0COafHo/FpOJor3okWezqi753PqyOU94970RPNM2c1SFNEMf8PNB/9ONr0pyiKZD/0jB4T100L+eS4xxehqJbXmNnucb9+jU65TEbP30DUt49G/Wx6yCdGfxmFxrcb457dSO2VmKIeN7j7PWb2QbQwXxyRvRY5kHuiBehb0ALXr1CfnYDGikFovNsTPfPz0cLAnlH/l9BY/iCaf7+Cxp1yRPc57v5d04Jk4aA1ivh+I5pzZ6Nx/ZOhYzZaKDsbzdGHho7nqf301mpkqxSO3hNorh2D5oQH3P17puir97n7KwtDGztt59wl62Nmp6NB5Sde+nkA00prYTAMQhPc/Lpr+6CjJ6uayIdTC+pylbsvqJMPo/bC/JYoGueCknyvGGC+iAasq8uOXqT5BzSo3Yd2+eaVZAPRNv+CUj1fVY6KdhhCzVHcLHTMrbv23chA/JW7fz30TkJHZ6ebVpgPRhP+okgzAK1mTnP3mWa2JZp8f12ST4g8ZsbkdjVwa5Prix2BD9fp+DY69nJ96JhaV84JIZ8ZK2RT0bs+hfzbUYbrogwfq6jHu5HzdVMpj28B10UeRdCMchkmEgsEkd+VwG3ufrmZXYyMpMXI+O5AE9xX0c7k5aafqNg70qxCk+vaFvI1aNW7mbzD3b9gCp1cTrNvpFmGHLC1wJJSOfdFRssqahG8nizJ90MGxbPIoLoA7Z43K0fv0PFEXVs8HnmsQhPxn0vyUcg4K3bRTjez8yKfOdE/9kcO3Wlo8lpaSjMb7TjsjybvM+J+nVon3w85zSciA+asJtefFvd6ZZ2OA6Mu74k0dyCDqijnaGpHpcciA+SMknxM1HUgOtI+292fblGP8cjY+NcGbbFlfD8XOayFvCjjdqHjN8i5/m93/6aZfZraQspCakeoHw/5UcigWIsMm16RdkkT+bpwQr9W0lGfpgP1rbL8iJAvQv1yTfSZooyHhd6nok+Mq9Px6cjjZXQMsmeUdXGTMvSO/BaXrj80yvaH0P8VZCyVdRwesqeirZYA73X3k0w7YIehZ3953JcX0THhk8zs82gMvQo5DqPjXhxVyqOcpgM9S0+hY7eN8tg35NuW5IegMXAVOqL5JDCoTj4lrh+FFgU/V1ePQ0PHiuhjy1rUY0yUoSz/FBrrl6OFpG9H25V1HIJ2CddFW3WgZ3mymZ2LDO0rSs7Z15CDNdnMzkG7rFe4+wMEVWn+BvnwkM9pouPcUh73N5FvUD3COb6sLs0wtEgwu4mOYcA3SmWYhBZnrwj5gWjB6Gm0ONoPHeW7IvIfjcavF9ECx5nIYVjYIM0K5ED1biJ/MXT0Ah4ryT+CFrBWhfxstLBWLucYNMa9iBymnijWQSEvfid4KbLt+qDjso3KOBwtFlxUV84xaBFvKRo334V2tMrlvBX13SFRhkdiDOiNxoV1aEdzAerbE6Ou3zSdFrsY9ed3ofFk2xbyuWgOaSZ/OOyMSXVpvozG0b7Iodu6JO+NnO+1pfpdTrvhb4Kzofl57T6sH1V0FjqWsU3IimM0zaKOfqJCfkCF/EA0WNRHNj2zlObgujzuQDskhfygOvks9C5PUYdPopXqVtFTD2tQzjNKeYxuoOOM0vX/gnZQmkVfPRsdPfttRZqlLeTnVsjPQU5UKx3/jiaoVnm00tGZelTpOLdCfjavjlR7aPy/H3qf5SC0etwomm1ftGr7eBN5Ee32iRbX34AmqWY63oEWLJrpKPJoJu9sPVrp6Bf1aFWGn0U9GkX1nYaM1JPju0ZprkUG5ClN5OXIwM2uvxI4pYmOG9ER+R+hHceWebSox486UY8fttAxLXS0KsOUKMMSGkdA7hf3/Nkm8r4V8iKC8pgWOvrG363ymFlRhp9X6OhMPX7WQv7O+PvAinrcQOto0VehxY9m8iKa4NYt0lwd3zWTT20g37skn1JRhqloLmpVhisr8uiMjqp6XkXzyNrjqB2/axZ5u1jEb5WmZ4W8RxP5I2hnjE7oaJbHArS40rIendAxrkLH2NDRLAL55mhMvr6JvFfIPt8ijyKK+cwW8pkNdBSRjnui3d7jK3Q0ymND6nFdhY7N0ThQ1RYzaBytfSAad7dBTmSjNP0jzX82kRfv8V3a4vrpyDlspmMAGt+b6Xglj6J/tcvnDS9Afl7Dm9s6quh0dCxiVhP5Tyvk09DqbqvrV8cDVF+Gn5TS/LUijzUVZViFVkKb1bNKx3VRzqp2qIq+uivaBWiV5rguyttFR2WkWmBoRZqqPLqq43evg45uqUf8v2lU31L6lmm6Km8HHVRHQD68i/JdNiEdraJFP9BJuXVDHhtDGVrpqIqsfQG1wDgNI2+jnaRWaaryaBcd59K5COSt5CO7IY920lEVrX1wRZqPdFHeHTpGlOfWdvi84QXIz2t8gyuiir7W8tejDK+jjsroq1VpuipvJx0lXa+KVLuhaboq35h1lL5rGtW3Kk1X5e2ko5S2aQTk7pBvKjqoiBZdJe+OPDaGMmxAmqrI2i3l3ZFHO+igRQTyzsi7I4920EFFtPbOpOmqvLvyaKdPvnO3iVG8mBzn0pe7+8Wvp7xddFhETDVFC33W3SdQR1WarsrbTMcW6Pjm5u5+Zb28M2m6Kt/YdZjedxwFvOAKdPCqqL5VaboqbycdpbQ9kDPYt8n96JJ8E9PRMFp0Z+XdkcfGUIbOpkm6jin+wCsRyN19yYbIuyOPdtFRSrcH+hmJ6xvJO5Omq/LuymNjJZ27TRSrjir6msrbRYdVRF/tTJquyttFh3UiUm1Vmq7K20lHkiTtTbEI+bfKuyOPdtGRJO1EOndJkiRJkiRJkiRtQI83ugBJkiRJkiRJkiRJ10nnLkmSJEmSJEmSpA1I5y5JkiRJkiRJkqQNSOcuSZIk2aQxs13MzM1szBtYhu3MbP4GXjPFzA55rcqUJEmSbHykc5ckSZJs6hwJ3B3/JkmSJMlGSzp3SZIkyZsKMzvGzB42s7lmNtXMPmpm95nZg2Z2i5kNinT7mtlD8XnQzN5m4jIzm29m88zs8Ei7lZndGWnnm9ne8b0BhwCfBQ40/Y5gw3LEd+vtlpnZyvh3lJnNMrNpZrbQzC41s0+b2ewoxw6trq+r/3ZmdpeZ/T4+exZlNbOJZvaImd0IDCxdc0C0wTwz+6GZ9e62G5IkSZJsNPR6owuQJEmSJAVm9j7gHGAvd3/ezPoBDuzh7m5mxwPjgTOBLwKnuvs9ZvZWYDVwMDAC2BnoD8wxszuBo4DfuPuXTT9i/nehci/gcXdfZGZ3AP8MXN+kHFXsDAwDlgGLgR+4+wfM7HTgNGBcJ5vhOWC0u682s/cA1wC7oR+vHwrsBAwCHgF+GA7pFOAAd19oZlcBJwNXdFJfkiRJ0ibkzl2SJEnyZmJ/4Dp3fx7A3ZcBWwO/MbN5wJeA90Xae4Cvm9lYoK+7rwU+BFzj7uvc/VlgFrA7MAf4nJldCOzk7isijyOBa+P/11I7mtmoHFXMcfel7r4GWATcHN/PA7bbgDbYDPh+1Hc6MDy+36dUt6eB2+L7ochBXRh/XxlpkyRJkk2MdO6SJEmSNxOGdurKTAAmuvtOwInAFgDufilwPPAW4F4z2zGufxXufidyeJ4CpsaRy57Ap4DzzeyJ0PMRM3tbk3IArCXmzjjSuXlJtqb0/47S3x3UTsq0ur7gC8CzaCdwt7o0jcrUsM5JkiTJpkc6d0mSJMmbiVuBw8zsnQBxHLIPcsoAji0SmtkO7j7P3b8K3A/sCNwJHG5mPc1sAHLoZpvZYOA5d/8+MBkYCXwYmOvu27j7du4+GJgBfKJJOQCeAHaN/38c7bJtCJ25vg+w1N07gKOBnvH9ncARUbetgP3i+z8A25nZkPj7aLRjmSRJkmxi5Dt3SZIkyZsGd19gZl8GZpnZOuBB4EJgupk9BdwLbB/Jx5nZfsA69P7Zr4CXgH8C5qJdrvHu/oyZHQt8ycxeBlYCxwAXADPrijADONndpzYox2eB7wM3mNls5ACu2sAqdub6ScAMMzsUuL2UZiY6LjoPWEg4cPFu3ueijXqhI6jf3cByJUmSJG2AuTc64ZEkSZIkSZIkSZJsTOSxzCRJkiRJkiRJkjYgnbskSZIkSZIkSZI2IJ27JEmSJEmSJEmSNiCduyRJkiRJkiRJkjYgnbskSZIkSZIkSZI2IJ27JEmSJEmSJEmSNiCduyRJkiRJkiRJkjYgnbskSZIkSZIkSZI24P8BgCzVXFVrGSUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dQxw7C3gV8Lqua/ubqvpys//kJMub+S/pOu66JO9I8qNm/65Jzk7yy4G7EZoV/fOba//jJB8buMtgpHlJkiRJknozXiH8HGC7JFcnOSlJ90rtiVW1e1XNoxNAn9u0fxb4l6qaD6wGThim7zckWQHcBFxdVSua9qV0wuluwJuAk7qOeTxwUFX9U/N8J+AZwB7ACUk2adpf2Ry/EHh9koc07Q8ErqyqpwDLgU8Az6Ozov+wrnGWAFc05/Dm5pwGew2wtql5O7AbQJK5wLuBA4EFwO5JXjjo2McB/1VVtw1zbY6tqoXAfGC/QS8C3FBVewIXAKcAhwJPBd7aVbMH8E/AE4HHAi/qcV6SJEmSpB6MSwivqtvphMtFwM3AaUmObnYfkOTiJKvpBLtdkswBtqyq85qazwD7DtP9B6pqAfBQ4IFJXpJkNrAX8JUmoH+czmr8gK8MuoX8rKq6u6rWAL8FtmnaX59kJXARsB2wQ9N+L3B6s70TcG1V/byqCvh8V797A59rrsG5wEOac+u278AxVbUKWNW07w4sq6qbm1vmv7COazCcw5NcDlwB7ALs3LXvzObrauDiqvpjVd0M3JVky2bfJVV1TXOtvtScT0/zSrKoWWVfvnbt2lFOW5IkSZKmh3F5TzhAE+SWAcuawH1UklPprFAvrKobkiymc0v5+vT/5yTfoRMIvw38vgnnQ7lj0PO7u7bvBWYk2R84CNizqtYmWdY1t7sGhfgaZpwMNdUe24Y6drBfAI9MsnlV/fF+ByePpnMHwO5VdWuSU7j/tR045/u4//nfx19+DgbPq3qcF1W1lM7dCMydO3e46yNJkiRJ09q4rIQn2THJDl1NC4Dr+UsoXNOsXh8KUFV/AG5NMvCBbS8HzmMdmveS7wX8srk9+9okhw3sS/KkUU57DnBrE8B3onOr9lB+Cjw6yWOb5y/t2nc+cGQzh/3pvC9+8K3j3TXz6Nw6DnAxnVvIt0qycdPv/a5BVa0F/i/w4SSbNn1sm+R/A1vQebHhD+l8WNv6fGL6Hkke3bwX/AjgB73MS5IkSZLUm/FaCZ8NfKS5zfkeOiu4i6rq90k+QeeW6OuAS7uOOQr4WPPhY9cAfzNM329oQucmdG7lHnjv95HAyUmOa/adCqwcxZy/A7w6ySrgZ3RuSf8rVXVX86FtZyVZQyeozmt2LwY+3fSxtjmnwU7uqlkBXNL0e1OSf6PzSe8Bvl1V3xji+OOAfwd+nOQuOsH7+KpameQK4Co61+/CUZz7gB8B76LznvDzgTOq6r4e5yVJkiRJGsG4hPCquozOKvVQ+46jEyQHt69g+NXngZrFdILuUPuuBZ45RPvRQ/TR/Xxe19MhV4+ravag59+h897wwXW3AC8Yqo+umjuBlwyz74vAF0c4/k/AMc1j8L6jhzlm+67tU+h8MNv99nVuLGBtVR2xPvOSJEmSJI1svD4dXZIkSZIkDTJuH8ymyaWqltH5ID1JkiRJ0jhxJVySJEmSpJYYwiVJkiRJaokhXJIkSZKklhjCJUmSJElqiSFckiRJkqSWGMIlSZIkSWqJIVySJEmSpJYYwiVJkiRJasmMfk9AU9N+5583Ys2yJUvGtG60fUqSJElS21wJlyRJkiSpJYZwSZIkSZJaYgiXJEmSJKklhnBJkiRJklpiCJckSZIkqSWGcEmSJEmSWmIIlyRJkiSpJf6ecI2LE//pmyMXbbHhda993/NGOTNJkiRJ6h9XwiVJkiRJaokhXJIkSZKklhjCJUmSJElqiSFckiRJkqSWGMIlSZIkSWqJIVySJEmSpJYYwiVJkiRJaokhXJIkSZKklhjCJUmSJElqiSFckiRJkqSWGMInqSTHJrkqyaokK5I8ZT36WJDk2eMxP0mSJEnSX5vR7wlo9JLsCTwX2LWq7k6yFbDpenS1AFgIfHss5ydJkiRJGpor4ZPTtsCaqroboKrWVNWNSY5PcmmSK5MsTRKAJMuSvDvJJUmuTrJPkk2BtwJHNCvpRyR5cJKvN6vrFyWZ3xy/X1OzIskVSTbv25lLkiRJ0iRmCJ+czgG2awL1SUn2a9pPrKrdq2oesBmd1fIBM6pqD+AfgROq6k/A8cBpVbWgqk4DlgBXVNV84M3AZ5tj3wT8fVUtAPYB7hz3M5QkSZKkKcgQPglV1e3AbsAi4GbgtCRHAwckuTjJauBAYJeuw77WfL0M2H6YrvcGPteMcS7wkCRzgAuB9yd5PbBlVd0z+MAki5IsT7J87dq1G3qKkiRJkjQl+Z7wSaqq7gWWAcua0P13wHxgYVXdkGQxMLPrkLubr/cy/Pc9Qw9V70pyFvBs4KIkB1XVTwcVLQWWAsydO7fW76wkSZIkaWpzJXwSSrJjkh26mhYAP2u21ySZDRzaQ1d/BLrf330+cGQzxv503nd+W5LHVtXqqno3sBzYaUPPQZIkSZKmI1fCJ6fZwEeSbAncA/yCzq3pvwdWA9cBl/bQz/eBf02yAngnsBj4dJJVwFrgqKbuH5McQGcV/cfA/xuzM5EkSZKkacQQPglV1WXAXkPsOq55DK7fv2t7Dc17wqvqFmD3QeUvGOL4163/bCVJkiRJA7wdXZIkSZKklhjCJUmSJElqiSFckiRJkqSWGMIlSZIkSWqJIVySJEmSpJas89PRk7xxXfur6v1jOx1JkiRJkqaukX5F2eatzEKSJEmSpGlgnSG8qpa0NRFJkiRJkqa6kVbCAUgyE/hbYBdg5kB7Vb1ynOYlSZIkSdKU0+sHs30OeBjwDOA84BHAH8drUpIkSZIkTUU9rYQDj6uqw5K8oKo+k+SLwNnjOTFNbq993/NGrFmy5PIxrZMkSZKkia7XlfA/N19/n2QeMAfYflxmJEmSJEnSFNXrSvjSJA8CjgPOBGYDx4/brCRJkiRJmoJ6CuFV9clm83zgMeM3HUmSJEmSpq6ebkdP8o4kW3Y9f1CSfx+/aUmSJEmSNPX0+p7wZ1XV7weeVNWtwLPHZ0qSJEmSJE1NvYbwjZM8YOBJks2AB6yjXpIkSZIkDdLrB7N9Hvhekk8DBbwS+My4zUqSJEmSpCmo1w9m+48kq4CDmqa3VZW/J1zDevv/PnTkoh2euF51x37+qxswM0mSJEnqn15XwgGuADahsxJ+xfhMR5IkSZKkqavXT0c/HLgEOBQ4HLg4SQ9LmJIkSZIkaUCvK+HHArtX1W8BkmwNfBfwvmBJkiRJknrU66ejbzQQwBu/G8WxkiRJkiSJ3lfCv5PkbOBLzfMjgG+Pz5QkSZIkSZqaev109H9O8mLgaUCApVV1xrjOTJIkSZKkKabnT0evqtOB08dxLpIkSZIkTWnrDOFJ/kjnV5L91S6gqmqLcZmVJEmSJElT0DpDeFVt3tZEJEmSJEma6vyEc/UsyYwkr03ygH7PRZIkSZImI0P4GElybJKrkqxKsiLJU9aznwVJnr2ex34oya+SjPr7mmRxkjetY3+ADwKrquru9ZmfJEmSJE13PX8wm4aXZE/gucCuVXV3kq2ATdezuwXAQkb5K+Ca4H0IcAOwL7BsPccf3O+Mqrqnqgp47Vj0KUmSJEnTlSvhY2NbYM3ACnFVramqGwGSHJ/k0iRXJlnarCiTZFmSdye5JMnVSfZJsinwVuCIZjX9iCQPTvL1ZoX9oiTzh5nDAcCVwMnASwcamxXuTzXjXZPk9V37jk3ysyTfBXbsal+W5B1JzgP+IcnWSU5vzuPSJE8b06snSZIkSdOEIXxsnANs14Tpk5Ls17XvxKravarmAZvRWTEfMKOq9gD+ETihqv4EHA+cVlULquo0YAlwRVXNB94MfHaYObwU+BJwBvDcJJt07dsJeAawB3BCkk2S7Aa8BHgy8CJg90H9bVlV+1XV+4APAR+oqt2BFwOfHM3FkSRJkiR1GMLHQFXdDuwGLAJuBk5LcnSz+4AkFydZDRwI7NJ16Near5cB2w/T/d7A55pxzgUekmROd0Gzgv5s4OtVdRtwMXBwV8lZVXV3Va0BfgtsA+wDnFFVa5tjzhw07mld2wcBJyZZ0dRtkeR+n5yfZFGS5UmWr127dphTkSRJkqTpzfeEj5GqupfO+7CXNYH7qCSnAicBC6vqhiSLgZldhw18wNm9DP+9yFDDDXr+TGAOsLq5230WsBY4a9A4g8ca6nfAD7ija3sjYM+qunO44qpaCiwFmDt37rr6lSRJkqRpy5XwMZBkxyQ7dDUtAK7nL4F7TZLZwKE9dPdHoHuV+XzgyGac/em89/y2Qce8FPg/VbV9VW0PPBo4OMmsdYxzPnBIks2aVe3nraP2HLo+lC3Jgh7OQ5IkSZI0iCvhY2M28JEkWwL3AL8AFlXV75N8AlgNXAdc2kNf3wf+tbn1+53AYuDTSVbRWd0+qru4CdrPAP5uoK2q7kjyA9YRrKvq8iSnASvovGBwwTrm9Hrgo80cZtAJ8K/u4VwkSZIkSV0M4WOgqi4D9hpm33HAcUO079+1vYbmPeFVdQt//SFpL1jH2GuBBw/R/qJh6ud1bb8dePu65tY1vyOGm4MkSZIkqTfeji5JkiRJUksM4ZIkSZIktcQQLkmSJElSSwzhkiRJkiS1xBAuSZIkSVJLDOGSJEmSJLXEEC5JkiRJUksM4ZIkSZIktcQQLkmSJElSSwzhkiRJkiS1xBAuSZIkSVJLZvR7Apqajv38V0esWbJkyZjWSZIkSdJE50q4JEmSJEktMYRLkiRJktQSQ7gkSZIkSS0xhEuSJEmS1BJDuCRJkiRJLTGES5IkSZLUEn9FmcbFT95+7pjXPeHYAzdkSpIkSZLUd66ES5IkSZLUEkO4JEmSJEktMYRLkiRJktQSQ7gkSZIkSS0xhEuSJEmS1BJDuCRJkiRJLTGES5IkSZLUEkO4JEmSJEktMYRLkiRJktQSQ7gkSZIkSS0xhEuSJEmS1BJD+CSS5N4kK5KsTHJ5kr36MIeFST7c9riSJEmSNBXM6PcENCp3VtUCgCTPAN4J7NfLgUkCpKruW9/Bk8yoquXA8vXtQ5IkSZKmM1fCJ68tgFsBksxO8r1mdXx1khc07dsn+UmSk4DLge2S3D7QQZJDk5zSbG+d5PQklzaPpzXti5MsTXIO8Nkk+yf5VsvnKkmSJElTgivhk8tmSVYAM4FtgQOb9ruAQ6rqtiRbARclObPZtyPwN1X1/wF0FsSH9CHgA1X1gySPBM4GntDs2w3Yu6ruTLL/UAcnWQQsApgzZ84GnKIkSZIkTV2G8Mml+3b0PemsTM8DArwjyb7AfcDDgW2aY66vqot66PsgYOeukL5Fks2b7TOr6s51HVxVS4GlAHPnzq1RnJMkSZIkTRuG8Emqqn7UrHpvDTy7+bpbVf05yXV0VssB7hh8aNf2zK7tjYA9B4ftJpQP7kOSJEmStB58T/gklWQnYGPgd8Ac4LdNAD8AeNQ6Dv1Nkick2Qg4pKv9HOC1Xf0vGIdpS5IkSdK05kr45DLwnnDo3IJ+VFXdm+QLwDeTLAdWAD9dRx//CnwLuAG4EpjdtL8e+GiSVXR+Ls4HXj0O5yBJkiRJ05YhfBKpqo2HaV8D7DnMYfMG1X4V+OowfRwxRPviQc+XAct6ma8kSZIk6f68HV2SJEmSpJYYwiVJkiRJaokhXJIkSZKklhjCJUmSJElqiSFckiRJkqSWGMIlSZIkSWqJIVySJEmSpJYYwiVJkiRJaokhXJIkSZKklhjCJUmSJElqyYx+T0BT0xOOPXDkoiUXjG2dJEmSJE1wroRLkiRJktQSQ7gkSZIkSS0xhEuSJEmS1BJDuCRJkiRJLTGES5IkSZLUEkO4JEmSJEkt8VeUaVwsXrx4xJokQ9b1cqwkSZIkTUauhEuSJEmS1BJDuCRJkiRJLTGES5IkSZLUEkO4JEmSJEktMYRLkiRJktQSQ7gkSZIkSS0xhEuSJEmS1BJDuCRJkiRJLTGES5IkSZLUEkO4JEmSJEktMYRPc0mOTjK33/OQJEmSpOnAED7GkjwsyalJfpnkx0m+neTx4zjeq5O8Yj2PfRawR1XdmOT2MZ6aJEmSJGmQGf2ewFSSJMAZwGeq6iVN2wJgG+DqHo5NVd03mjGr6mPrOV2aef3DBhwvSZIkSRoFV8LH1gHAn7uDcYX24mkAACAASURBVFWtAK5I8r0klydZneQFAEm2T/KTJCcBlwPbJTk5yfIkVyVZMtBPkuuSvDvJJc3jcU374iRvarYfl+S7SVY2Yz02yf5JvtXVz4lJjm6eHg08qWvf+5rjvpdk66btVUkubfo8Pcms8bl0kiRJkjT1GcLH1jzgsiHa7wIOqapd6QT19zUr3wA7Ap+tqidX1fXAsVW1EJgP7Jdkflc/t1XVHsCJwAeHGOcLwEer6knAXsBNo5j7A4HLmzmeB5zQtH+tqnZv+vwJ8LdDHZxkUfPiwfK1a9eOYlhJkiRJmj4M4e0I8I4kq4DvAg+ncys4wPVVdVFX7eFJLgeuAHYBdu7a96Wur3veb4Bkc+DhVXUGQFXdVVWjScP3Aac1258H9m625yW5IMlq4MhmTn+lqpZW1cKqWjhrlovlkiRJkjQU3xM+tq4CDh2i/Uhga2C3qvpzkuuAmc2+OwaKkjwaeBOwe1XdmuSUrjqAGmYbOkF/KPdw/xdbZg5TN9hA/6cAL6yqlc1t7Pv3eLwkSZIkaRBXwsfWucADkrxqoCHJ7sCjgN82AfyA5vlQtqATyv+QZBvgWYP2H9H19UfdO6rqNuC/k7ywGfcBzfu3rwd2bp7PAZ4+zNgb8ZcXEF4G/KDZ3hy4KckmdF5MkCRJkiStJ1fCx1BVVZJDgA8m+Vc67wW/DlgMfDjJcmAF8NNhjl+Z5Ao6K+rXABcOKnlAkovpBOaXDtHFy4GPJ3kr8GfgsKq6JsmXgVXAz+nc5j6UO4BdklwG/IG/BP63ABfTCfOr6YRySZIkSdJ6MISPsaq6ETh8iF17DtEGnQ9z6z7+6HV0/9GqWtLdUFWLu7Z/Dhw4xJyOAY4Zon3/ru3ZzeZbBtWcDJy8jjlJkiRJknrk7eiSJEmSJLXElfBJoqq27/ccJEmSJEkbxpVwSZIkSZJaYgiXJEmSJKklhnBJkiRJklpiCJckSZIkqSWGcEmSJEmSWmIIlyRJkiSpJYZwSZIkSZJaYgiXJEmSJKklM/o9AU1NixcvHrFmyZIlPdVJkiRJ0lThSrgkSZIkSS0xhEuSJEmS1BJDuCRJkiRJLTGES5IkSZLUEkO4JEmSJEktMYRLkiRJktQSf0WZxsWXv7JHD1XP+au6ww+7ZHwmJEmSJEkTgCvhkiRJkiS1xBAuSZIkSVJLDOGSJEmSJLXEEC5JkiRJUksM4ZIkSZIktcQQLkmSJElSSwzhkiRJkiS1xBAuSZIkSVJLDOGSJEmSJLXEEC5JkiRJUksM4ZIkSZIktWTahvAkleRzXc9nJLk5ybc2oM8f9lCzOMmb1neMrn4en+TbSX6R5CdJvpxkmw3tV5IkSZI0fqZtCAfuAOYl2ax5/r+AX21Ih1W11wbPqgdJZgJnASdX1eOq6gnAycDWg+pmtDEfSZIkSVJvpnMIB/h/wHOa7ZcCXxrYkeTBSb6eZFWSi5LMb9q3TvKfSS5P8vEk1yfZqtl3+1CDJDk2yc+SfBfYsav9VUkuTbIyyelJZjXthyW5smk/f4guXwb8qKq+OdBQVd+vqiuTHJ3kK0m+CZyTZP/u1f0kJzY1C5OsaB6rk1Sz/7FJvpPksiQXJNmpxzlJkiRJkkYw3UP4qcBLmpXl+cDFXfuWAFdU1XzgzcBnm/YTgHOralfgDOCR6xogyW7AS4AnAy8Cdu/a/bWq2r2qngT8BPjbpv144BlN+/OH6HYecNk6ht0TOKqqDhyuoKqWV9WCqloAfAd4b7NrKfC6qtoNeBNwUi9zSrIoyfIky9euXbuOqUmSJEnS9DWtb1euqlVJtqezCv7tQbv3Bl7c1J2b5CFJ5jTthzTt30ly6wjD7AOcUVVrAZKc2bVvXpJ/B7YEZgNnN+0XAqck+TLwtfU4tf+sqlt6KUxyOLArcHCS2cBewFeSDJQ8oJc5VdVSOgGeuXPn1nrMWZIkSZKmvGkdwhtn0lkF3h94SFd7hqitYdpHMlwoPQV4YVWtTHJ0Mweq6tVJnkLnVvkVSRZU1e+6jrsK2G8d493RtX0P97/jYebARpJd6Kz471tV9ybZCPh9szp+/xMYeU6SJEmSpBFM99vRAT4FvLWqVg9qPx84EiDJ/sCaqroN+AFweNN+MPCgEfo/HzgkyWZJNgee17Vvc+CmJJsMjNX0+9iquriqjgfWANsN6vOLwF5JntN1zDOTPHGI8a8Hdk7ygGYl/+lN/Rw6t+O/oqpuBmjO79okhzU1SfKkHuckSZIkSRrBtF8Jr6r/Bj40xK7FwKeTrALWAkc17UuALyU5AjgPuAn44zr6vzzJacAKOoH4gq7db6HzPvTrgdV0QjnAe5LsQGfV/XvAykF93pnkucAHk3wQ+DOwCviHIca/obmFfBXwc+CKZtcLgUcBnxi49bxZAT8SODnJccAmdIL6ypHmJEmSJEka2bQN4VU1e4i2ZcCyZvsW4AVDHPoHOh9Qdk+SPYEDquru4fps2t8OvH2I9pPp/Gqxwe0v6mH+PwWeOcSuU5pHd+0xwDFD1H5miH6vHarfXuYkSZIkSVq3aRvCN8AjgS8375/+E/CqPs9HkiRJkjRJGMJHqap+TufXjUmSJEmSNCp+MJskSZIkSS0xhEuSJEmS1BJDuCRJkiRJLTGES5IkSZLUEkO4JEmSJEktMYRLkiRJktQSQ7gkSZIkSS0xhEuSJEmS1JIZ/Z6ApqbDD7tkxJolS5b0VCdJkiRJU4Ur4ZIkSZIktcQQLkmSJElSSwzhkiRJkiS1xBAuSZIkSVJLDOGSJEmSJLXEEC5JkiRJUkv8FWUaF0/66tkj1rxoUN3KQ58xjjOSJEmSpP5zJVySJEmSpJYYwiVJkiRJaokhXJIkSZKklhjCJUmSJElqiSFckiRJkqSWGMIlSZIkSWqJIVySJEmSpJYYwiVJkiRJaokhXJIkSZKklhjCJUmSJElqiSFckiRJkqSWGMIniCT3JlmR5KokK5O8MclGzb6FST48yv6WJVk4PrOVJEmSJK2PGf2egP7HnVW1ACDJQ4EvAnOAE6pqObC8n5OTJEmSJG04V8InoKr6LbAIeG069k/yLYAkeyT5YZIrmq87Nu2bJTk1yaokpwGbDfSX5OAkP0pyeZKvJJndtF+X5B3NvuVJdk1ydpJfJnl1UzM7yfeaY1cneUHrF0SSJEmSpghD+ARVVdfQ+f48dNCunwL7VtWTgeOBdzTtrwHWVtV84O3AbgBJtgKOAw6qql3prKi/sau/G6pqT+AC4BTgUOCpwFub/XcBhzTHHgC8L0nG8FQlSZIkadrwdvSJbaiwOwf4TJIdgAI2adr3BT4MUFWrkqxq2p8K7Axc2GTnTYEfdfV3ZvN1NTC7qv4I/DHJXUm2BO4A3pFkX+A+4OHANsCv7zfRZBGd1XvmzJmz3icsSZIkSVOZIXyCSvIY4F7gt8ATuna9Dfh+VR2SZHtgWde+Gqor4D+r6qXDDHV38/W+ru2B5zOAI4Gtgd2q6s9JrgNmDu6kqpYCSwHmzp071DwkSZIkadrzdvQJKMnWwMeAE6tqcKCdA/yq2T66q/18OoGZJPOA+U37RcDTkjyu2TcryeNHMZ05wG+bAH4A8KjRnIskSZIk6S8M4RPHZgO/ogz4LnAOsGSIuv8A3pnkQmDjrvaTgdnNbejHAJcAVNXNdML6l5p9FwE7jWJeXwAWJllOJ+T/dFRnJUmSJEn6H96OPkFU1cbr2LeM5rbzqvoR0L2S/Zam/U7gJcMcfy6w+xDt23dtn0Lng9n+ah+w5wjTlyRJkiT1wJVwSZIkSZJaYgiXJEmSJKklhnBJkiRJklpiCJckSZIkqSWGcEmSJEmSWmIIlyRJkiSpJYZwSZIkSZJaYgiXJEmSJKklhnBJkiRJklpiCJckSZIkqSUz+j0BTU0rD33GiDVLrrqopzpJkiRJmipcCZckSZIkqSWGcEmSJEmSWmIIlyRJkiSpJamqfs9BU0ySPwI/66F0K2DNGNaNR5/WTe26fo5t3dSu6+fY1k3Oun6Obd3krOvn2NZNzrp+jt3Pc+6XR1XV1kPuqSofPsb0ASzvR10/x7ZuctZNhjlaNznrJsMcrZtYdZNhjtZNrLrJMEfrJlbdZJjjeJzzRHx4O7okSZIkSS0xhEuSJEmS1BJDuMbD0j7V9XNs6yZnXT/Htm5q1/VzbOsmZ10/x7Zuctb1c2zrJmddP8fu5zlPOH4wmyRJkiRJLXElXJIkSZKklhjC1Rdp9Gvssawb63HHur/xON9+jT2VrqGkiWngz/FY/Xke6/4muol+/SbD92MyzFHShvF2dG2wJLsDOwKbNk0XVdWPh6hLDfEDl2SjqrpvmL4DMNRxvfYhTTTD/VnY0PrR9DvWfY5UN9bn3O9rONnrRnv9+jHHiWSs5zqZzn0sTPTrNxm+H5NhjpJ6ZwjXBkmyEHgv8BtgJbAF8CDgF8DJVXV7V+3GwFOB/YFtga9V1bktzvXhwEuAa5u5rqmqPzT7/ucftyTzgJcDPwV+BdwAXFtVd3WH/SSbA88CbgG+X1X3DvQFf3nhYBTjjnV/Y3q+43QNJ/r3ZMyv4YaaCoF8tPrV33SrG43xnGOShwA7AHfR+TflF1V14xDHPKapmwk8kM7vjL16mP57qk2ya1P3CGAGcE5VXdFCf2N6zuPQ30S/fmPaX1M70a/hpnQWQH7T9Pe7qrptA85jov8MjvX59uX6jfKcp9v3ZMz/7p/IDOHaIEk+Dvx3Vb2tCUDbAI8HngvcAbylqu5qal8JvBL4PPAw4GXAZsCngA9X1e+6+n0g8GTg+cD3gauBG6vqzkH/WZsD/C/gYOBC4Ebgl8D1wH3QCV7prNZ/EPghsBC4F/gZcEZVfbdr3KcCHwbOBh5O5y0btwGXVNXnu+qeDHwAWAU8vak7D/h49z+Woxh3rPsb0/Mdjz4nwfdkzK9hU78znZ//jej8Q/PjqrplUM1GwF50XqzaEvg98MOq+tX61DW1GwPPofMfu+2AXwNnVdUv1nPsnvob63Me6/7G+nwnen+9Xr9+XcMkM4Ev0PmzdG1TcwdwZVWd2lW3GfANOn/PrwaqGfta4JNVdfNoa5u6c4Ef03nRbRtgF+C3wElVtWKc+hvTcx6H/ib69RvT/ibJNZwJfBzYGVjb9PlzOn/uLl2P85joP4Pjcb6tX78JcA0n+vdkTP/un+gM4dogSV5M5z9Vx1bVTV3tDwE+A3xwILAkOZvO6vjXu+p2BV4LXF5VJ3a1n0QnoP8BmE/nD/iPgc9X1aquuv9LJxz9GngosAmdVdBzquo/u+reB9xaVf/ePN8eOBQ4GrgU+D9VdW+SdwF3VNXbmrptgQObunuBQ6vq9iQfBm6pqsVN3Y7A3wKHAZ/qOr7Xcce6vzE933G6hhP9ezIe1/BldFbWtwKWN/tvBc6vqmU0krwCeCmdf4CW0/mP2GZ03upxymjrmtqjgSOBy4CfAAuAx9D5j95Huv5h7XXsXvsb63PuyzXs4/Xry/ejX9cwyWuAZ1fV85JsDezU1O0G3AQsrqq7k/wd8Lyqem6SLZsxHwfsS2d15M1VdUczbk+16bxQfHhVPTOdF4I3BebSeZF3Bzr/zt06Dv2N6TmPQ38T/fqNaX/Nz8xEv4avAZ7T9LctnRfBngY8AfgB8K7m36dez2Oi/wyOx/m2fv2an61+XsOJ/j0Z07/7J7yq8uFjvR90bhf5NHAm8BY64WOzZt8vgIXN9kbAv9H5QzS4j22ACwZqm7aVwIO6nj8R+A/gGuDorvbLgC26nj8WeB2dFct/62p/I3AqnX/ENhk0/meBpzXbL6Oz8v40YOagulOAg5vt/wDe15x/umr+//bOPNzO6frjn5VBJpFBEiFCEGImg1nMSk2teYqihqJVSlVrqNIW0YlSU1uzIpSa1RzzTGOmVYqfmitqJuv3x3e9Ofse5977nptzc+9N9/d53ufe857vWe/ea+93773W3nvteZEnb2ydz220vIbmt5102NnLpD10+ACwVvw/Aq3iOBS4Adg54d0HrJukf1nkTLgI2KdeXnw/FXWYoOVb8wIroVn8Q9rw7LLyGp3nDtFhB+qvQ8qjo3QIbI36lD5VaVkC9TMbxud1gfOBeat48wGXApOSewV3SEtctPrqbGBUFa9YsXVIO8lraJ7bQV5n119D5XURHe6HJjWqx1MT0CzhinXmo7PXwUbnt0P018E67Oxl0vC2v7NfOTp6xizB3ae7++5o2e4MZJDcZWY3AlPd/aHgzQBOAZYxszvMbE/T0kTQYGwY8CRAeLYeB74b3jXc/XF3/wHyBm9qZgPMrC9aKnyKmS1lZubu/3D3k1EjsKaZDY5nnIyWqe8a90cWsoFVgM/iOX8CLge+BmxvZmuY2ZLBWwMtMwY4DuiLZvEXiXT3cS2pHwsUEU1PRkvpdwbWaO657SCv0fltD5mdvUwamj4z64GMkAlmNpe7v+ruN7n7ZORA2MbM5jczA64A1jaz3u7+trs/4e6XRh63NLMlEt46RT5r8ZLyOw9Yy8z6ufsHwX8QOB69UxPqlFlGXqPz3JE67Aj9dUh5RH3tEB0ih1Y/4HdmtouZLWtmPV37/QwYFbIeBD4FLjazw81sTTPr4e6vA71QW1DgATTjf5GZHWlmE5vhPgW8BVxvZr83s83MrLu7fwQMpdLWNFpeo/PcaHmdXX+NltcVdHgFMNTMjjaztcxswUjfQ2hF4LgkH70iH5NayEdnr4ONzm9H6a8jddjZy6Q92v5OjbwcPaNhMO3nmBfojpY6Pu7un8V3x6KZckdLer+LXqibg/9aGNmFrNHAIWh/yR1oKcp/0Uz3Re6+ePAGBu9TtLzxX2jv1FA0i7moRyU3Ge17ARuhJetvoxmbf7v7zhYDw5C5HRXDrS/a83I3cGAib2HgwJD3LPBY8Pq7+ybRKHxuWsa8B1pS8xZa+rksWkI/qR3lzXJ+3f0AsyZ78Butw85eJg3RIQHTvvXJaMnuw+gdeS6+exNYyBX3YHE0Ozg98niXuz8SvDfQLMmHpiX3v0V7cO8F7nT3h6t58XkkcBKwMHAL2os71czmCV0tVo/MOuQ1Os8dosMO1F+HlEd87hAdxu/2Qu19D9SeDwLmBjYrOMHbAFgT9ScLA58gY2fblJdwx4XcJZrjmtkiwFbIibYsCrj4EVqF9VE7ymtonttBXmfXX0PldXYdmtncwGFovPV/qO9ZGAXKWj95l3qi7VFjIh+DWshHp62Djc5vR+qvo3TY2cukPfLbmZGN8Ix2h5mNB8529+Xj83yoExqLBm1/At73iGSd/G4kMoBWQYHW5kEz5he4+1lmNrdrL/DiaBZyCWSMLwl8jpZu/RlFZF8b6I8M+Glmthx6uV8F3kR7Gb8D/MYrkba7o+WaoFnP6agTXBrtU++PgnG9jJbhL4aMvpeRYbedu5+f5KdX/G4e4JV47n8aLO+9RuY3DMzujZSJAkF15jJpuA5JEPV/Elo61QPtefov8JK775/wegObI0fByEjn88A/3P2QhNcTBTBcOvI7vhYv4a+E4jisjvZR3Q284O5HtUVmSXmNznOH6bCD9Nch5TG7dQiciVaoPI1WqwxBA7BP4/+73P1fZvY94Hx3f8vMDM26jEDv8UJoFVaxAmVZYHfgCeTM/Szy+hEauE119+lmNhm9y/9O0tkLOZYXQw61Ge0gb0Qj89wO8jq7/hoqL+53dh32BzZBfdYjVPbOdkPv833u/jcz2xE5uqYnfdMiaN/svEk+OnsdbHR+O0R/UZ4dpcPOXiYNTR9dBNkIz2h3mAJc/cvdTzKznVEAn0/Ri2bAUV6JoL4EGuRtiGYlz0IG1Apoufv/oRnJrwD93P2y5DndUcTf6VQiVO+OIrJfiIKb7BTPPAVFUSwGanuivbvbmYLKLQVsj4z/C4pO0cwmAd9Cy+BnRDrfB05FR64VR2LtDWzk7lubIrgvjIzCf6MG6f12kldEoG9IfttDZjvI6wo67IccT1sA1yMjfgDqiD4J+Q/F877i7qfG74otGyORJ7g7GsjNHfn8KlrC9Q5yCrwVsnqgGc4vTJGwd3D3H5MgjKYRAO7+olVOGmhRJvJkl5HX6Dz37ggd1pHfRuuvQ8rDNWM9enbrEDm4TkQz6SshZ93fgKvd/c7kN+OQobJ20ubvhAyUe6rkpycXLBi330KBQC9KeGPRCR0TTUv2lwS+ATzoWlbfXvKKExgakud2kNfZ9ddQeV1Eh8UpII8DG6CZv2uBP3pyRJNp8uOX7r5upK8vcqY97O7PtmN+Gy2v0fntEP11sA47e5k0NH1dCdkIz2h3mNlLaID2QzTTcaK732rar3028Dt3vzG4NyLj/A40E7kVMrwnI4Pq8+DdjF7Ga8PIWAMFa7gVuNAry7X+Cpzu7lck6RmPlsM/5No/jpndApzp7peY2WFolv6e+Psvdz8ieHcCx7n7deGF6xXP3Q64rugszewGdDTWFWZ2CDARefjmi+ee0k7yakWgb3N+kzI5rYQOb400tqbDm9BRK63Juy3KrkyZHB91oTUdnunul5fQYcPqTHCLaP/TkZPpPeBR4FJ3fyrhnQi87u7HmZboTgx5V3ntUwFeR6tDuqFtGLd5cnxacH+Nosb/zMyGIe/1csAt7n5dvTLrkNfoPHeIDjtQfx1SHh2lQ/vyaQSLoOBuu1I5jeBzMzsJvV+/MrOt0HveI+S9AHzdK1GIq08uWAAdX7grlZML3jedrPCCu59oZtvFc/+DZlb6omWQ77WDvIbmuR3kdXb9NVRee9TDdshz9SkgS6IVg9sgJ3HxnBPRsa4nmNlmyFiZG60s/Iu7f6ud8ttoeY3Ob4foL77rKB129jJpeNvfZeCdIDpcvubsCy1R+R0KcvUK0Df57j4qUavnB56r8fvNUJTd1ePzSBR5vVt8vg5Fxd4NRVD8atw3FPX3JzVkzozIDgxGeyN/hBqRfwIjgjcMebDHotmf41GDkMqaCy2rvB0txRyKHAm7oCWZz6JZ1+7xvBuQl7s7ci7sVULe88grPi7kLVRDXqkI9JHfR9E+nq0jvwtW5zfR4cElZA6KsvxRCZn7A0e3Im9g/J+msbkyOQ74ZgkdPouW4E5ooUxm1hmoRFhvJr9FndkWxSKomd+4Vx3tf3ngl5Gv3ZP7jwED4v+z0HtzCTJsDkp41acCjEZOgmfRETZpuqehVSOg9+iXaF/uU8BP65VZh7xG57lDdNiB+uuQ8ugoHVL+NIKnUCDEicjpumXCO5foJ+LzjpQ7WeEptIpi65C5ScI7K+E1Wl5D89wO8sqeTPF0yfx2anntpMNG15myp4A8iWYXx6D4CzvG/d4osvSK7ZTfRstrdH47RH915vngBuuwrLynO6hMGt72d5WrwxOQr/+tC1gy+X9d4IHk82C0hHjbGr/7OnATMpq2RAbfJDSYu7mK9xege3wehI4suBV56or7i6CBYh/kSdsYGV9/AKZUPfsxovOMxuQhFGE4PQ5pIDK8eyMDcB/gNOBq4MoqedMSeSNQ1NS7aXqkzoAqeZPQQPh6NBvVnLz+kd87gD2T/C5a5Dc+bxD5PQe4uIX89o7fFjK/GWVgaI9aocP50dnDh0Zj+KdaMuM3y6AB/V1VaUzLZHw86xDUWLeUxrFoT9LtLZRJd+B7wBnIUfOXFnQ4ALgsym6HZtLXE22JOBQtNfxDC+kbCFwAHAXMX8UbHbodgIz7D4K3O3KUpOV3Cer0+qDI7eehJfBpJ9gfLQsbHJ+LbRznRv4frqpjV6GOs5TMOuQ1Os+Nlte3ZH5XLJnf9pB3SgPlldJffG5oPayjzvQEfg78DPUNI4u0ovdu5eCsDnw70vwCcj4WDtmZTt3kGfujQeOuyBBaMu4/D6wa/8+HtpJcQTiKE5n3AuMSeQeifqc1eTuhY3qalZfk+RhgnRJ5ntJSnlFfcQxyIrYkbw3UR12cyOteS4cl9TesDv2VlbdDSXkHlJA3BBnDZeT1BI5tpUx6AKuhmCAtlklSZ37VShqLOnNVS2lEY5rTkIN60bhX9OtPIUf93MhpfzjqP5+P7wt59wPL11FneqA6uA9yorVWB3/Wiv6KOr0fak9aklfk94et5HeXyO95xGROM/kdjMZSh5bQ3w/RGKkleT1b01/8370OHbYqE43BVisprwfw0xJpXBXYl6btQnNlcjqahGhOh/2iTI4oUSZFnfkprbf9+1HinesqV16OntEhMLNuaG/IQHc/N7m/MWoo3kFLm680s7nQ7MrKrv23I9FS9VFoWctlhQzT/uCvuPs3TPtWRqMlXcPRTPnSyPj7CC23PMTMlkKDyOloP+8X7v5CyNsHmOiKhL0WMjZfC7lboAHr3cCHwCfuvo9pf8tCaN/XdAB3fzTk7Q+s4u6TTHuUp7r7s2a2NXIurIM63I/RErZ9Ik/3uvs/zGwxNNj9e8j7HjA+5JWKQG9mP3b3Y8zMiD2eHstRzWxf5HWcFJ/PAX6MgpFtgRrK/sA1aBD+Zsg8HTWgr6EB1GLufnfI2BudSzzJtLT9Vnc/3sy2QB3hIlEmnyRpvApFWP5FLF8d6u7FEXb7IY/nJDPbFQ3k30DL0LdDM3y3o7gDn4UOt0Wz4e+ivaz9PfYQmdm3gdVC3vjgzYcGgStFXbkz9PpqpG+ZqAsj0Iz6E+5+ecj7DhpYTSJgJaL9myKsj0dOha2BaV5ZrjUB7RdcPT63eCqAuy+SPHsR5HTZE3jKdaRgscT+FHdfLZH5o6h7TzYn0xRZ/qvIQHuyBXmjge8jR8hdJfK8ZeixuTyPRkbc39E79xoyFhetIW85tEKhJXmldJjobw/g6er8orroibzP0ECk5kkNob8NmyuPKnmHoveiNXkbIadVS+Vb1MFnmyuP4BXOjDJlUtSZT9H+wNbqzB4oVkFzaWz2NAKSUwuC2wfNnDzpin2wEto2M4EEZjYItYdjkTOg0GixcwAAHsFJREFUX9SPJicXJPz5XEfdYNrPeypqY9Nn74yi8n6RyiM5qSHhDvdK/IpV0Vacccn3c6OZoFUjv++0kOfhqH19whWg60t5jj5iN/QevIH6v+WIEx0SXl/k/BjkscUglWflT8/o600jFg8H3oj0zcyvmS3kCqw0EL2b40JeH+SYLeSNdPeXS8hbwRX4qR9yUhfOnibla2bLe9MtFF8q37Q84n5v9K6sFuXxTqSxiQ6ryqRJPQRWqiq7rdB73y3y/KXTPapkvhnyvlQHrYVTQIBNE15P9I4sgPrdGfEOn+ruK5uOPvsi2rjd0Xv/OuonV6jOb+hlCHLyNqkzaX5NWw33RQ6H11EdXJ7adXoYMLwVeYsiA3tVFCV+WjP57Y0ck/3c/Za4NyH0t0rCWxk5UMajtv/xZuQtiMYnc1XLC/21etpKjfrSC40vBqK20Kveu2Hu/kaVzC/VQTMb5O7vhrxhyDD+UltoZmNcY8xRqG0dW10mIW8x1xizFxovD6jVLiT5GInG6quiOvg3kpNoEl53NI6am6o6WFUmA1CfuD5qB98m2q0adaZ/lEuz7WBXQTbCMzodTHsQ90Ve4x7Iw9UTNXxpkIZeaGb6TXd/Le5dh2ZnXkdLvb9ARtRz7n6omQ1FjfSTaBA6FvgFGjh/EvcOcO176YYa/lviu1+jBmFBtLxnAGpceqJZnldQo3Ei2se+EDIahqBG7S7U0d0U3z+CDO630HK1q9Fy9+vi81vI2H8MddZvoxn9a9Fswg+QgXwXavTP9lYi0Efez3X3ZYM3BnWUPZDhujmKanl3NGznuvvSYbCvG/ndGAXLOxh1DONQtMolo8HdAlgr9HQNMlbvRMbdlWhbwofAPu7+UpTJBLT3551I89XIYP0I+IErOnkRCfN7keePkTf2JtT4/xENKtdBg7FjkVGwHIpFcAPqGP+IBibD4rdfib9vJ795FXld70cGxt1oRnB66PB44EVUXzZCg4KH3f0MMzsIuN/DCVHAWon2X8UdhAYEL0cn/TvUWf404SwR5bVE6HOZyPdZ7j6FKkR9nsfd/xOfT0f7tY6peu6k0FMZmQNbkbc4qquLozrTUp4XAT4vBuDN5Hl1NKM1Gul/AHq3msgLw2YocsK8Ui3PSpys4O5TUgMj6vY8wH+iTE5H7/HPgZGu4GeLo/q/JJWo/elJDQu6+0tJeQxw93dT/aHtFSu6+4NhOG8Z+W1SHmhZ3oquM1kxBXOau1Z5mM4E/zQGswdGfl9GdaxmeYSMUagNfaWFetgvymQV1E420WENmYPR/r9Ch68hR+HatHwawXvIKFoLDWIvd/epidzdUP25oPqZ8X0xQH8ftTP/9QjG2Ay/F2rr5gpdT0DOmDeR/ouo8tNR+/tfVEYroYHkB6HXt0LeXIm8v0R+NwYedfc/xfOWQXXstXjOdNSebQQ84+5/rErj7qjvuhTVk6s9TmMII3uNeN7zqD/5AMVZucq/fGpDdzRz9XnIK3MyxefVvCqZW4SerkMzige7+6vJ92NCZ5+HvC9QX3pQykv4X0vkvYjGBEfHd32Q4fhelMf76F15EQ34f+6xNzf4PUP/c7n7n+PzzshBcL27n2KVAGmD0ZjizZC7C3KUTnX3E6rSWJTJRciAWgf1Sxe4++Nh2M0V+X4f9WMTUH1YEMVoSMc5hQ7/QrlTQF5D7fey6D253WMSIOQdjE6jObOGfvtFOroj5+nbRf2thajTO6NyuwC1K+OBt9z9ryFvHeR4eI6Kk2kMGjd8AFzjlT3TPVH/8zkas6yIjLxH3P3ekLcWmjwonH7/RmOGVdA7cktVGg8OPZ+NJlRuTb4biN6RRdAKx5eR42qtVE5hbMf/B6F3/VxKnLbi7u/E/e3d/bxm9Lhb5PkyNG49PhnTdkeTRGkd/BCNW48teFXyijp4GRpj/rpIZ1LGRZm8FfLuR0HUzq+SVbwXnyPn76bImXS9Kw5PHzRWGkXFWfw62ka6AXpHqoMffh+9739AdWY5NE6+JvQ2Lj7/M9L3H1RnlkXj6pu8qWNtN1po+zs1vBNMx+crX2hJ2WRghar7C6JGfK6EdwKxjKWKuyhqbEDLjQ6K/4ehxmjb+Nwf2LUZ3iXEPhPUCGwV/58IfD/+PwYZrGchY+xYoFczvKmooTkJBaSDivPrSDSLtEHIeQA1Opshw7UWbzJySvwbzU4U+yx/hZwHoAbzGjRwPD5+07sZ3pVowHVikb5EnwehAGUAe6OB8i7IyDgRnSdczdsLDQ52jPSdSuxDjWfvEf8fgQYpqyTPs2Z4FwATapT3qWgWoeDdgWbq90Md1LzN8O5EHtyDovx7JrxCN70iHScgQ39/KsueqnknRB04pyj7JI1LoFm4M4Cj0ax5NzRoWAEZGd1RB7Mtchb8muQ9QB360cG1GnoYiAb+Q5E3vEhntxbet0Fo8DwEvTfbRJlunnw/gcoxId3QQG8bVJd3Qg4RS/jfDv7SyIF2FrBsfN8v8rw8es+6B283NDharSp9/ZM8r4/eie7J98PifpHvHuj92BzokfAKXQwJecPQjOw2Vc8rDIz+yLC3WryE3xc5CoegZbiTq8smyr5flI8F74QkTb0Sbi9Ub4cgR91rwBZVZVyUxzwhr+B9rZnyLdK3cuT9TuI9irJbDg1qhlFZirwKarfuAtarktkv0eESUSanxr2iLRgZzy50WDiKTkP1etmqer0verfuiv9/ipx0L6D3M91v/s3g7RNpfB4Nmo+OZ/al8i5vELzRke6a70IVr08L78tOqM0/Ajl59y/BOwn4dtq2JbxvADcih8iZyND4UXwe2gzvjCjLH6P2az4qW2M2QQbnA2jp58TQ7wFVzy1496P2ag1kIB6VlHEPNCM1Je7Ni2b9T0YrW4Yn8lLeIDQYPx1tZZgv0tYdtTWXBW/BKOsn0XszJpGX8hZAp148i9rpJVCd6hZ6uQ/1rRcBo5spj5R3IbF0Nvm+J5X3cQ/kqN0knrcZcngfi5xs1OCdHH9vRO/Cwuhd7hHPvgFtkTsFOfmeQu95n6o0FrzfIqP8OeRk7x3yuiPj9M7Q2XHIaLwN9Rtp25jyjo2yvjt03ge9m72iTDdNf9uMDlvlRZlsF+n5fdSBHZrhFrwzQ2fbVbXVFvndGY05Tg55S0det6FpXKGUdypymkxC7/VA9B70Qk6TwilzEdHHEvuUE3kp70Jgubi/f/wdHPL2Bv4c9wagvu1AtIKuf5XMlNsftbuHoPo9gGi7UFt4RfCGh65upOLoLeSlvGGhk9tQvU3r4K5Rl25Akw8jmymTlPd7KvF3in6h2La5G5oI+k7oezVUZ/cntsAFP+WdhPqV01FbPTx00Ct0dT2VrYIvx+ctqtKX8k5Dkxg3A99I262W6nFnvTo8AfnKl7uDPGcXo9nQqdFAjYzvtqBiHKS82+OlLBqMjdERVKAo1asm8rcEboj/DwNOKsE7HC29BHldi31cD1Ix6AcjD/XGzfC2if8HIoP3q8mzxqAZ303j8zVor8s5wL6t8C5Gntj94t5L8bvhaE/Zekn6rqQS1KU53sD4vFHy3AWj4VwYDfrWTL47j4ph2xLvfOB78f8zwCLx/zA0kHgSdVzpftLmeN8lGUxHOZ5IJXBdoZ9i5mrPVng90B7BveLzD9FezwFJ2reJNEyhUh+b4w1BDo2FkjTeiAZg26EO8jUUzGo7mhqLBW9b1Lm9GnneAw1w+gfvqOAshDrGVG894q/V4M40+FJO/H8Z6qD3j7qxTi2ZVbyzgLWbeZevRoO/I5FRVQxqv0kSmCjhHYE6541D/gFoQFLk+QI0KLov5IxETp4Nqp5b8O4NHY5AhurX4/tC3s1JHVgaOY7+hAyKdHCc8paMsrgMDSzmouLYup9KMMgNIw/T0LswIJGX8tZHg51nUP2em4qj8Wo0ILkZOdEGt6DnM9AqjmPR1p60/OdK8nFg6Gwyeo/uQ23s3FUyC+4Oka7voBm2Y9BAsXD6XYkcXuujwd8naKC/CU3rVsFbD60o+gi1i4Wjsw9y2m1ZlY7xqH3bP7lXizcO1cX9q/L+DDLkr0HG/6bAqKSfOKoF3sIJ74j4/3aiviND8x4qfdJEYO8WeJslvMK5eCOVvuqvofc9UD08vqpdqObtjtqc45N3c76oC4eh9ulhNGP2MjAskVeL9wbqF4Yl8m5BM3cE91LU154H/CyRV4t3IGpHfp7IOx74Vnw+DTk410Jt3s1U6m4t3kT0Pt9C5R2+Fq3M6h3lfwlhLFXVg1q8mY6gqrp0Y1KmV6F+fbPQ9YVU3vdavE0izxdSMVxuScquG3Ke7IOMz02qdFjN+xbqUzdJdHhn1efeyFF4NkkcnWZ4G6H2ZtvkOX9HM6CPhp7TPexroJVqlOAV/exUNIMMMmTvoeL0m0BlQqMWb1zC2yLR84bx/w2onhyJ2vkDqsqtmnc4aj8OSPQwBhnpu6M26VU0Q/4KTccVtXjTkVHeLdHfDVTasUOiLkyOevCdqrpVi3scqpPfSdJ4GhEkM9LwezT+PRe9e4WTsRZvs6gL51W1vxPROPACNDmRGsvWAm9gjXfkVip19VpkGO8VaftFK7w9I32/SPJ7F7BufB6JxmkHoDZqpUReLd53I+8rVaezK10dnoB85SsavSvRQHReZDhciAzaS6ks8WuJdwnyIK+MvKhrUeX1Q8tB90Gd3tiyvCKNyffLVPHvq5eX3FsUNdprosHgCDSj0K8eHuUj0JfixWejsof0ITR4KJ73cCKzVR7yeq4T99IOb90ow2KwW4oX9xZChsjDkad9qBgeD1Dp2MvyFo56dD4aKEyhMvCaRiWSZ1le2Wj/zfE2iTyvnjx3BurQrkMG7jrAAvH96Wi5XUvc+RPuGsF7PO71Rh3qVGIGEg16xrbAKwbFP0Yz+wsBj8W9/mhZ6PFotuI6KgZJc7wdkUG0WaKHccg4+Toa5DwdeTubpkZuLd4XaKBTOEzKnqzQHG9X1AZtkqT9OiqB8J5Es6vroTr3k1Z464a8nyTPvT/+H09leWJ1e9Acr08Vb8Gi3OLzf1D93wQNDPcrwd040r5fwnsq4Y1Cg9VdSGZbWuDtjGYmR0LpEyxK8eLzPCF/OJpxOhIZsMU2ngcjX2V5Q0J+unJhO+Cv8f+FkfeyvKHFvbg/lcrJCkOiXMaV5I1Pvh+CBqXFzN1TqA6+R1OjryXeppQ/LaQULz6viZxFy6C2Z7EkPVdRMaJa430F9X0PJff7Rdk9jN7PwgguxYvveqKB/faoHXu96tk3ovazDG9d5OD9DU1Xs9yDVhOtgcY1I+rglT2ZpSxvEGozii11p6GZ0PuQsTQVtfFlecPRnuDUsfxDIkArapd3KMnbEfWJ9yScJ6g4x8ahfm2pkrylk++XRQZt4XB6BjkRZ1SVQUu8r1HyBJz4bRnuUsnY4ALknDyFpg7966k4+FrloT72ueT+YmgM+Rgy7Iu+rSyvF+pLV0fv0juJrudBhvdqJXmrozr5R5pOgt2J6uekSMPAkryZp350tavDE5CvfLnPHNhXH98xD1rK8nS9vLhfdMZFI7I4Glg/3BZe1W8K7nokEd7r4SXfbR4N559bkdEiL+E3G4G+jbzhyDv5WOjlXLR3qE284KazZRsDl7SVhzqiUcgbOwUNoq9qCw8NUNdCMwdFB/xV4MF6eZSP9l+Wtw7w47i/OvJW3xp5OQzNshcRSktxkUF0ZtUzf0fFKHwEvXNleZPQufegDvmKhL8ZMji7l+VV3StWpYxBsxJ/Rg6pucryKHmyQllefD4QDU4npDpCA/aHqMxetMoLzq+T75ZAq17uIll5UAdvFDGAQTEcplX95t4kfaW4aNB2DhWDcG207xTkjDkWGc1lea2eYBGfS/GSe0Oq6uvqaIblIypOs1Z5aFC5EWFsRZp7BecbqO73qYPXm8pS2D4kx2PFveIkiVK8qnsboRUYK1SVX7eyPEqeFlKWl3z+JjLorouyXwgZJY9XlV2LPGQQTqzOFzLyrqayKqEUL7k/IdJ8KuojVov786BZ4D518lZBMR7uD/2cnzzrGSpb2MryWj2ZpU7eBJKtBXFv09D7p1X5bZEX9WEnmjok+qP+ZvNCL3Xw+lBxxs9DLFlPfjMtZJXiVd3bAW11WRIF9mruHWmWR30n4JTmxufjkLPkJtTOdUOTMNNo+p60yIvyLlYVpH3pvsjZUayOLMWLe5uh1QNT0CrChZPvHk3yXJa3JVqxcxtqJy9PeE9TqfuleF3x6kFGRieAu3+cfjYzc/fpZvY5mjWsixfcL+LvjIgC+ryZXYy813Xzqn4zIwL9zIeMkbp5Xglkcx2a7S8CNHUv0lQPL+E/E993Qx1TzfTVwfs3cnKcFBEsh7j7P9rKC64n/9+AvMFt4rn7R8CLZnYYGtAYmsWqm+cKQnNH1U/fRR1eXTxXQJargJ9EoJQ02v9oFJzqC6AUz8z+BrxuZj1dkd3vSYIRnYOiAX8Ujy/FNbN74/lphONTge+b2c9QtNWP6+Ddg7zUoJUWhyf6GQC8F3kpy+uBHDHXmNnCZrY92st8obsfborg/GkdvIfQzMEoNFhNg9DMDUyP55bixeez0HL6o4G+ZrYjGlBvj2YYPivLM7PbUfAizKybuz9nZjuhpcAHmtnH7n4/GnyV4b2EBvJnIMPmrtDFB8gx+HySvlJcM3sZzXo+aWaPxf8XhozX0LJBL8NDK3NGo9UzxQkWx5hZcYLFVVFPx5bhhT6WoTJLOTO4krvfY2bzIqfAx3XwxiBDYRTwj2iTPjGzS5Ej74+Rxnp4y5rZEFfwpxuLZ5tOz3gyeW4Z3gqhx1dcwbCWQAb/b4v6AXhZHnJC90Uzxpej1STFc/dJnrtUSd6KaL/sv5CTZ1M0oz0wfnN+6KUsbwSwkJmt70nwLHe/2MwcGe2gGcgyPEI3C6AVXfejGdZLzOxd5Mh7OJ5dD28omnEfjN6th+NZe4duPqmDV5zMchB6D7Y1s8lUTma5NXRdlrcqcqz1RfFlCt1cG23pF5GPsrwJqO6MQKvscPf3zexs1Jac1QbeKDNby93vQMZcUVYHAn+LfJTlTUTG9LPIKXs4clScHFxD70gpHmo33kSOz+kkiHdzWjJWLcU1s7WRU/CGeOauaOVQEfX/mtBNWd6SwOBEN0XZnWYKjrk+alMWKcMzszWRg3pz5BAbC1xuZv9Aq2ieiHzUw5uBVrTOj7Y03RB62Tf08klZHl0UOTp6RqeG6SiOd7yFKLZ18rpBE8O2ETz3Vl6ksrz/RZiZldFLWV5ng5WP9l+WV0SJn+GViK1TUFTpK6qeXQ+3O+oTPjezo9Ce8nXSjrkeXtVveiBD5CR3v64tPDObHw2GtkJL/qfVEFGKZy2crODu17eB1w/tb9wCbZV5FA1EzveIXl4PL9GFJ86Iw1H060fq5cVzP0bB834Qz+0Wer6xSl4primy8KZodvvVuHclMjavKsG7Le6XOcGi1ZMuwvAfh4LffRr8d9A79VF8vxKKtjuoDt4v0MBvJs8rEfOvQE6LN+rkfYwGlu+hGdkPo64djbZjfFgHb3LkYwY6dnPPGKhPcx1hZIkOy/DKnBbycR28ySiy8ifAC+5+kOkUhoWRY+eDKLeyvFQvTcotdN0dGSSt8uKdKepMUb/ec/ddTUdnTUIG2W3IOKuX9yFyPh0WhkcP9O4/hQzbMrx+lD+ZpSzvN/H/YigmRz/kDLgdbRMpjvwsyzsxeIsGry9yKjyOnDy/RA6Gengvx3OPQrPeQ9D2sT1QH/F2HbxfodUGxTGXA9AKrKtcp1B0R21JWV6rJ+C4+82mIxjLnJbzbpTda8HbJ/KyHqob56CI7GPr4J2IHFqjk7IbEml7yeTkX64O3m+o1K0j0bu/BloWfi0Vg74tvH1RfZoPrbhaCW0toAzP3R+mq8I7wXR8vvKVr3zNSRf1Rfuvh/eloEJooLBejWe3yG2FtzSVpcP18papwVsKORPq5R1XzUPn2ENluWQ9vDInK9TDO54kIFTcH5ampU5eTb00U7fK8qrr1mg0UzamXm6imxVqPG8EsEtZHm0/waImrwZ3KFodVQREGk5EQp4F3sUJbxCVZZxt5aXPHZz831beFCoBsIYn5dEWXkunhbSVdymVYKWDWijjMrxqvYyol9fMsy9Ont0dnVE8K7wpybOHUglkV5bX1pNZyvCORts7ihNcTqEyOdcI3gmJnhvB+00DeIVefomWiDenlzK8mifgNPPsZrk1eHcig3oyakf7zAKvWjenE7GA2sgr6tbZqG4dSSWAa1t5dyTPPakFvdTkdeWrwxOQr3zlK19z2kXbov2X5d2G9gQXQZC+TtPAS6W4rfDWpxIsqRG8r1CJltpW3sEJb6sWdFOGdzvNn6zQFt5UdHxTUXZbtlDGZXjVetmuAbyDkuduSNPgd6W4NfJyUPLszagEtmuVR2NOsJjJK8n9bQN5R6AVEY3iHV7yuWV5Pyqpw7K8Rqev7jJudH5Lll0ZmWV5bamDbT2ZpS0nuFxB5R2eVd4gFExvkwbxmpww0wDeILSNojW9lOXVOgFnVtNYtuzqKeOyeSnDGxxl1yjewMhHmTKeyevKV4cnIF/5yle+5qSLxkT7r+dUgA+BlUs8eya3Fd4UtCS0Ubz05IJZ4f0p4X3Qgm7K8hqdvlQvZZ5blldPPsrwLkPLaVcqUWdmcks8+6OSOvwIBX9r9AkWDT0VI/PmbF5XqDPF+5l8P8sns2ReE969DebNfG4nzvMcx+vKV4cnIF/5yle+5rSLBkf7L8vryGdnXtfkdXAaG36CRaNlZt6czesqaUx+M8sns2Te7Od1hTTOKbyudOXo6BkZGRkNhjc42n9ZXkc+O/O6Jq+D09jwEywaLTPz5mxeV0lj8ptZPpkl82Y/ryukcU7hdSXk6OgZGRkZswnW+Gj/pXgd+ezM65q8jnq2NfgEi/aQmXlzNq8rpNEafDJL5s0eXldI45zC6wrIRnhGRkZGRkZGRkZGRkZGxmxCt45OQEZGRkZGRkZGRkZGRkbG/wqyEZ6RkZGRkZGRkZGRkZGRMZuQjfCMjIyMjIyMjIyMjIyMjNmEbIRnZGRkZGRktBlmNsrMnmjmuz+Y2dLx/2Gz+JyhZvaZmX1rVuTMKszsv3Xyf2Jm32+v9GRkZGRkdD1kIzwjIyMjIyOjXeDue7r7U/FxloxwYFvgPmDHWZSTkZGRkZHRochGeEZGRkZGRkZpmNlBZvZEXAfG7R5mdq6ZTTOzy8ysb3BvN7MJZnY80MfMHjOzC5uTY2b9zOxaM/tb3N8+efSOwMHAgmY2IknPxmb2SPzmlrjXZPY5ZI2K65mYoX/CzC40sw3M7G4ze97MVm7p91V6mNvMbolnP25mX0u+O9zMnjWzm4Exyf0Vzey+0NMVZjZoVsoiIyMjI6NrIhvhGRkZGRkZGaVgZuOB3YFVgFWBvYBByNA8092XB6YD+6W/c/cfAh+5+4ruvnMtOWY2FtgY+D93X8HdlwVuiOeOBIa7+wPAFGD7uD8U+D2wtbuvgGbLW8No4CRgeWBJYCdgTeD71Ddb/zGwpbuPA9YFfmXCeGAHYCywFbBS8pvzgENDT48DR9XxvIyMjIyMOQTZCM/IyMjIyMgoizWBK9z9A3f/L3A5MBF42d3vDs4FwWuLnMeBDcxssplNdPf3gr8DMr4BLqayJH1V4A53/yeAu79TIg//dPfH3X0G8CRwi7t7PHtUid8XMOBYM5sG3AyMAOaLfFzh7h+6+3TgKgAzGwAMdPep8ftzgbXqeF5GRkZGxhyCHh2dgIyMjIyMjIwuA2vmvrfyuZQcd38uZpI3AY4zsxvd/RhkdM9nZjsHdQEzWzzk1HrW5zSdaOid/P9J8v+M5PMMKuOiln5fYGdgKDDe3T8zsxcTXmv5z8jIyMj4H0aeCc/IyMjIyMgoizuAr5tZXzPrB2wJ3AksZGarBWdH4K4av/3MzHq2JMfMFgA+dPcLgF8C48xsDNDP3Ue4+yh3HwUch2bH7wXWNrNFAMxscMh/ERgX98YBi9SZzzK/HwC8EQb4usDCSd62NLM+ZtYf2BwgZvXfNbOJwdsFmFotNCMjIyNjzkeeCc/IyMjIyMgoBXd/xMzOAR6IW38A3gWeBnY1szOA54HTavz8TGCamT0S+8KbyHH3R81sI+AXZjYD+AzYFxn1V1TJ+jNwsbv/1Mz2Bi43s27AG8CG8f03zOwx4EHguTqzWub3FwJXm9lDwGPAMzBTR5fEvZeQk6LArsDpEbjuBbQvPiMjIyPjfwymbVAZGRkZGRkZGRkZGRkZGRntjbwcPSMjIyMjIyMjIyMjIyNjNiEb4RkZGRkZGRkZGRkZGRkZswnZCM/IyMjIyMjIyMjIyMjImE3IRnhGRkZGRkZGRkZGRkZGxmxCNsIzMjIyMjIyMjIyMjIyMmYTshGekZGRkZGRkZGRkZGRkTGbkI3wjIyMjIyMjIyMjIyMjIzZhGyEZ2RkZGRkZGRkZGRkZGTMJvw/CO2InWL/2+MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#'casosAcumulado', 'obitosAcumulado', 'casos_mi', 'obitos_mi', 'taxaContaminação', 'taxaMortalidade\n",
    "print('CASOS ACUMULADOS (BRASIL)')\n",
    "data_barplot(data,'casosAcumulado')\n",
    "\n",
    "print('----------------------------------------------\\nOBITOS ACUMULADOS (BRASIL)')\n",
    "obitos_br = data_barplot(data,'obitosAcumulado')\n",
    "\n",
    "print('----------------------------------------------\\nCASOS X OBITOS (BRASIL)')\n",
    "casos_br = data_lineplot(data,['casosAcumulado','obitosAcumulado'])\n",
    "\n",
    "print('----------------------------------------------\\nCASOS POR ESTADO')\n",
    "casos_est = cases_states(data,'casosAcumulado',n=10)\n",
    "\n",
    "print('----------------------------------------------\\nOBITOS POR ESTADO')\n",
    "obitos_est = cases_states(data,'obitosAcumulado',n=10)\n",
    "\n",
    "print('----------------------------------------------\\nCASOS POR MUNICÍPIO (SP)')\n",
    "casos_mun = cases_city(data,'SP','casosAcumulado',n=10)\n",
    "\n",
    "print('----------------------------------------------\\nOBITOS POR MUNICÍPIO (SP)')\n",
    "obitos_mun = cases_city(data,'SP','obitosAcumulado',n=10)\n",
    "\n",
    "print('----------------------------------------------\\nCASOS POR MILHOES DE HABITANTES (SP X RJ)')\n",
    "data_lineplot_v2(data,'casos_mi','SP','RJ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>local</th>\n",
       "      <th>casosAcumulado</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>São Paulo</td>\n",
       "      <td>52719.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Santos</td>\n",
       "      <td>2940.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Osasco</td>\n",
       "      <td>2537.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Guarulhos</td>\n",
       "      <td>2408.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>São Bernardo do Campo</td>\n",
       "      <td>2355.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Santo André</td>\n",
       "      <td>2097.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Campinas</td>\n",
       "      <td>1520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Diadema</td>\n",
       "      <td>1079.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Barueri</td>\n",
       "      <td>1047.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Carapicuíba</td>\n",
       "      <td>932.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mauá</td>\n",
       "      <td>900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mogi das Cruzes</td>\n",
       "      <td>900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Jundiaí</td>\n",
       "      <td>850.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>São José dos Campos</td>\n",
       "      <td>807.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sorocaba</td>\n",
       "      <td>801.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Ribeirão Preto</td>\n",
       "      <td>777.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Taboão da Serra</td>\n",
       "      <td>681.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Suzano</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>São José do Rio Preto</td>\n",
       "      <td>598.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Guarujá</td>\n",
       "      <td>582.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Cotia</td>\n",
       "      <td>519.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>São Caetano do Sul</td>\n",
       "      <td>512.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Itaquaquecetuba</td>\n",
       "      <td>507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Piracicaba</td>\n",
       "      <td>480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Itapevi</td>\n",
       "      <td>465.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Embu das Artes</td>\n",
       "      <td>463.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Santana de Parnaíba</td>\n",
       "      <td>449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Praia Grande</td>\n",
       "      <td>396.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Itapecerica da Serra</td>\n",
       "      <td>391.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Ferraz de Vasconcelos</td>\n",
       "      <td>369.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    local  casosAcumulado\n",
       "0               São Paulo         52719.0\n",
       "1                  Santos          2940.0\n",
       "2                  Osasco          2537.0\n",
       "3               Guarulhos          2408.0\n",
       "4   São Bernardo do Campo          2355.0\n",
       "5             Santo André          2097.0\n",
       "6                Campinas          1520.0\n",
       "7                 Diadema          1079.0\n",
       "8                 Barueri          1047.0\n",
       "9             Carapicuíba           932.0\n",
       "10                   Mauá           900.0\n",
       "11        Mogi das Cruzes           900.0\n",
       "12                Jundiaí           850.0\n",
       "13    São José dos Campos           807.0\n",
       "14               Sorocaba           801.0\n",
       "15         Ribeirão Preto           777.0\n",
       "16        Taboão da Serra           681.0\n",
       "17                 Suzano           600.0\n",
       "18  São José do Rio Preto           598.0\n",
       "19                Guarujá           582.0\n",
       "20                  Cotia           519.0\n",
       "21     São Caetano do Sul           512.0\n",
       "22        Itaquaquecetuba           507.0\n",
       "23             Piracicaba           480.0\n",
       "24                Itapevi           465.0\n",
       "25         Embu das Artes           463.0\n",
       "26    Santana de Parnaíba           449.0\n",
       "27           Praia Grande           396.0\n",
       "28   Itapecerica da Serra           391.0\n",
       "29  Ferraz de Vasconcelos           369.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "casos_mun.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>local</th>\n",
       "      <th>obitosAcumulado</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>São Paulo</td>\n",
       "      <td>3958.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Osasco</td>\n",
       "      <td>290.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Guarulhos</td>\n",
       "      <td>245.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>São Bernardo do Campo</td>\n",
       "      <td>203.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Santos</td>\n",
       "      <td>131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Santo André</td>\n",
       "      <td>119.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Barueri</td>\n",
       "      <td>109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Carapicuíba</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mogi das Cruzes</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Diadema</td>\n",
       "      <td>69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Campinas</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Itapevi</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Taboão da Serra</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mauá</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Itaquaquecetuba</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Jundiaí</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Praia Grande</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Suzano</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Guarujá</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Cotia</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sorocaba</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ferraz de Vasconcelos</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Embu das Artes</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Franco da Rocha</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>São Caetano do Sul</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Itapecerica da Serra</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>São José dos Campos</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Caieiras</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Poá</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Ribeirão Preto</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    local  obitosAcumulado\n",
       "0               São Paulo           3958.0\n",
       "1                  Osasco            290.0\n",
       "2               Guarulhos            245.0\n",
       "3   São Bernardo do Campo            203.0\n",
       "4                  Santos            131.0\n",
       "5             Santo André            119.0\n",
       "6                 Barueri            109.0\n",
       "7             Carapicuíba             76.0\n",
       "8         Mogi das Cruzes             75.0\n",
       "9                 Diadema             69.0\n",
       "10               Campinas             65.0\n",
       "11                Itapevi             63.0\n",
       "12        Taboão da Serra             59.0\n",
       "13                   Mauá             58.0\n",
       "14        Itaquaquecetuba             55.0\n",
       "15                Jundiaí             52.0\n",
       "16           Praia Grande             51.0\n",
       "17                 Suzano             46.0\n",
       "18                Guarujá             45.0\n",
       "19                  Cotia             42.0\n",
       "20               Sorocaba             41.0\n",
       "21  Ferraz de Vasconcelos             39.0\n",
       "22         Embu das Artes             39.0\n",
       "23        Franco da Rocha             37.0\n",
       "24     São Caetano do Sul             35.0\n",
       "25   Itapecerica da Serra             32.0\n",
       "26    São José dos Campos             32.0\n",
       "27               Caieiras             29.0\n",
       "28                    Poá             27.0\n",
       "29         Ribeirão Preto             25.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obitos_mun.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#COMPARATIVO SP COM OUTROS ESTADOS (casos acumulados por milhoes de habitantes)\n",
    "target='SP'\n",
    "for state in get_states(data):\n",
    "    if state!=target and state!=0:\n",
    "        data_lineplot_v2(data,'casos_mi',target,state)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#COMPARATIVO SP COM OUTROS ESTADOS (obitos acumulados por milhoes de habitantes)\n",
    "target='SP'\n",
    "for state in get_states(data):\n",
    "    if state!=target and state!=0:\n",
    "        data_lineplot_v2(data,'obitos_mi',target,state)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#RANK DAS 10 CIDADES COM MAIS CASOS ACUMULADO (por estado)\n",
    "for state in get_states(data):\n",
    "    if state!=0:\n",
    "        cases_city(data,state,'casosAcumulado',n=10)"
   ]
  }
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