123 lines (122 with data), 102.4 kB

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "94f9f3ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 490,
       "width": 601
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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X+zk0bNiwyAx4QUeOHHGMjYiIKFfesuSXPYvFYiQnJxc7pjwlvOC6AKtWrSrzcTMzM41atWo53kMlfVFRHueX8F9++aXU8b///rtj7GWXXVbsmKeffrpcX4wUVHBmcsuWLRV+HgVNnz7dsa3PP/+82DEFS+KLL75Y6vZyc3ONiy++2NQSnpiYWOhY57L+nmw2W6G9Rcp6jhXJK8nYvHlzqeO/+uorx9hhw4YVO+a2225zjCltb5J8drvdsfeCxWIp17oEpfnggw8cjz937twit9tstkLH3n/99delbi8pKanQngqUcADwbhwTDrd3//3369VXX5VhGJo4caLuvfdeSVJ2dramT58uSWrVqpV69epVqcfZtWuXtm7dqqioKKWkpDiOLcyXf9zvrl27ZLfb5eNT8ZMPLF682LHdQYMGKTQ0tMz79OjRQyEhIcrIyNDq1asr/JhVoeDxwPfcc0+57nPttdc6Lq9evVrPPvtsiWNbt26tLl26lLq9jh076tixY5KkwYMHl3ict5R3nGmNGjWUnp6uhIQEpaamKiwsrNTtHz9+XBs3btSBAweUlJSkzMzMQis+Hz16VJJkGIZ27NihPn36lLq94kRHR2v79u2SpCZNmqh3795l3icoKEhXX321/vjjDyUnJ2v37t3q3LlzhR+7uO0OGjSo1DHdunVzXI6Kiip2zIW+NxYuXCgp773RvXv3EsdmZGRo/fr12rVrl+Li4pSamuo4XleSTp065bic/9oWlJqaqi1btjj+fP/995eaLf+MC++88065nktVWLt2rePfjYiICA0ZMqTU8T4+Pnr44Yf13HPPSZKWLVvmtCwtW7bUZZddVuqYst4nVqtVixYtkpT3+g4bNqzMx7VYLOrfv7/27dsnwzC0du3aUl+HpKQkrV+/XpGRkUpISFBaWlqhFdH37dvnuLx9+3YNHjy40P337t2rM2fOODKW9V6uWbOmbr31Vk2ZMqXM5wIA8HyUcLi95s2b65prrtGKFSu0aNEinTlzRg0bNtTcuXOVlJQkqewP0qWZMGGC3n333XKfKik3N1fJycmqXbt2hR9r3bp1jssHDhzQk08+Wa775X8BkJiYqPT0dNWoUaPCj12ScePGOU4JVl4Fn8f8+fOLLTvnS05Odlw+ceJEqWM7duxY5vYKvv6XXHJJmeNr1arlWIQrJSWlxBK+bt06vfjii1q1alW5T7NU3tOfFfdY+QzDKPf7IX9xOCnvtXRGCW/Xrp0CAgJKHVNwAauCf5/5EhISCv0effrpp+VatK7gqcBKem+cPXtWr776qiZOnKjU1NQytykV//eyc+dORxkLDw8v12KHV111Vbker6ps27bNcblHjx7y8yv7f+0Fv5Tctm2bY8HByurUqVOZY8p6n+zcudPxuxgUFKR//etf5XrsTZs2OS6X9D45efKkXnzxRf38889FvkgtSXHvk4L/prVv3141a9YscztXXXUVJRwAIIkSDg/xwAMPaMWKFbLZbJoyZYqee+45x7nBLRbLBZVwwzD0yCOPaNy4cRW+b2pq6gWV8ILnut20aVOhD5XllZiY6Cjhv//+e6mrVEvSP//5z2JXWq6Mgs9j9uzZFb5/Wee6Ls8H3oJFpKLjSzrX9Y8//qhHH320wuc4Lm8pPF/B1/H06dP68ssvK7wNZ503vDyvYcG9DYo7f310dHShP3/11VcVzlHc8zl27JiuueaaCp+Pubi/l7i4OMflpk2blquYNmvWrEKP62wFMzdv3rxc92nRooXjck5OjlJTUxUeHl7pLBV9nxT3u1bwfZ+Wlua09/22bds0YMCACv9OlPU+ueiii8q1HbPfJwAA10EJh0e488479dRTTykjI0MTJ07U/fffrwULFkiSevfurZYtW1Z4m999912hAj5o0CDdfffd6tatm5o0aaKQkJBCM4MtWrRw7P5ccLfGiihuVqiiCpafjRs3lvkB9o477nB6Ca/s8yiuwBVU0Rk7Z8zw7d27V0888YSjgHfu3FmPPvqorr76ajVv3lxhYWGFTvU0cuRITZgwQZLrvB8qwxmvYVU9n+HDhzsKeHh4uB577DENHDhQbdu2Vb169RQcHOw4PGT58uXq37+/pOL/XvJPdSapzFPl5XPmnicXomDm8mY5f5yzSrirvk+ys7M1bNgwRwFv0KCBRo0apf79+6tVq1aqU6eOgoODHfnHjx+vhx56SJLnvE8AAK6DEg6PEBYWpttuu01Tp07Vzp079cILLzg+hFX03OD5PvroI8fld955p8Rzz+a70NnOggp+SPvss8/0z3/+s9LbNEONGjUcH6S3b99e5vHb7uDTTz91vKduvvlmzZ49u9TjzJ39frjttts0a9asSm/TTAWfT61atZwyS7927VrHeaTDwsK0YcMGtW/fvsTxZf29FFyHISMjo1wZ8nedNkvBzOXNcv64stZAqE4F3yddu3YttLv9hfrll18c6zQ0bdpUmzdvVoMGDUoc74nvEwCA66j4ylGAiypYtsePHy8p73jCO++8s8LbOnHihA4ePCgp79ji559/vtTxKSkpTikUBT8U5j9+Zbz++usy8s6CUOJPv379Kv0453P283AFS5YscVx+6623Si3gkhx7RVSGp72OBZ9PUlJSoV16L1TBv5eRI0eWWsClsv9e6tWr57h84sSJch16UNYaBlWtYOby7pJf8HUICAhwqRJe8H1y5MiRC96TpKCC75Nnnnmm1AIuVex9Ut7X3Oz3CQDAdVDC4TGuu+46NW7cuNB1t956a7mOUTxfwWMS27VrV+ZCR6tXr67wccLF6dGjh+Ny/mrQ7shTnkdBBd8TZS0Ml5ycrJ07d1b6MQsu+BUZGamTJ09WeptmatSoUaHjZ//8889Kb7Mify+StHLlylJv79y5s2PX9dTU1EKLwpVk/fr1ZY6piIru0l1wtfGNGzcWWg2+JPl7D+Tf3xm7kTtL165dFRgYKCnvC86CCxReKGe/T7p27eq4vG/fvnLtQu/s9wkAwH1RwuExfH19dd999xW67kJ3RS94erHy7Go4duzYC3qc891www2Own/o0CH99ttvTtludSt4KqupU6cqNjbWxDTOUZH3xPfff1/i4m4VcfHFFxdanfuzzz6r9DbNdssttzguf/bZZ5X+8qoify+nT5/W3LlzSx0TFhZW6BRbkydPLnW81WrV1KlTy5G0/AquLVCe91HPnj0dpTUuLk7z588vdbxhGI71CqTCpwd0BcHBwYUyffrpp5XeZkXeJ1u2bClzUcwOHTo4ZtOtVqumTZtW6vjk5GTNmTOnnGkBAJ6OEg6P8n//93+OVcU3bdqkG2644YK2c/HFFztmhnbv3l3olE/nmz59utPKcpMmTTRixAjHn0eNGlXovMalsdvtTtm91xmGDRum1q1bS8r7wDtixIhyl9K0tDSXPHay4OJ+pX2YPnjwoN544w2nPe4LL7zguPzf//5XixcvLvd9889j7Eqee+45+fr6SpI2b95codequOdT3r8Xm82mxx9/vFynpXrkkUcclz///PNSDwX4+OOPHccaO0vBU3iV5/e/Vq1auvvuux1//te//lXqMc1ffvmlduzYISmvnD722GOVSFs1Cr7vf/nlF8chRuVRmfdJRkaGHn/88TIfw8fHx7FwmyS98cYbpZ6K8MUXXyy0mBsAwLtRwuFRatWqpcsvv9zxk/9hv6Lq1q3r2KXabrfrzjvv1P79+wuNsdvt+vLLL3X//ffL19e30OxVZbz77rtq1KiRpLwP4FdccYV+/vnnEo+LPHXqlP773/+qffv2mj59ulMyVJavr6/Gjh3reP0XLVqka665ptTZpZ07d+qll17SRRdd5PRS4wwFZ/efffbZYnezX7Jkifr166fU1FSnrYQ8YsQIx6yg1WrVLbfcog8++KDELyrS0tL0008/6dprr9VTTz3llAzO1KpVK/373/92/PmNN97QyJEjS9zV3mazafHixXrggQfUvXv3Irffcsstji/MVqxYoTFjxigzM7PQmDNnzmjYsGGaP39+uf5eHnzwQbVt21ZSXim74YYbtHnz5kJjDMPQf//7X7388stlnj+9ogqea3vDhg3lOub4tddecywWduDAAd1www06cuRIoTF2u11ffPGFnn76acd1f//733XxxRc7J7gT9e3bVw8++KDjzw8//LD+9a9/KSEhodjx2dnZmjNnjoYOHaohQ4YUub3g7+/EiRP18ccfF9lt/9ChQxo4cKC2bt1arvfJs88+6/jCJDo6WgMHDtShQ4cKjcnJydGLL76or7/+2unvEwCA+2J1dKAEb7/9tgYOHCi73a5t27apU6dO6tWrl1q2bKm0tDStWrXKcd7jd955R99++61TFuNq1KiR5syZo5tvvlnx8fGKjo7WnXfeqfr166tHjx5q0KCB7Ha7EhIStHv3bh05csQpx6M723XXXaexY8dq9OjRstlsWr9+va688kq1adNG3bp1U+3atZWZmakzZ85o+/btLr/L+jPPPKMffvhBcXFxSkxM1I033qju3bvrkksukcVi0datWxUZGSkp77CC+vXra9KkSZV+XF9fX82YMUPXX3+9tm3b5vhQ/+abb+qqq67SRRddpICAACUmJurAgQPas2ePY6+DYcOGVfrxq8Jrr72mqKgoxy7REyZM0OTJk9WtWze1b99eoaGhSklJ0bFjx7Rjxw7HDGLBGeJ87du31/3336+JEydKypuZnjp1qq644grVr19fUVFRWrlypXJychQWFqYPP/xQo0aNKjVfUFCQJkyYoAEDBigjI0NHjx7VlVdeqauuukodOnRQVlaWVq1a5Vho64MPPtAzzzzjtNenQYMG6tWrl9asWaOsrCx16dJFN954oxo1auTYrbpVq1YaPXq04z4tW7bU999/r+HDh8tms2ndunVq166d+vTpo1atWik9PV2rVq0q9GXHVVddpf/85z9Oy+1s33zzjaKjo/Xnn3/KMAx99NFH+vzzz3XFFVeoVatWCg4OVnJysg4fPqxdu3YpKytLkgodTpDvhhtuUN++fbVixQoZhqExY8boyy+/VPfu3VWzZk0dPHhQa9eulc1mU5MmTfTPf/6zzAU569Wrp++++0533nmnbDabtm3bpvbt26tv375q2bKlUlJStGzZMsXFxcnf319vv/12mdsEAHgJA3ATffv2NSQZkoyxY8dWalt33323Y1uvvfZaiePGjh1r+Pn5Ocae/+Pj42O8+uqrht1uN5o3b+64/ujRo2U+h2XLlpWaMSoqyhgwYECJj33+T4MGDYwFCxZc+ItSQMHnMm7cuEpta+nSpUabNm3K/Tw6duxonDp1qsh2xo0b5xjz4IMPlvm4Dz74YIWeQ3n+/tauXWvUrVu31Py33XabkZSUVK7Hf+2118r1PjQMw8jIyDBGjRpV6vux4E9wcLDx7rvvlvm8S7Ns2TLH9vr27Vuu+xTMUJYvvvjCqF27drmej8ViMYYMGVLsdtLT042BAweWev+mTZsaq1evrtBzWrJkiVG/fv0St+nv7298+eWXxtGjRx3XNW/evFyvU1m2bNlihIeHl/jYJWWfN2+e0aBBgzJfz3vvvddIT093StaK/m5W5PWyWq3GK6+8YoSEhJTrfeLv72/8/e9/L3ZbZ86cMbp3717q/S+55BIjMjKyQs9p6tSpRmhoaInbDAsLM3755ZcL+n0CAHgmZsKBUowaNUq9evXSp59+qmXLlun06dMKDg5WkyZNdO211+rhhx8utDKxMzVv3lyLFy/WunXrNHPmTK1cuVInTpxQYmKi/Pz8FBERoTZt2ujyyy/XwIED1a9fvzJXcTdD//79tW/fPs2aNUvz58/X+vXrdebMGaWkpCgkJEQNGjRQ+/bt1bNnT910002FVh12NVdffbUiIyP12Wefad68eY7dfRs1aqTLLrtMI0aM0ODBg6vksYODgzV27Fi98MILmjx5spYuXaoDBw4oISFBdrtdNWvWVMuWLdWlSxcNGDBAN954o8LDw6ski7M8+eSTevDBBzVp0iQtWrRIO3bsUFxcnLKyshQWFqamTZuqY8eO6tevn26++WY1a9as2O2EhITojz/+0NSpUzVhwgRt27ZNKSkpqlu3rlq2bKlhw4Zp5MiRql27tpYvX17ufNdee6327t2rL774QrNmzXKcLqtp06YaMGCARo8erUsvvVRRUVHOeUEK6N69u3bu3KkvvvhCS5cu1ZEjR5SWllbmyueDBg3SoUOH9OOPP+q3335TZGSk4uPjFRwcrMaNG6t///564IEHCp3BwJX5+vrqzTff1FNPPaWJEydq8eLF2rNnj+Lj45Wbm6vw8HA1b95cnTp1Uv/+/XXzzTcXOn1YQQ0aNNDatWv1/fffa9q0adq9e7cyMjJUv359tWvXTnfffbeGDx+ukJAQbdy4sdwZ7733XvXu3Vuff/655s+fr+PHj8vPz0/NmjXTzTffrFGjRuniiy+u0HsPAODZLIbhgvuxAgAAAADggViYDQAAAACAakIJBwAAAACgmlDCAQAAAACoJpRwAAAAAACqCSUcAAAAAIBqQgkHAAAAAKCaUMIBAAAAAKgmlHAAAAAAAKoJJRwAAAAAgGpCCQcAAAAAoJpQwgEAAAAAqCaUcAAAAAAAqgklHAAAAACAakIJBwAAAACgmlDCAQAAAACoJpRwAAAAAACqCSUcAAAAAIBqQgkHAAAAAKCaUMIBAAAAAKgmlHAAAAAAAKoJJRwAAAAAgGpCCQcAAAAAoJpQwgEAAAAAqCaUcAAAAAAAqgklHAAAAACAakIJBwAAAACgmlDCAQAAAACoJpRwAAAAAACqiZ/ZAQAAAAC4hpycHKWlpSk9PV05OTmy2+1mRwKqnY+PjwICAlSjRg2FhoYqICDAqdu3GIZhOHWLAAAAANyKYRiKj49XfHy82VEAl1OvXj1FRETIYrE4ZXuUcAAAAMDLnT59WsnJyYWus1gs8vX1NSkRYB6bzabza3LNmjXVuHFjp2yf3dEBAAAAL5aVlVWogEdERCg8PFyBgYFOm/kD3IlhGMrOzlZKSooSEhIkScnJyYqIiFBgYGClt8/CbAAAAIAXS0pKclyuX7++6tevr6CgIAo4vJbFYlFQUJDj9yFfYmKiU7ZPCQcAAAC8WEZGhuNyrVq1zAsCuKCCvxMFf1cqgxIOAAAAeDGbzSZJ8vPz4xhw4Dy+vr6O34v835XKooQDAAAAAFACZx+aQQkHAAAAAKCaUMIBAAAAAKgmlHAAAAAAAKoJJRwAAAAAgGpCCQcAAAAAoJpQwgEAAADAxURFRclischisWj8+PFmx4ET+ZkdAAAAAABKYrfbNXfuXC1cuFBr167VmTNnlJiYqKCgINWtW1edOnXS1Vdfrdtvv11t27Y1Oy5QJko4AAAAAJf0+++/67nnntO+ffuK3Jabm6vU1FQdPXpUc+fO1UsvvaS+ffvq3XffVc+ePU1IC5QPJRwAAACAy/nggw/00ksvyTAMSVKvXr00ePBgdevWTREREcrKylJMTIzWrFmj+fPna//+/VqxYoXefPNNLViwwOT0QMko4QAAAABcysSJE/Xiiy9KkurWraspU6Zo4MCBxY69/fbb9dFHH2nevHl66aWXqjMmcEEo4QAAAABcxqlTpzRq1ChJUo0aNbRy5Up16NCh1PtYLBYNGTJEAwcO1Lx586ojJnDBWB0dAAAAgMv45JNPlJmZKUl6++23yyzgBQUFBenOO+8sdUxGRoY+++wz9e/fXw0aNFBAQIDq16+vgQMHaty4cbLZbCXet0WLFrJYLBo5cqQkad++fXrsscfUokULBQYGqkGDBho6dKjWr19fZlabzaYvv/xSPXr0UHh4uGrWrKnu3bvro48+UnZ2drmfsyQtWrRII0aM0MUXX6zg4GCFh4erS5cuev755xUdHV3i/V5//XXHCuySlJycrLfeekvdunVTrVq1il2ZfdasWbrtttvUtGlTBQYGKiwsTC1btlSfPn30yiuvaOPGjRXK7pUMAAAAAF7rwIEDxp49e4wDBw6YHcWw2+1G3bp1DUlGaGiokZKS4tTtb9y40WjSpIkhqcSfK6+80jhz5kyx92/evLkhyXjwwQeNX375xQgJCSl2G76+vsa0adNKzJGSkmL06tWrxAyXXXaZsXXrVsefx40bV+x20tLSjKFDh5b6fEJDQ4158+YVe//XXnvNMe7AgQNGixYtitw//7GtVqtx5513lvpY+dmL07dvX8eYo0ePlvjauCJn/46wOzoAAAAAlxAZGan4+HhJUp8+fRQWFua0be/atUv9+/dXenq66tevr9GjR6tPnz6KiIhQbGys5s6dq2+++UYbN27UrbfeqlWrVsnf37/Ybe3cuVPTp09Xo0aN9Nxzz+nyyy+XYRhauHCh3n//fWVlZenxxx/Xtddeq3r16hW5//Dhw7VmzRpJ0pVXXqlnnnlGbdq0UUxMjMaPH6+ZM2fqiSeeKPX52Gw2DR48WMuWLZPFYtE999yj22+/XRdffLFyc3O1ceNGffzxxzp+/LiGDRumtWvX6rLLLitxe3fccYdOnTqlp556SkOGDFHt2rV18OBBNW/eXJI0duxYzZw5U5LUu3dvPfroo2rVqpVCQ0N19uxZ7d69W3/88YfOnj1brr8Pb0YJBwAAAOASdu7c6bjcvXt3p23XMAyNGDFC6enp6tKlixYvXqy6desWGjNw4EANGjRIt9xyizZs2KCJEyfqkUceKXZ727Zt02WXXaYlS5aoZs2ajuuvuuoqtW7dWiNGjFBKSoomT56sZ555ptB9582b5zhu/eabb9acOXPk53eult18881688039dprr5X6nD777DMtW7ZM/v7+mjNnjm666aZCt1911VW6//771adPH0VGRurpp5/WqlWrStze7t27tWDBAl1//fWO6wqW9hkzZkiSevTooWXLlhXKLEnXXnut/vGPf1DCy4FjwgEAAAC4hPxZcEnFziAXFBkZqd27dxf7k56eXmjs/PnzHQV/4sSJRQp4vhtvvFF33HGHJGncuHGlPv6PP/5YqIDnu++++9S4cWNJKrb0jh07VpIUGBio7777rkiZlaR///vfuvTSS0t87NzcXH388ceSpCeffLJIAc9Xu3Ztffjhh5Kk1atX69ChQyVuc+TIkYUK+PnOnDkjSerZs2exmfPVqVOnxNuQhxIOAAAAwCWkpqY6LoeGhpY6tkuXLurUqVOxP5s2bSo0ds6cOZKkdu3aqXPnzqVu95prrpEkbdq0qcRF2jp16lTidiwWi7p16yZJOnLkSKHbrFarVqxYISlv5j2/rJ/Px8dHDz74YIkZN27c6Fhw7a677irl2Zx7PpK0bt26EscNHz681O00atRIUt5MfsEvS8pr+fLlMgxDhmGoRYsWFb6/J2F3dAAAAAAuoeAx4OfPZlfG5s2bJUn79+93rARelpycHJ09e7bYGfn27duXet/82eCCXypI0uHDh5WRkSFJuuKKK0rdxpVXXlnibfnPR5KuvvrqUrdTUP5sdnHK+nLiwQcf1MqVK3Xo0CG1bt1at99+u66//nr16dNHTZs2LXcGMBMOAAAAwEVEREQ4LsfFxZU61mq1OmZWDcMo9Rjq2NjYC8qTX5jPFxISUur9fHzyatb5M+mJiYmOy/Xr1y91Gw0aNCjxNmc/Hylv1/XSPPzww3r55Zfl5+en5ORkjRs3Tvfdd5+aNWum1q1ba8yYMUVm/lE8ZsIBAAAAuIQuXbo4Lm/dutVp280vw7169dLXX39d7vuVtLv4hTIMw3G5rBn5gmPPV7DcL1++vNCXF6Uprfj7+vqWef933nlHjz/+uKZMmaIlS5Zo/fr1ysjI0OHDh/Xxxx/r888/1+eff65Ro0aVK4+3ooQDAAAAcAkdO3ZURESEEhIStGrVKqWnp6tGjRqV3m5ERIRiYmIUFxdX6oJnVa3gomUxMTGlji1ttrtg6Q4ICKjW59S8eXO9/PLLevnllx2nQps5c6a++eYbZWVl6W9/+5t69OjhOC4eRbE7OgAAAACXYLFY9MADD0jKO556/PjxTtlufiE8cOCAjh075pRtXohWrVo5dmU/f/G485V2e8GC++effzon3AXw9/dXr1699Nlnn2nq1KmS8mbwf/75Z9MyuQNKOAAAAACX8eyzzyo4OFiS9PLLL5d6Wq3yGjJkiOPyf/7zn0pv70L5+fmpb9++kvLKc/4K5+ez2+2aMGFCidvp3bu3Y1b966+/VkpKivPDVtCAAQMcly9k9XRvQgkHAAAA4DKaNm2qL7/8UpKUkpKiPn36aPny5WXer+CiZ+cbNmyYOnToICnvPN0//PBDqdvavXu35s2bV/7QFTB69GhJUnZ2tp544oliT4P23nvvadeuXSVuIygoSGPGjJGUt+L5PffcU+pq8qmpqfrf//5XqdyTJ0+W1Wot8faCM/IXX3xxkdv79esni8Uii8WiqKioSmVxdxwTDgAAAMClPPTQQzp16pReffVVnTlzRv3799c111yjIUOGqHPnzoqIiJBhGIqNjdWOHTs0a9Ysbdy40XH//Jn0fL6+vpo+fbp69uyptLQ0Pfroo5o5c6buu+8+tWvXTv7+/oqNjdW2bdv022+/ae3atXruuec0ePBgpz+3wYMHa/DgwZo3b57mzZunXr166ZlnnlGbNm0UGxur8ePHa/r06briiitK3SX9+eef15IlS7RkyRL98ccfuuSSSzRq1ChdffXVqlWrllJTU7V//34tX75cs2fPVlBQkJ588skLzn3//fdrzJgxuv3229WzZ0+1atVKQUFBiomJ0aJFizR27FhJeed3HzFixAU/jjeghAMAAABwOf/+97/VpUsXPffcczp48KBWrlyplStXlnqfXr166YMPPlCPHj2K3NapUyetWbNGd9xxhw4ePKiFCxdq4cKFJW4rPDy80s+hJFOmTNFNN92kNWvWaMOGDbrnnnsK3d69e3d988036t69e4nb8PX11bx58zRq1ChNnDhRx48f18svv1zi+LJOiVYeMTExGjt2rKNwn69WrVqaPn065w0vAyUcAAAAgEsaPHiwbr75Zs2dO1cLFizQunXrdObMGSUmJio4OFh16tRRx44ddeWVV+rOO+/UJZdcUur2OnfurD179mjq1KmaNWuWtmzZori4ONntdkVERKhdu3bq3bu3hg4dWmoBrqywsDAtX75cX3/9tSZOnKi9e/fKYrGoVatWuvvuu/X000/rzJkzZW4nODhYEyZM0D/+8Q/98MMPWrlypU6ePKn09HSFhoaqRYsWuuyyy3TTTTdp0KBBlcq8b98+LVq0SEuWLNGBAwcUExOj5ORkhYWFqV27drrxxhs1evRop5R9T2cxSjsBHQAAAACPdvDgQVmtVvn5+alNmzZmxwFcjrN/R1iYDQAAAACAakIJBwAAAACgmlDCAQAAAACoJpRwAAAAAACqCSUcAAAAAIBqQgkHAAAAAKCaUMIBAAAAAKgmlHAAAAAAAKoJJRwAAAAAgGpCCQcAAAAAoJpQwgEAAAAAqCaUcAAAAAAAqgklHAAAAACAakIJBwAAAACgmlDCAQAAAACoJpRwAAAAAACqCSUcAAAAAIBqQgkHAAAAAKCaUMIBAAAAAKgmlHAAAAAAgMP48eNlsVhksVgUFRVldhyP42d2AAAAAADuo8WL882OUKWi3r+lyh9j+fLl6t+/v+PPoaGhiomJUUhISKn3y8zMVMOGDZWSkuK4btmyZerXr19VRUUVYCYcAAAAAEyUlpam2bNnlzluzpw5hQo43BMlHAAAAABMEhQUJEmaNGlSmWPzx+TfB+6JEg4AAAAAJhkyZIgkadGiRTpz5kyJ42JjY/Xnn39Kkm699dZqyYaqQQkHAJyTfEo6tFg6vFQ6slw6ulI6uko6vl46vV2KOyAlHZfS46WcdMkwzE4MAIBbGzhwoBo2bCibzaaffvqpxHE//fSTrFarGjRooOuvv74aE8LZWJgNAHDOwT+l356u2H18AyX/YMk/JO+/ASFScG0puI4UEiGF/PVfx59r//XfCCkwrEqeBgAA7sLX11f33nuvPv30U02aNEnPPPNMseMmTpwoSbrvvvvk6+tb6jZ3796t2bNna9WqVYqMjFRcXJz8/f3VqFEj9ezZU6NHj9ZVV11V6eyGYeiXX37RTz/9pI0bNyouLk7BwcFq06aNBg8erKeeekq1atWq9ON4Gko4AKBybNl5P1lJFb+vb4AU1lCq2UwKbyLVbCrVbFL4z8G1nJ0YAACXcv/99+vTTz/Vtm3bFBkZqY4dOxa6fc+ePdq6datj7I4dO0rc1vkrr+fLycnRoUOHdOjQIU2cOFEvvvii3nvvvQvOHBcXp6FDh2rNmjWFrs/OztamTZu0adMmffnll5ozZ4569OhxwY/jiSjhAADz2HLydm9POl7ymIDQc4W8zsVS3bZSRGupbpu8sm6xVF9eAACqQLdu3XTppZdq9+7dmjRpkt5///1Ct+cvyNaxY0d169at1BJutVpVo0YN3XLLLbr22mvVvn17hYeHKzY2VpGRkfr888917Ngxvf/++2rbtq0eeuihCudNT09X3759tXfvXgUEBOihhx7SzTffrGbNmik9PV0rV67UJ598opiYGN10003atm2bmjdvXuHH8VSUcACAa8tJk+L35/0cPu82/xCpTiupbmspok1eMa/bJu9yYKgpcQEAuBD333+/XnjhBU2ZMkXvvvuufHzylu8yDENTpkxxjClL165ddfLkyWJ3A7/hhhv05JNPatCgQVq0aJHeeOMNPfDAA2Xu3n6+F198UXv37lXNmjW1ePFiXX755YVu7927t4YPH66rr75a0dHR+ve//12u1d+9BQuzAQDcV26GFLNLipwlrfyP9Otj0rf9pPeaSJ92kqYNl1b8R9q/QEo5bXZaAABKNHz4cPn4+OjkyZNasWKF4/rly5frxIkT8vHx0fDhw8vcTt26dUs9DjsgIEAffvihJOnYsWPavn17hXLGx8fr+++/lyS9+eabRQp4vubNm+uVV16RJE2fPl0ZGRkVehxPxkw4AMAzJR/P+9n327nratSTGnaWGnWWGnXJu1ynJbu0AwBM16RJE/Xv319LlizRpEmTHMd1588g9+vXT02bNq3wdrOzsxUTE6O0tDTZ7XZJebPr+Xbs2KHLLrus3NtbuHChsrKyJEl33XVXqWOvueYaSVJubq62bNmiPn36VDS+R6KEAwC8R3qcdHhJ3k++wHCpcVfpoqulZj2kZleyajsAwBQPPPCAlixZop9//llffvmlJOmXX36RVL5d0fOlp6fr888/17Rp0xQZGSmbzVbi2Pj4+Apl3Lx5s+Nyo0aNyn2/0s6B7m0o4QAA75ad8tf50Ffm/dniKzW45Fwpv+jqvBXbAQCoYrfffrtGjx6t1NRUzZkzR4ZhKCUlRcHBwRo2bFi5thEVFaVrr71WR48eLdf4zMzMCmWMjY2t0Ph87I5+DiUcAICCDJt0Zlfez8Zv866r2eyvQn6VdPE1Ur125mYEAHik0NBQDR06VFOmTNGkSZMcu43fdtttCgsr315a999/v44ePSqLxaKHHnpI99xzjzp06KB69eopMDBQkmS32x2LsRXcNb088mfVAwICtGXLlnLf70J2pfdUlHAAAMqSfCLvZ/fPeX8Obyq16ie1ulZq2V8KqWNqPACA53jggQc0ZcoU/fnnn47ryrsr+r59+7R69WpJ0ksvvaR33nmn2HGJiYkXnC8iIkJS3nnHIyIiKrRLOvKwOjoAABWVclLaNln6+WHpw1bSN32lxW/k7dJuzTE7HQDAjQ0YMECNGjWS1WqV1WpVgwYNNHDgwHLdNzIy0nH5nnvuKXFcweO6K6pbt26OywW/KED5UcIBAKgMwy5Fb5dWfyJNGCx90EKacqe0fqyUGGVyOACAu/H19dX999+vwMBABQYGasSIEeU+j7fVanVcLu0Y7K+//vqC8910003y9/eXJH366aeFHhPlQwkHAMCZctOlg39KC16U/ttFGttLWvauFL3D7GQAADfxwQcfKCsrS1lZWfroo4/Kfb82bdo4Lk+YMKHYMWPHjtXs2bMvOFuTJk300EMPSco7vdkTTzxRahGPjY11nFcceTgmHACAqhSzO+9nxQdSrYukdrdI7W+RmveUfMo3swEAQHl069ZNl156qXbv3q2xY8cqKSlJw4cPV6NGjXTixAlNnjxZP//8s3r16qU1a9Zc8ON8/PHHWrt2rXbv3q0ff/xR69ev1+OPP67LLrtMoaGhSkpKUmRkpBYvXqzff/9dnTp10qOPPurEZ+reKOEAAFSXpOPShrF5P8F1pLY3Sh0G5S3w5h9sdjoAgJuzWCyaNGmSrr32WiUmJuqnn37STz/9VGhMp06dNHPmTDVu3PiCHyc0NFQrVqzQ8OHDtWDBAu3Zs0dPP/10iePDw8Mv+LE8ESUcAAAzZJ6VdkzN+wkIldoPkjrfmbfaOjPkAFxY1Pu3mB0Bpejatau2b9+u9957T3/88YdOnz6tsLAwtW7dWnfddZf+/ve/KygoqNKPU6dOHf3xxx9aunSpJk+erNWrVys6OlpZWVkKDw9Xq1atdOWVV+qWW24p98Jy3sJiVPTEcAAAz7V5nPTb02an8G416kuX3i51uktqepnZaQB4gYMHD8pqtcrPz6/QMcUA8jj7d4SZcAAAXEl6rLTh67yfOq2kTndKne+SIlqZnQwAADgBq6MDAOCqzh6WVrwvfdFd+rZ/3mnP0hPMTgUAACqBEg4AgDs4vTXvtGeftJdmPiQdXWl2IgAAcAHYHR2AVzAMQ+k5NqVk5io1y6qUrFylZuUqJdOa99+/rsvMsclmN2Q3jL/+K9nz/2xIdsPQ/93cQY1rsZI1TGLLkSJ/zfup00q67EGp63CpRl2zkwEAgHKghANwS1m5Np1OytSppEydSsxUdHKWkjNzlXJesU7NyivdadlW2ezOWYfyH9eyaA1cxNnD0qJXpaVv5517/LKR0sV9JYvF7GQAAKAElHAALik1K9dRsE8lZepkYt7lk39dl5CeLc7tAPzFliNFzsr7qdNS6v6A1O1+ZscBAHBBlHAApjlxNkN7o1N0LCHjXNFOytSpxAylZFnNjge4p7NHpMWvS8veyzvv+NVPSvU7mJ0KAAD8hRIOoMpl5ti070yK9kanam90ivadSdG+6FSlZlO0gSpjy5a2Tc77adk/r4y3HsCu6gAAmIwSDsCpTiZmaG90qvZFp2jvX8X7WEK6nHQ4NoALcWRZ3k+99tJVo6XO90j+QWanAgDAK1HCAVwQq82uPdEp2nM6RXujU7T3TF7xZjdywIXF7ZPm/VNa8pZ0+cPSlY9JofXNTgUAgFehhAMolxyrXdtPJGnDkQRtOHpWW48nKiPHZnYsABciI15a+R9pzWdSp7ukPs9KEa3MTgUAgFeghAMoVlauTVuPJ2rDkbPacDRB244nKdtqNzsWAGey5UjbJ0s7fpIuvV3qM0aq397sVAAAeDRKOABJUkaOVZujErXxaF7p3nEiWTk2SjfgFQybtGumtPsXqcMQ6Zp/SQ0vNTsVAAAeiRIOeKnUrFxtjkrU+qMJ2nDkrHafSpaV1dMA72bYpT2zpT1zpHY3S33/JTXuZnYqAAA8CiUc8CJR8en6c88ZLdoTo63Hk2SjdAMoliHtn5/302agdM3zUrMrzA4FAIBHoIQDHswwDO04maw/I/OK98HYNLMjAXA3B//M+2l1rTTgVWbGAQCoJEo44GFyrHatPRyvRXtitHhvjGJSss2OBMATHF4qHV4mdbxNuvYVVlMHAOACUcIBD5CSlatl+2L1554Yrdwfp9RsztUNoCoYUuQsae9vUvcHpH4vcp5xAAAqiBIOuKno5Ewt2hOjPyNjtOFognJtHN8NoJrYc6XNP0g7pklX/03q9U8pMMzsVAAADzRy5EhNmDBBzZs3V1RUlNlxnIISDriRuNRszd52SnN3nNauU8lmxwHg7XLTpZUfSpt/zDvH+BWPSn4BZqcCAJe3fPly9e/fv9zjx40bp5EjR1ZdIFQrSjjg4nJtdi3ZG6uft5zQ8v1xnEYMgOvJSJAWviRtGJt3vHinOyWLxexUAKrK6zXNTlC1XmeiA1WLEg64qD2nUzRzywnN2X5aZ9NzzI4DAGVLOi79+pi06Xvp5g+lRl3MTgQALm/06NH629/+VuqYpk2bVlMaVAdKOOBCEtNzNHv7Kc3cfFJ7olPMjgMAF+bEBunbfnmLt137qlQjwuxEAOCy6tevr0svvdTsGKhGlHDAZDa7oeX7YzVz80kt3RerHJvd7EgAUHmGXdoyXoqcLfX/P+mKRyQfX7NTAQBgOh+zAwDe6lBsqt77fa+uem+JHpmwWQsiz1DAAXierCTpj39JX/eRjq4yOw0AeISMjAx99tln6t+/vxo0aKCAgADVr19fAwcO1Lhx42Sz2Uq8b4sWLWSxWBwLvW3dulXDhw9Xs2bNFBwcrNatW+vZZ59VfHx8ofutXbtWd955py666CIFBQWpVatWeuGFF5SamlriY9ntdi1dulRjxoxRr169VLduXfn7+6tWrVrq2rWrxowZo+PHj5v+mlQ3ZsKBapSZY9Osbac0ffMJ7TiRZHYcAKg+sZHShEFSx6HSwLelmhzfCAAXYtOmTRo6dKhOnTpV6Pq4uDgtWrRIixYt0tdff625c+eqQYMGpW5r0qRJevTRR5WTc279ocOHD+vTTz/V/PnztWLFCjVs2FAfffSRnn/+eRnGuQWCjxw5ov/85z9avHixVqxYodDQ0CLbf/PNN/XGG28UuT45OVk7duzQjh07NHbsWE2ePFlDhw6t6Evh4MzXpDowEw5Ug9jULH20cL96vr9EL8/aRQEH4L0iZ0n/u0Ja9Ylks5qdBgDcyq5du9S/f3+dOnVK9evX12uvvabFixdr27ZtWrhwof7+97/Lz89PGzdu1K233qrc3NwSt7Vjxw49+uijat26tX788Udt2rRJS5cu1YgRIyRJBw4c0JgxYzRr1iz961//Uo8ePTRlyhRt3rxZCxYs0M033ywpbyb97bffLvYxrFarGjVqpL/97W+aNGmS1qxZoy1btmj27Nl6/vnnFRoaqoyMDN13333au3ev6a9JdbEYBb/OAOBU+86k6PtVRzV3+2l2NfcgC5++Ru0ahpkdo2psHif99rTZKeAtGnSShnwuNeludhLAqx08eFBWq1V+fn5q06ZN2XfgFGWVVvA84WWtjl6/fn3Vr19fhmGoa9eu2rlzp7p06aLFixerbt26RcYvWLBAt9xyi+x2u77//ns98sgjhW5v0aKFjh07Jknq2bOnFi1apJCQkEJj7rrrLs2cOVO+vr6qWbOm+vfvr+nTp8vX99zaHjabTb1799b69esVERGhM2fOyM+v8I7WUVFRatKkifz9/Yt9bidPntRVV12lU6dOacSIEZo0aVKRMSNHjtSECRPUvHlzRUVFFbrNWa9JWSr8O1IGZsKBKrDiQJzu/2GDbvxslX7ecpICDgDFidklfX+dtPD/pJwMs9MAgCnGjh2rTp06lfjz1VdfSZLmz5+vnTt3SpImTpxYbNmUpBtvvFF33HGHJGncuHGlPvb3339fpIBLcnwpYLPZlJWVpW+//bZQAZckX19fPf7445KkhIQE7dmzp8h2WrRoUWIBl/JOvfavf/1LkjR37lxVdH64Kl6T6kAJB5wkx2rXjM0ndMOnK/Xgjxu16mB82XcCAG9n2KR1/5O+uko6tMTsNADgsubMmSNJateunTp37lzq2GuuuUZS3rHSJS1I1qVLF3Xo0KHY2wpu//rrr1edOnVK3Ea+I0eOlJpJklJSUnT06FFFRkZq9+7d2r17t+NLgPzbKsLZr0l1YWE2oJIS03M0ef0xTVx/THGp2WbHAQD3lHRMmny71Pke6cb3pJDiP/ABgKd57bXX9Prrr5c5bvPmzZKk/fv3y2KxlGvbOTk5Onv2rOrVq1fktrZt25Z4v1q1alV4XEmrpB87dkwfffSR5s2b59gNviTx8fFq2bJlqWMKcvZrUl0o4cAFOhqfrh9WH9EvW04pM9d1TnkAAG5t5zTp0GLpxvelzneanQYAXEZsbOwF3S8jo/jDfYrbDT2fj49PhccVN7v8xx9/6I477igxw/kyMzPLNS6fs1+T6kIJBypow5EEfbfqqJbui5GdZQ0BwPky4qVfH5V2zZAGfy6FNzI7EQCYLr/k9urVS19//XW579e4ceOqilSqhIQE3XfffcrIyFBoaKjGjBmjG264Qa1atVLNmjUVEBAgSVq6dKkGDBggSRU+JtzdXpN8lHCgnDYcSdDHiw5o49GzZkcBAO9w8M+8Y8Vv/ohZcQBeLyIiQjExMYqLi9Oll15qdpwyzZw5U0lJSZKkX3/9Vddff32x4xITEy/4MdztNcnHwmxAGbYcS9Tw79fr7m/XU8ABoLplJeXNis94UMrg32AA3qtbt26S8s7fXdax1a4gMjJSklSnTp0SC7h07rjuC+Fur0k+SjhQgh0nkvTgjxs1bOxarTmUYHYcAPBue2bnzYofWGh2EgAwxZAhQxyX//Of/5iYpHysVqskKTs7W3Z78afrzcjI0MSJEy/4MdztNclHCQfOE3k6WY9O2KRbv1yjFQfizI4DAMiXFiNNvUv67Vkpt2KL9wCAuxs2bJjjlGJjx47VDz/8UOr43bt3a968edURrVht2rSRJKWnp+vnn38ucrvNZtOjjz6q06dPX/BjuNtrko8SDvwlKj5dT07dqkFfrNbivRe20iIAoBps/kH65hrp9DazkwBAtfH19dX06dMVGhoqwzD06KOP6sYbb9TEiRO1YcMGbd26VQsWLNB7772nXr16qVOnTlqxYoVpee+66y4FBgZKkkaOHKmXX35ZS5cu1ebNmzVhwgT16NFDP/30k3r16nXBj+Fur0k+FmaD14tLzdbnSw5q2qbjyrWx3DkAuIX4A9L310v9X5Z6PS35MK8AwPN16tRJa9as0R133KGDBw9q4cKFWriw5MN0wsPDqzFdYU2bNtXYsWP16KOPKjMzU++9957ee++9QmPuvvtuPfbYY7ruuusu+HHc6TXJRwmH10rNytW3K4/oh9VHlZHDeb4BwO3Yc6Ulb0hHV0i3fy+F1jM7EQBUuc6dO2vPnj2aOnWqZs2apS1btiguLk52u10RERFq166devfuraFDh6p79+6mZn3ooYfUrl07ffjhh1qzZo2SkpJUt25ddenSRQ899JDuuusuLV++vNKP406viSRZjIqejA1wc9lWmyatO6avlh/W2fQcs+PADS18+hq1axhmdoyqsXmc9NvTZqcAKi60oXTHD1KL3mYnAdzOwYMHZbVa5efn5ziOF8A5zv4dYSYcXmXB7jN6e/4enUxkQR8A8ChpZ6QJQ6R+L0nXjJEsFrMTAQBQLEo4vEJUfLpenxep5ftZ7RwAPJZhk5a9LR1fJ93+nVQjwuxEAAAUwSom8GhZuTZ9/Od+DfxsJQUcALzF4SXS172lY+vMTgIAQBGUcHisRXtidP2nK/TF0kPKsdrNjgMAqE6pp6UJg6RVn0gsfwMAcCHsjg6PczwhQ2/Mi9SSfZzrGwC8mt2at3r68XXS0G+kkDpmJwIAgJlweI6sXJs+XXRA13+6ggIOADjn4J/Sd9dKsfvMTgIAACUcnmHpvhgN/HSl/rvkoLLZ9RwAcL7Eo9L310n7fjc7CQDAy1HC4dZOnM3QoxM26+Hxm3X8bIbZcQAAriwnVZp2n7TiQ7OTAAC8GMeEwy1lW236ZsURfbX8kLJymfkGAJSXkXcas5jd0m1jpYAQswMBALwMJRxuZ8ORBL3wy05FJTDzDQC4QHtmSwmHpXunSrUuMjsNAMCLsDs63Ea21aa3f9uje79bTwEHAFRezC7p2/5S1BqzkwAAvAglHG5h96lkDf5itb5ffVR2TvcKAHCWjHhp4q3Sph/MTgKYxtfXV5Jks9lkGHzQAgoyDEM2m03Sud+VyqKEw6XZ7IY+X3JQQ79aowMxaWbHAQB4InuuNP9Z6c9/SxQQeKGAgABJeWUjI4O9DYGCMjIyHF9O5f+uVBbHhMNlHYlL07Mzdmj7iSSzowAAvMHaL6TkU9LQryW/QLPTANUmPDxcqampkqSzZ88qJCREFovF5FSA+QzD0NmzZx1/Dg8Pd8p2KeFwOYZhaMLaKH2wYL8yc21mxwEAeJPIX6W0GOmeKVJwbbPTANUiNDRUFotFhmEoLS1NJ0+eVJ06dSjj8Fr5e4WcPXtWaWl5e+NaLBaFhoY6ZfuUcLiU6ORM/WvmTq0+FG92FACAtzq2RvrhBmnEz6ycDq/g4+OjJk2a6NSpU44inpaWJovF4rRjYAF3cv76CBaLRU2aNJGPj3OO5qaEw2X8uvWkXp8bqZQsq9lRAADeLn6/9P310vAZUqMuZqcBqlxYWFihIi7lzQZarXwug3fLL+BhYWFO2yYlHKY7m56j/5u1S3/sPmN2FAAAzkk7I427WbpzgtTmOrPTAFUuLCxMbdu2VVpamlJSUpSTk+NYFRrwJr6+vgoICFB4eLhCQ0OdNgOejxIOUy3eE6MXf92l+LRss6MAAFBUTpr0093SoE+l7g+YnQaocj4+PgoPD3faAlQAiqKEwxRZuTa9MS9SP208YXYUAABKZ7dKc5/KW7Dtmn+ZnQYA4OYo4ah2J85maNTkLYo8nWJ2FAAAym/p21JOunTd62YnAQC4MUo4qtWy/bF6etp2JWfmmh0FAICKW/2plJ0m3fyhxKmbAAAXgBKOamG3G/rvkoP6fOlBFVjtHwAA97PpOyk3QxryheTD6ZsAABVDCUeVS8rI0T+nbdeKA3FmRwEAwDm2T8nbNX3Y95Kvv9lpAABuhBKOKrX7VLJGTd6ik4mZZkcBAMC59szOmxG/a5LkH2R2GgCAm3DuCc+AAmZsPqFhY9dSwAEAnuvgn9KUO/KOEwcAoBwo4XC6bKtNL/26U8//vFPZVrvZcQAAqFpRq6RJt0mZSWYnAQC4AUo4nOpUUqbu/Hod5/8GAHiXk5vyinhWstlJAAAujhIOp1l5IE6DPl+lnSf5AAIA8EKnt0mT75CyU81OAgBwYZRwVJphGPpiyUGNHLdRiRmc/xsA4MVObpSm3JW3cjoAAMWghKNSMnKsenzSFn286IDsnP8bAADp+Fpp6t1SLguTAgCKooTjgsWnZeveb9dr0Z4Ys6MAAOBaolZJ0+6TrNlmJwEAuBhKOC7Ikbg03f7VWu3g+G8AAIp3eKk0/X7JmmN2EgCAC6GEo8K2HEvUsLFrdfxshtlRAABwbQcXSjNHSjbWTAEA5KGEo0IW7D6j4d+vZwE2AADKa/986ZdHJLvN7CQAABdACUe5jV9zVH+bskVZuXazowAA4F72zJHm/cPsFAAAF+BndgC4PsMw9O7ve/XdqqNmRwEAwH1tmyzVqC9d95rZSQAAJqKEo1TZVpuem7FDv+2MNjsKAADub/UnUlhDqccTZicBAJiEEo4SJWfk6rFJm7Xx6FmzowAA4DkWvCjVqCtdOszsJAAAE1DCUayTiRkaOW6TDsWmmR0FAADPYtilWaOkkAipZT+z0wAAqhkLs6GI3aeSdftXayngAABUFVuONG2EFL3D7CQAgGpGCUchKw7E6e5v1ik2NdvsKAAAeLacVGnyHdJZFj4FAG9CCYfD/J3RemT8JqXncB5TAACqRXqsNGmolBZndhIAQDWhhEOS9NvO0/rntG2y2g2zowAA4F0Sj0pT75RyM81OAgCoBpRwaN6O0/rntO0UcAAAzHJ6mzTrCcng/8UA4Oko4V5uzvZTenr6dtko4AAAmGvPHGnZO2anAABUMUq4F5uz/ZSenbGDAg4AgKtY+aG0c6bZKQAAVYgS7qVmb6OAAwDgkuY+KZ3YZHYKAEAVoYR7oVnbTuq5mRRwAABckjVLmnaflHTC7CQAgCpACfcyv249qeeYAQcAwLWlx0o/3SNlp5mdBADgZJRwL/LLlpMaM3OH6N8AALiBmN3SL49KdrvZSQAATkQJ9xIzN5/Qv36mgAMA4FYO/CEtfs3sFAAAJ6KEe4EZm0/ohV92UsABAHBHaz+XImeZnQIA4CSUcA83Y9MJvUgBBwDAvc15Uoo7YHYKAIATUMI92IzNJ/TCrxRwAADcXk6aNH0EC7UBgAeghHuoRXti9NKvu2RQwAEA8Azx+6W5T5mdAgBQSZRwD7T1eKKe+mkrpyEDAMDTRP4qrR9rdgoAQCVQwj3Mkbg0PTJ+k7JyOZ0JAAAe6c9XpOPrzU4BALhAlHAPEpuapQd+3KjEjFyzowAAgKpiz5VmjpTSYs1OAgC4AJRwD5GWbdVD4zbpZGKm2VEAAEBVS42Wfn5YstvMTgIAqCBKuAfItdk1evIWRZ5OMTsKAACoLlGrpCVvmp0CAFBBlHA3ZxiGnv95p1YdjDc7CgAAqG5r/isdXmZ2CgBABVDC3dwHC/Zr1rZTZscAAACmMKRZo6T0BLODAADKiRLuxiasjdLXKw6bHQMAAJgp7Yw090mzUwAAyokS7qb+2BWtN+ZFmh0DAAC4gv2/S5u+NzsFAKAcKOFuaOPRs3p6+nbZDbOTAAAAl7Hw31LsPrNTAADKQAl3MwdjUvXYxM3KttrNjgIAAFyJNVP65RHJmm12EgBAKSjhbuRMcpYe/HGjkjNzzY4CAABcUcxuadFrZqcAAJSCEu4msq02PT5ps04nZ5kdBQAAuLINX0sHF5udAgBQAkq4m3hl9m7tPJlsdgwAAODyDGn2aCktzuwgAIBiUMLdwJQNxzRj80mzYwAAAHeRHiv9/pzZKQAAxaCEu7htxxP1xtw9ZscAAADuZs8cKXK22SkAAOehhLuw+LRsjZ68VTk2VkIHAAAX4PcxUnqC2SkAAAVQwl2U1WbX36ds1ZkUFmIDAAAXKD1O+uNfZqcAABRACXdR7/6+TxuOnjU7BgAAcHe7f5H2/mZ2CgDAXyjhLmjO9lP6cc1Rs2MAAABPMf9ZKYMv9wHAFVDCXcy+Myl68ZddZscAAACeJC1GWvCS2SkAAKKEu5TkzFyNmrRFmbk2s6MAAABPs3OatH+B2SkAwOtRwl2EYRh6Zvp2RSVkmB0FAAB4qt+eljKTzE4BAF6NEu4iPlt8UEv3xZodAwAAeLLUaGnx62anAACvRgl3AUv3xejzpQfNjgEAALzB1gnSyS1mpwAAr0UJN9mxhHQ9PW27DMPsJAAAwCsY9rzV0u12s5MAgFeihJso12bX36duVUqW1ewoAADAm0Rvlzb/YHYKAPBKlHATffTnfu0+lWJ2DAAA4I2WviWlsR4NAFQ3SrhJ1h6O13crj5gdAwAAeKusZOnPV8xOAQBehxJuguSMXD03Y4fsHAcOAADMtHOaFLXG7BQA4FUo4SZ4edYuRSdnmR0DAABAmv+cZGN9GgCoLpTwajZz8wnN3xVtdgwAAIA8cXul9V+anQIAvAYlvBodS0jXG/P2mB0DAACgsOUfSMmnzE4BAF6BEl5NbHZDz0zfrrRsdvcCAAAuJjc9b7V0AECVo4RXk29WHtbW40lmxwAAACjejmlS9A6zUwCAx6OEV4P9Z1L12aKDZscAAAAohSEt/D+zQwCAx6OEV7Fcm13PztiuHJvd7CgAAACli1ol7f/D7BQA4NEo4VXsiyUHFXk6xewYAAAA5bPoVU5ZBgBViBJehXaeTNJXyw+bHQMAAKD84g9IW8aZnQIAPBYlvIpk5dr07IwdstoNs6MAAABUzPL3pSz25AOAqkAJryKfLDqgQ7FpZscAAACouIx4afUnZqcAAI9ECa8Ce06n6IfVR82OAQAAcOHWj5WSjpudAgA8DiXcyQzD0CtzdsvGbugAAMCdWbOkpW+bnQIAPA4l3MlmbD6hLccSzY4BAABQebtmSnEHzE4BAB6FEu5Eiek5ev+PfWbHAAAAcA7DLi1/z+wUAOBRKOFO9MGCfUrMyDU7BgAAgPNEzpJi9pidAgA8BiXcSbYeT9T0zSfMjgEAAOBkhrT8XbNDAIDHoIQ7gc1u6N+zdstgLTYAAOCJ9v4mRe80OwUAeARKuBNMWBulPdEpZscAAACoIgbHhgOAk1DCKyk2JUufLmLVUAAA4OH2/y6d3mZ2CgBwe5TwSnpr/l6lZlvNjgEAAFD1lnFsOABUFiW8EtYcite8HafNjgEAAFA9Dv4pndhkdgoAcGuU8AuUY7XrlTm7zY4BAABQvTg2HAAqhRJ+gb5deVhH4tLNjgEAAFC9Di+RzuwyOwUAuC1K+AU4cTZD/1t2yOwYAAAA5ljzX7MTAIDbooRfgDfm7VFWrt3sGAAAAOaInCUlHTc7BQC4JUp4Ba09HK/Fe2PMjgEAAGAeu1Va96XZKQDALVHCK+g/C/abHQEAAMB8WydJGWfNTgEAbocSXgELI89o+4kks2MAAACYLzdd2vS92SkAwO1QwsvJbjf00UJmwQEAABw2fCPlZpqdAgDcCiW8nH7ddkoHY9PMjgEAAOA6MuKlbZPNTgEAboUSXg45Vrs+XXTA7BgAAACuZ92Xkt1mdgoAcBuU8HKYsuGYTiWxqxUAAEARiUelvXPNTgEAboMSXob0bKu+XHbI7BgAAACua8O3ZicAALdBCS/DD6uPKj4tx+wYAAAAruv4Wilmj9kpAMAtUMJLkZieo+9WHjE7BgAAgOvb9J3ZCQDALVDCS/HV8kNKzbaaHQMAAMD17ZwhZaWYnQIAXB4lvATRyZmauO6Y2TEAAADcQ06atGOa2SkAwOVRwkvw38UHlW21mx0DAADAfWz+wewEAODyKOHFOBKXpplbTpodAwAAwL3E7ZOOrjQ7BQC4NEp4MT5edEA2u2F2DAAAAPez6XuzEwCAS6OEnyfydLJ+3xVtdgwAAAD3tG++lMJnKQAoCSX8PF+vOCKDSXAAAIALY7dKW8abnQIAXBYlvICTiRnMggMAAFTW1omSnQVuAaA4lPACflh9lGPBAQAAKiv1tHR4qdkpAMAlUcL/kpyRqxmbTpgdAwAAwDNsn2x2AgBwSZTwv0zecEzpOTazYwAAAHiGfb9LmYlmpwAAl0MJl5RjtWvC2iizYwAAAHgOW7a062ezUwCAy6GES5q97ZRiU7PNjgEAAOBZtk8xOwEAuByvL+GGYei7VUfMjgEAAOB5Tm+T4vabnQIAXIrXl/Bl+2N1MDbN7BgAAACeacc0sxMAgEvx+hL+7UpmwQEAAKrMrpmSwSlgASCfV5fwnSeTtP7IWbNjAAAAeK7kE1LUarNTAIDL8OoSziw4AABANdjJLukAkM9rS/iJsxn6Y/cZs2MAAAB4vr2/SbZcs1MAgEvw2hL+w+qjstk5PgkAAKDKZSVJR1aYnQIAXIJXlvDkjFzN2HzC7BgAAADeY89ssxMAgEvwyhI+ecMxZeTYzI4BAADgPfbNl2xWs1MAgOm8roQbhqGfNh43OwYAAIB3yTwrRa00OwUAmM7rSvjawwk6mZhpdgwAAADvs2eO2QkAwHReV8I5FhwAAMAk++ZLdg4JBODdvKqEJ2fmagGnJQMAADBHepx0bI3ZKQDAVF5VwuduP6Vsq93sGAAAAN4rcrbZCQDAVF5VwmdsPml2BAAAAO+27zfJzqQIAO/lNSV8b3SKdp1KNjsGAACAd0uLkU5sMDsFAJjGa0r49E0syAYAAOASDv5pdgIAMI1XlPAcq11ztp8yOwYAAAAk6eAisxMAgGm8ooQv2hOjxIxcs2MAAABAkmJ2SSnRZqcAAFN4RQnn3OAAAAAu5hCz4QC8k8eX8OjkTK06GGd2DAAAABTELukAvJTHl/CfN5+U3TA7BQAAAAo5slyyWc1OAQDVzqNLuGEY+nkr5wYHAABwOdkp0on1ZqcAgGrn0SV8/ZGzOpaQYXYMAAAAFIdTlQHwQh5dwlmQDQAAwIUdXGx2AgCodh5bwjNyrFqw+4zZMQAAAFCS2Egp+ZTZKQCgWnlsCV+xP06ZuTazYwAAAKA0h5eanQAAqpXHlvCFkcyCAwAAuLxja8xOAADVys/sAFUh12bX0n2xZscAAMDlpWQb+v2gVZtO2bQ52qZTKXbFZRjKzJVqBVl0ST0f3dzGT49081dESOnf3R9Lsmvs5hwtOmLV4bN2pedKYQFS+7q+uqm1n0Zd7q96NS78+/+RszM1YUduhe4z7tYgjewaUOT6X/fm6sO1OdoZY5OvRerR1FevXBOoa5qX/tFoV4xN3b9NV1iAdOCpUNUt4zVBOURRwgF4F48s4esOJygli/NOAgBQlo2nbLr3l8xib4vLMLTimE0rjtn04docTR4arBtaF//RYequXD02L1MZ53XkxCxp3Umb1p206b8bcjTjzmBde3H1ffxoF1G0JH+2PlvPLMwudN3iIzYtO5qhGXcG6/YO/iVu7++/Z8lql965NogC7izJx6Wk41Kti8xOAgDVwiNLOLuiAwBQfs3CLep/sZ8ua+SjZuE+ahRmkd2QTqYY+nlPrn7da1V8hqEh0zK06bEa6tzAt9D9152w6oFZmbIZko9FerCLv25t56fGYT46nmzXhB25mnfAqoRMQ0N+ytDuv4WqRa2KF9h3rg3UmJ5FZ7ULSsw01G9ChuyG1KaOj65uVvijztFEu55flFfAB7X10z97BCjbaujtVTlaf9KmR+dmamArP4UGWIpse+KOHK06blP3Rj564vKSizouQNQaqSslHIB38LgSbhiGFu2JMTsGAABuoX8LXx1/JqzE2+/q6K/Z+3I1dHqmcmzSGyuy9ctdIYXGvLs6RzYj7/IXNwXpb1ecK8pXNPHVsEv89dzCLH2yPkfpudIn63L0+U1BFc7aJNxHTcJLHzN2U47sf2V5oEvRojxlV65y7VKHuj6ac0+wfCx5ZbtvCz+1+CxNCZmG5uyzanjnwvdNzjL0/KJsWSR9eXOQ435wkmOrpa73mp0CAKqFx+1HtfV4kmJTs8seCAAA5OtTdpm8rb2/2tfN+8iw8ljRM4+sOZ53CFhEsKVQAS/o1b6BjstrT1TdIWMTd+btD2+RdH/noiV825m8/Hd19CtUpEMDLBrU1q/QmIJeWZatmHRDD3fz11VNPW4Ow3wcFw7Ai3hcCf+TXdEBAHC6Gn/12SyrUeS2nL8668W1Sy70NYMsqhuSd3t2FZ1B9GCCTetP5m28bwtfNS9ml/fkrLz8jUKL3tYw1FJoTL4dZ2z6alOOagdJ7w0ILHI/OEHiUSnltNkpAKBaeFwJ53hwAACca2+cTdvP2CXJMSNeUNu/Fj87mli0oOdLyTYUn2EUGu9sEwusnP5AMbPgUt6XAZJ0Jq1o1vzr8sdIeYe5/f33LNmMvMXYKrO6O8rAbDgAL+FR/yfZdyZFUQkZZscAAMDtZeQaOphg0yfrstV/QobjmO9/9ii6u/kTl+Vdl5Bp6OvNOcVu760V2UXGO5NhGJq8K6+Eh/hLd1xSfAnv8teicj/vzZVhnCvi6TmGfjtg/WvMuY9HE3bkas0JFmOrFlGrzE4AANXCow5qWribBdkAALhQ47fn6KE5WSXePubqAA3vVLSIPtrdX6uO2zRlV67+/nuWtpy2aUg7PzX6a3X0yTtzNWtfXsF9oVeABrZy/sePlcdsikrKK9VD2/srLLD4XeOHd/LXWyuztTvWrmEzMvXklXmro7+zKkcJmYZqBkq3ts97jklZhl5YzGJs1eYYM+EAvINnlXB2RQcAwOm6NvTR17cEqUcJC5L5+lg0+fZgDWnnp/dXZ+v7bbn6flvhE4b3b+GrF3sHVkkBlwrviv5gMaui52tVx0dv9w/Ui0uyNWuf1fHlgJR3erWvBwUr/K8C/++lWYpNN/RwVxZjqxYJh6T0BKlGhNlJAKBKecz/UU6czdCe6BSzYwAA4LZua++vyxvn7a6dmSsdTrRrRmTeLPbwXzP12Y1BGtS2+IK7L96mqbtytSvWXuzt607aNHFHrjrV91GjMOceDZeZa+jnvXklvEmYRQNa+pY6/oXegWpRy0efrM/Wrhi7fH2kKxr76v/6BGpAy79WSI+26evNuaodJL1/3bnF2KbvznXcL8BX6nWRn97qH6jujUp/TJTT6W1Sm+vMTgEAVcpjSjiz4AAAVE6tIItqBZ0rk1c08dU9l/pr0o4cPTg7S7dOy9QPQwyN7Fr4mO5Vx6waMi1DSVlS85oWvX1toK5v6ac6wRbFpBuau9+qfy/N0pRduVpxzKo/R4SoQz3nldY5+61K+euQ8xGd/cu12/jdl/rr7kuL/0LBMAz97a/F2N4usBjbB6uz9eKSvAdqUcuitBzp94NWLTtq1cIRIerT3GM+Vpnn9FZKOACP5zELs/0ZyfHgAABUhfu7BOjOjn6yG9KTv2cpMfPcgmbZVkP3/pKppKy8U3ytf7SGRnQOUINQH/n7WtQ03Ed/uyJAqx6qoSA/6WSKoQdmZzo1X6FV0UvZFb28ftyWq/UnberW0Eej/lqM7fBZu/69LO/48Jl3BuvoP8MUOyZU/+wRoEyr9MjcLNmNkleHRzmd2mp2AgCoch5RwuPTsrX52FmzYwAA4LFubZdXRtNzpT8OnTuOesEhq06l5pXPp64MUMNizr8tSR3r+2rEX4u6bT5t144zzjlZeEyaXX8ezstzWSMfXVLJGfbETEMvLckr21/dcm4xtqm7cmW1S4Pa+jlWXrdYLHr/ukDVC7Ho4Fm71p6oohOge5PTlHAAns8jSvjy/XGy8+UzAABVpl7IuV28jyWdO+57b/y5y2UdF31Z43O374sv/tjxipqyK9dx+rQHu1T+1GcvL8lSXIahh85bjG17TF7B7tWs8HMM8rOoe6O8j1P551JHJaTFSMmnzE4BAFXKI0r42sPxZkcAAMCjnUo9VzBDA84Vcr8CnySsZXwjnltgotjPSZ9A8ndF9/eR7u1UuWOyt5y26dutRRdjk6TkrLznVjOo6PHmtf66Ln8MKonZcAAeziNK+IYj7IoOAEBVmrnn3C7onRqc+/hwca1zl1cdK3137BXHzm3j4tqV/wiyK8amHTF5Xw7c3MZPdUMufJuGYejvv2fJft5ibPnyy/fJlKKz3SdS8sp3eAnnJkcFcVw4AA/n9iX8eEKGTiU5d4EXAAC8xfjtOcqylj6D++m6bP1+MK9At6hlUe+Lzu2SPaCln0L+Wgtt7OYc7Yopvoj/cTDXcU7uJmEWdW1Y9CNIv/HpsryRIssbKYpKKnvX7glOXJDt+6252nCq8GJsBXVpkPecp0daZSsw438k0a4NJ/Oec3HPCReAmXAAHs7tz6Wx/kiC2REAAHBbry/P1nN/ZmtYBz/1vshXrWr7KDTAotQcQ7ti7JqyK1dr/lpwLMBX+m5wsPx8zs341gqy6MVegXp1ebZSc6SeP6brqSsDdH1LP9UOtigmzdCc/bn6bmuuY/2W968LLNdpxEpjsxuauiuvhNcJtmhQ2wv/SHO2wGJsX94cVGy24Z389dbKbB06a9et0zL1zFUBSs0x9MLibNkMqWVti3pdxLnCneL0NskwpEq+RwDAVbl9CV9HCQcAoFLOZhr6bmteUS5J03CLfhwSrOtaFv3o8O9rAnQ209B/N+QoLUd6b3WO3ludU2Scv4/07oBAjehc+QXUFh2xKTotr9Xf09FPAb4XXtheWpylhExDD3f119XNiv9o1KqOj97uH6gXl2Rr/kGr5h88t2t9oK/045DgSn+xgL9kJUtnj0gRrcxOAgBVwu1L+AZKOAAAF2zJAzW0+IhVy6Ks2htvV0yaoYRMQ0F+UoMaFnVt6KtBbf10V0d/hfgXXzItFos+vTFIIzr76/utOVp9wqZjSXZl5EqhAVLrOj7q29xPT1zur7YRzpktnrTzXMmvzK7om07Z9P22XNUqZjG2873QO1AX1fTRJ+uzFRlrl7+v1KuZn97sH6jLGzML7lRndlLCAXgsi2EYbruU57GEdPX9cLnZMQB4mYVPX6N2DcPMjlE1No+Tfnva7BQAvF3fF6X+L5mdAgCqhFuvILLuMLPgAAAAHidur9kJAKDKuHUJZ1E2AAAADxS7z+wEAFBl3LyEc35wAAAAj3P2sGQreaFAAHBnblvCj8an60xKltkxAAAA4Gx2q5RwyOwUAFAl3LaEsys6AACAB4vluHAAnokSDgAAANcTx3HhADwTJRwAAACuh5lwAB7KLUv4kbg0xaRkmx0DAAAAVYWZcAAeyi1LOKuiAwAAeLizRyRrjtkpAMDp3LKEbzjKrugAAAAezW6VEqPMTgEATueWJXzXqWSzIwAAAKCqJR0zOwEAOJ3blfDMHJui4tPNjgEAAICqxkw4AA/kdiV875kU2Q2zUwAAAKDKMRMOwAO5XQnfczrF7AgAAACoDomUcACex+1KeCQlHAAAwDswEw7AA7ldCd8TTQkHAADwCsyEA/BAblXCbXZD+89QwgEAALxCVpKUxVlxAHgWtyrhR+PTlJVrNzsGAAAAqguz4QA8jFuVcI4HBwAA8DJJx81OAABO5VYlnJXRAQAAvAyLswHwMO5VwlmUDQAAwLsknTA7AQA4lVuV8L2UcAAAAO+SHmt2AgBwKrcp4TEpWYpPyzE7BgAAAKpTGiUcgGdxmxIeeZrTUwAAAHid9DizEwCAU7lNCWdRNgAAAC/ETDgAD+M+JZzjwQEAALxPZqJks5qdAgCcxn1KODPhAAAAXshgcTYAHsUtSni21abjZzPMjgEAAAAzsEs6AA/iFiX8xNkM2Q2zUwAAAMAULM4GwIO4RQk/lsAsOAAAgNdiJhyAB6GEAwAAwLVxTDgAD+IWJZzjwQEAALxYerzZCQDAadyihB9LSDc7AgAAAMySzVlyAHgO9yjhzIQDAAB4r+w0sxMAgNO4fAm32w2dPJtpdgwAAACYJYcSDsBzuHwJP5OSpRyb3ewYAAAAMEt2qtkJAMBpXL6En2BXdAAAAO/G7ugAPIjLl/DTyeyKDgAA4NVYmA2AB3H9Ep6UZXYEAAAAmIljwgF4EDco4cyEAwAAeDWOCQfgQSjhAAAAcG22HMmaY3YKAHAKNyjh7I4OAADg9dglHYCHcP0SzsJsAAAAYJd0AB7CpUt4alauUrOsZscAAACA2ex8JgTgGVy6hEcnsys6AAAARAkH4DFcuoTHp2WbHQEAAACuwG4zOwEAOIVLl/CUTL7xBAAAgJgJB+AxXLyE55odAQAAAK6AEg7AQ7h0CU+mhAMAAECSDLvZCQDAKVy6hKdkUcIBAAAgZsIBeAyXLuHMhAMAAEASJRyAx6CEAwAAwPWxOjoAD0EJBwCcE9Fasrj0/xoAeCtmwgF4CJf+pMXq6ABQzS7uI13/ptkpAKAoFmYD4CFcuoQzEw4AJuj5lHT5I2anAIDC2EsHgIdw6X/NkjPZ7QgATHHzh1KbgWanAIBzfAPMTgAATuHSJZxTlAGASXx8pTvGSQ07mZ0EAPJQwgF4CJct4Vm5NuVYOfYHAEwTGCrdN0MKa2x2EgCQfP3NTgAATuGyJZzjwQHABYQ3lobPkALCzE4CwNsxEw7AQ1DCAQCla9hJunOcZPE1OwkAb0YJB+AhKOEAgLK1uT5vsTYAMAu7owPwEC5bwjlHOAC4mCseyTt9GQCYgZlwAB7CdUs4K6MDgOu5/i2pwxCzUwDwRpRwAB7CZUu41WaYHQEAcD6LRbr9W6nJ5WYnAeBt2B0dgIdw2RJu0MEBwDX5B0v3TpNqNTc7CQBvwkw4AA/huiVctHAAcFmh9aThP0tBNc1OAsAbWHzzvgAEAA/guiWcDg4Arq1eW+nuyZIPu4gCqGKBYXmHwwCAB3DdEm52AABA2S6+RhryhdkpAHi6oHCzEwCA07hsCbczFQ4A7qHrvVLfF8xOAcCTcegLAA/isiWcDg4AbqT/y1Lnu81OAcBTBdUyOwEAOI3rlnCzAwAAKmbI/6Tmvc1OAcATBbI7OgDP4bolnKlwAHAvfgHSPZOliDZmJwHgadgdHYAHceESbnYCAECFBdeWhs+UQuqanQSAJ6GEA/AgLlzCaeEAXNPEdVFmR3BtdS6W7v1J8gsyOwkAT8Hq6AA8iMuWcDsdHICLmrLhuL5dedjsGK6t2ZXS0G8kcV5fAE7ATDgAD+KyJZwODsCVvffHPv2xK9rsGK6t423Sda+bnQKAJ6CEA/AgrlvC2R0dgAszDOmZGdu17Xii2VFcW++npctGmp0CgLsLiTA7AQA4jcuWcABwdVm5dj02cbNOnM0wO4pru/ljqdUAs1MAcGehDcxOAABO47Il3M5MOAA3EJ+Wo5HjNio5I9fsKK7L10+6a4LU4FKzkwBwV2ENzU4AAE7jsiWcDg7AXRyOS9cTkzcr12Y3O4rrCgyT7pshhTUyOwkAd2PxYSYcgEdx2RLuY2FFXQDuY/2Rs3rhl51mx3BtNZtI906T/GuYnQSAOwmpK/n4mp0CAJzGZUt4SCD/2AJwL79uPaX/Lj5odgzX1rirdMePkoV/4wGUE7uiA/AwLlvCQwP9zI4AABX26eIDmrXtpNkxXFu7G6Ub3zc7BQB3QQkH4GFctoSHBVHCAbinF37epfVHEsyO4dp6PC5d9TezUwBwB5RwAB7GZUt4aKC/2REA4ILk2Ox6YtIWHY5LMzuKaxv4jtR+kNkpALi6UEo4AM/isiWcmXAA7iw5M1cPjdukhLRss6O4Lh8f6fbvpMbdzU4CwJUxEw7Aw7hsCeeYcADu7vjZDD02cbOycm1mR3FdASHSfdOlmheZnQSAq6KEA/AwLlvCmQkH4Am2Hk/SszO2yzAMs6O4rtD60vCZUmBNs5MAcEXhjc1OAABO5bIlnJlwAJ7i911n9P6CfWbHcG3120t3T5R8WA8EwHlqX2x2AgBwKpct4X6+Pgryd9l4AFAh36w4oqkbjpsdw7W17CcN/szsFABcSXAdKbiW2SkAwKlcuuWyQjoAT/LqnN1acSDO7BiurdsIqc8Ys1MAcBV1mAUH4HlcuoRzXDgAT2K1G/r7lK3aG51idhTXdu2/pUvvMDsFAFfArugAPBAlHACqUVq2VQ+P36SYlCyzo7gui0W67SvpoqvNTgLAbHVamp0AAJzOpUs4i7MB8ETRyVl6ePwmpWdbzY7iuvwCpXumSnVamZ0EgJnYHR2AB6KEA4AJIk+n6Kmftslm59RlJQqpk3fqsuA6ZicBYBZ2RwfggVy7hLM7OgAPtnRfrN6cF2l2DNcW0Uq69yfJN9DsJADMwO7oADyQS5fwMGbCAXi4CeuO6YfVR82O4douuirvGHFZzE4CoDr515DCGpidAgCczqVLODPhALzBO/P3aGHkGbNjuLZOd+Stmg7Ae9RuYXYCAKgSLl3C69Rg90MAns9uSE9P264dJ5LMjuLarhkjdbvf7BQAqksECzMC8EwuXcIb1wwyOwIAVIvMXJsembBZJxMzzI7i2gZ9JrXsZ3YKANWh/iVmJwCAKuHSJbxRrWCzIwBAtYlPy9ZD4zYpJSvX7Ciuy9dPumuiVK+D2UkAVLUGHc1OAABVwqVLeONazIQD8C4HY9M0evIW5drsZkdxXUE1805dFsqCTYBHo4QD8FAuXcLrhQYqwNelIwKA0605lKCXf91ldgzXVquZdO80yT/E7CQAqoJ/COcIB+CxXLrhWiwWNeS4cABeaOaWk/rf0oNmx3BtTbpLw36QLC79vzIAF6Jee8mH320Ansnl/3Vjl3QA3urjRQc0Z/sps2O4tvY3Sze8a3YKAM7WgEXZAHgu1y/hNVmcDYB3MgzpXz/v1Kaos2ZHcW1XjZaufMLsFACcqT7HgwPwXK5fwlkhHYAXy7Ha9fjEzToan252FNd24/tS25vMTgHAWZgJB+DBXL6EN2J3dABeLjEjVw+N26iz6TlmR3FdPj7SHT9IjbqYnQSAMzS41OwEAFBlXL6EMxMOAFJUQoYen7hZ2Vab2VFcV0AN6b4ZUnhTs5MAqIwa9aUadc1OAQBVxvVLOMeEA4AkafOxRD03Y4cMwzA7iusKaygNnyEFhpudBMCFasgsOADP5vIlvEltSjgA5PttZ7Q+XLjf7BiurUFH6c7xko+f2UkAXIgml5mdAACqlMuX8NBAP4UF8UEKAPJ9tfywpm86bnYM19Z6gHTLx2anAHAhml5hdgIAqFIuX8IldkkHgPP936zdWn0w3uwYru2ykVKvp81OAaCimlxudgIAqFLuUcJZIR0ACrHaDY2eskUHYlLNjuLarntd6jjU7BQAyqv2xVKNCLNTAECVcosS3ogV0gGgiNQsqx4at0mxqVlmR3FdFot029dSsx5mJwFQHk2ZBQfg+dyihDehhANAsU4lZerRCZuVmcOpy0rkHyTd81PeDBsA18au6AC8gFuU8Fb1Qs2OAAAua+fJZD310zbZ7Zy6rEQ1IqThP0vBtc1OAqA0LMoGwAu4RQlv3zDM7AgA4NIW743RW/P3mB3DtdVtLd09RfINMDsJgOL4BkoNO5mdAgCqnFuU8OYRIQoJ8DU7BgC4tHFrojR+zVGzY7i2Fr2kW780OwWA4jTqLPnxJRkAz+cWJdxisahNA2bDAaAsb/62R4v3xJgdw7V1vkvq/39mpwBwPo4HB+Al3KKES1J7SjgAlMluSP+Ytk27TyWbHcW19X1e6nKf2SkAFNSM48EBeAe3KeHtOC4cAMolI8emh8dv0qmkTLOjuLYhn0st+pidAkC+5r3MTgAA1cJtSnj7RpRwACiv2NRsPTxuk1Kzcs2O4rp8/aW7J0t125mdBEBEaymsodkpAKBa+JkdoLzaNww3O4JHs2UkK23XImUe3KDcpGjZs9LkGxwu37C6Cmp2qULaXq3AJh2K3M8w7MpNOKmc6APKjj6gnOiDyok7KtmskqQG976roIs6VzqfYc1V5pFNjsewpsTJnpkie06mfAJC5F+niYJadFVolxvlF1631G1l7F+r5I2/KDcuSrL4KLBRO9XsdY+Cml1a6v1y4qIUPf6f8gkIVuPHvpFvSM1KPy+gKu2PSdXfpmzVuJFXyM/Xbb5zrV7BtaThM6Tvr5PS48xOA3ivFr3NTgAA1cZtSnidGgGqFxaouNRss6N4nPR9q3X2z69kz0wpdL0t7axsaWeVE31AuYmnVf/2fxe97+5lSvj90yrPaE2NU9ysd4u9zZ6VquzT+5R9ep9SNs1WnYGjFXrpgGLHpmyao8Sl3xW6LuvYdmUd36l6t76okHY9S8xw9s+xkt2mWtc8QAGH21h1MF7/nr1b7w+r/JdhHqt2C+ne6dL4WyQru/ADpuDQEABexG1KuJR3vnBKuHOl7V6ihN//Kxl2+YTUUli3mxTYtKN8gkJlT09UbtIZZR7aKItPSaeIM85d9PFTQL3mMuy2vFlmJ/MJqaWgizopsFEb+YbXl29oHVl8fGVLS1Dm4c1K37NcRm6WEuZ/Jt/gmgpuVXiV1dykM0pcPk6SFNzqCoVdfqsMW66S105Tzun9SljwuYIu7iafgOAij522e4myT0YqoEErhXa90enPDahK0zad0EURIfpbv9ZmR3FdTS+Tbv9WmvmgZNjNTgN4H2bCAXgRtyvhqw7Gmx3DY+TGn1DCgv9Jhl2BTTuq/h2vyiewRqExwZLCLxssw1b8caX+Ec1Ue8DjCmzUVgENWsriF6Ck1VOU7OQS7leroZo+OUkWi6XY20Pa9lRolxt0ZsoLkt2qpFWTipTw9D3LJbtV/hHNVG/YK7JY8nbPDWp2qU59/YjsmSnKOLheoR37F7qfPTv9r/JuUZ3rRzvuB7iTDxfu10V1QjSoc2Ozo7iuS4ZI178p/Vl0rx8AVahuO44HB+BV3KpNtOO4cKc6u/hryZYrn+Bw1Rv6cpECXpDF17/Y6wMbt1P45UMU2KS9LH4BVRVVFotPiQW8YJag5l0kSTkxh2XPKbxbaW7MEUlSSPvehYq0T0CwgltdUWhMQUmrJsuenqTQztcrsEn7Sj0PwCyGIT03Y4e2HDtrdhTX1vMp6fJHzE4BeJeWfc1OAADVyq1KeHtOU+Y0uQknlHVshyQprPsgjznG2cc/0HH5/Nl7e3a6JMk3tE6R+/nWqF1oTL6c2CNK3TpfPkGhqtX3QWfHBapVttWuxyZu0bGE9LIHe7ObP5TaDDQ7BeA9WvYzOwEAVCu3KuGt64fK16f02VCUT/q+1Y7LIe3PHYdly0pT7tlTsp23SJs7sKUnKev4TkmST3C4fIML7zmRP9NvS0ss5r6JhcZIkmEYOvvn15JhZzE2eIyz6Tl6aNwmJWXkmB3Fdfn4SneMkxp2MjsJ4PksvhwPDsDruNUx4UH+vmoREaLDccziVFbO6f2SJEtgDflHNFNa5DKlbPil0IJqfjUbqMalAxR+5dBiFytzBYY1V9a0BGVFbVfKhl9kz0qTJIVdPqTIWP/6F0sH1ipj/xrV7HWvY/d2e06WMg9vOjfmL+m7lyj71B4WY4PHORKfrscnbdHkR3oowM+tvoutPoGh0n0zpO8GSKmnzU4DeK7G3aQgvuQG4F3cqoRLUvtG4ZRwJ8hJOCFJ8qtZX4mLv1bq1vlFxliTY5S8Zqoy9q9R/bvelF9YRHXHLFbW8Z2K+enlEm+vcUk/1bxyWLHXJ6+dptz4Y4qb/a7Cug+SrLlKXjdD9swUWQJrKKTNVZIke1aaEpePF4uxwVNtPHpWz/+8Q5/d083sKK4rvHHeOcR/vEnKSTU7DeCZWvUvewwAeBj3K+ENwjRf0WbHcHv2zLwPlLkJJ5Ube1Q+gTVUq99IhbTtKZ+AEOXERSlp9WRlHdmi3Phjip/zvhoM/8Cly6hvzQaKGPg3Bbe8rNjb/Ws3Uq0+9ytpxXhlHlinzAPrzt1o8VHEwL/JJzBEkpS0apLsGUmq0YnF2OC5Zm8/rYvqhOjZge3MjuK6GnaS7hwnTb1bMmxmpwE8T5sbzE4AANXO7Ur4pU3YZckZjNysvAu2XMnio/p3vlGobAY2aqP6d7ym2J/fUNaRLco+tVcZ+9eqRnvzj9sKaNhWjR7+nyTJsFllS4lVxsGNSo9cqoQ//quavUcorEvxiyrVvOoO+dWsr5RNs5Ubd0zy8VFAwzaqefVdCm7RVVLeyuqp2/6QT1Coavcb6bhv+t6V5+7n66egJh1Us88IBTbk3MtwX58vPaRmdUJ05+XNzI7iutpcn7dY2/xnzU4CeJYa9aQmxX9xDgCezO1KePfmteVjkeyG2Uncm8UvwFHEQ9r3Lna212LxUe1+Dyv6yBZJUsbelS5Rwn0CghRQr8W5Kxq2VkjbnqrRsZ9if35DZxd8Lltagmr1urfY+9focI1qdLim2NsMw1DCn1/lLcbW537HYmzJ639W0orxkvJm3I2cTGUe2ays47tU/643FNTsUmc+RaBavTxrl5rUClbP1nXNjuK6rnhEOntEWvc/s5MAnqP19ZKP6+5hBwBVxe3+5asZ7K+2DThVWWUVXGitpN23JSmgXnP5huYdC54dfbDKc1VGcIuuCv9rQbbkNT8p96/j3isibeci5Zzen7cYW7ebJEm5idFKWjVJkkV1b31RTUf9oKZPTVHYZUNkWLOV8MfnMgy7M58KUK1ybYZGTd6iQ7Ec91yqgW9LHQabnQLwHO1Y9BSAd3K7Ei5JPS4uep5nVIxv+LkZL9+w0me/8sfaMpKqMpJTBLfOW1hNhl0ZBY/5LgdbVpqSVk7Q+Yuxpe9ZLtltCm59hWNPAIvFotr9RsonpKasiaeVfWqvE58FUP1SsqwaOW6T4lKzzY7iuiwW6fbvpCaXm50EcH++AVKra81OAQCmcMsSfgUlvNL8I5qf+4O9jFncv2Z5LT6+VZjIOXxDzp0b3JocW6H7Jq2YIHtGsmp0uq7Q7vm5sUclSYFNLik03uIXoIAGrSRJOTFHLjQy4DJOJmbq0YmblZXLAmQl8g+W7p0m1Wpe9lgAJWveUwpkz0YA3sktS/iVLSjhlRXUrKPjsjWp9NXmrUkxkiRfFzlFWWlsaQmOy5aAoHLfL/vMIaXtWFhkMTZJsmfnnRIvf+X0gnwCa0iSjOyMC0gLuJ4dJ5L0z2nbZGfhjZKF1pOGz+TcxkBltGVXdADeyy1LeP3wILWIKFqIUH7BbXpIPnnr8pW223bW8V2yZ6ZIkoKadixxnKtI37fGcbnQ4m2lMAxDZ/8cW2Qxtnz5RduamlDkvrbUeEmSpZiCDrirhZExevd3DrEoVb120t2TJR9/s5MA7okSDsCLuWUJl6QrmA2vFN/gcIX+dRqvrKhtSt+zosgYe3aGzi75zvHn0K5V9z/MM1Nf1LEPBunYB4NkTY4pcnv6nhWOGemSpO9dpbTtf0iSLIE1FNy6R7keO23HQuVEF16MrSD/+hdLkjL2rZRhP7ebbm7SGWWf3i9JCvhrDOApvl99VJPWRZkdw7VdfI005AuzUwDup247qQ7/3wTgvdzuFGX5rry4jmZuOWl2DLdWq/dwZR7eJFtKnOLnf6LsU3sV0ranLIEhyo2LUvL6n2U9m/cah3a7WYGN2ha7nbRdiwv9OeevY6glKfPI1kLHZvvVbnRBM+qp2/9QwsL/KaTNVQps2lH+EU3lExgie062rGdPKmP/GmUe2fzXaIvqDHhcvsFlH2tmy0xV0sqJefe5fpRjMbaCalzST8lrp8maGK24X99W2OW3ysjJVOKK8ZJhl1+thgpsekmR+wHu7vV5e9S0doj6t69vdhTX1fVeKfGotOIDs5MA7qPtDWYnAABTuXUJR+X4htRUgzvfVOyvb8qaGK3Urb8pdetvRcbV6HS96gx4vMTtJPz+WYm3pWz4ufC2Lh1wwbu1GzmZSo9cpvTIZSWO8QkKVe3rnlBox/7l2mbSigmyZ6aoRqfrFdikQ7Fj/Gs3Uq0+9ytpxXhlHt6kzMObzt3o66+Im/5ZbHkH3J3NbujJqVs1Y9TV6tiY459L1P9lKTFK2jnd7CSAe2g/yOwEAGAqty3hzSNqqEF4oGJSOJ1OZfjXbaZGI79Q6rbflbF/jayJp2XPzZRvSC0FNumgsK43Kah5Z7Njqu7gMcqK2qGs4zuVGxclW3qibBkpsvj6ySc4XAH1miu45WUKuaSffINCy7XN7OgDStv5p3wCaxRZjO18Na+6Q37h9ZSyabZy449LPr4KbNpBtXqPUGCjNk54hoBrSs+x6ZHxmzX7773UsGb5Fzv0OkP+JyWfko6tNjsJ4NrCm0rNrjQ7BQCYymIYhtsugfvk1K36bWfpK3sDACqvQ6NwzRx1tUID3fa726qXmSh9f72UcNDsJIDruvpJ6YZ3zE4BAKZy631o2SUdAKrH3ugUPTl1q2ycuqxkwbXzTl0WUtfsJIDruvR2sxMAgOko4QCAclm+P06vztltdgzXVudi6d6fJD923QeKqN1CanKZ2SkAwHRuXcLbNQhTzWDO0QoA1WXKhuP6duVhs2O4tmZXSkO/lmQxOwngWjoONTsBALgEty7hFotFlzevbXYMAPAq7/2xT3/sYj2OUnUcKl33mtkpANfSkV3RAUBy8xIusUs6AFQ3w5CembFd244nmh3FtfV+Rur+oNkpANcQ0VpqZP7ZVgDAFbh9Ce/RMsLsCADgdbJy7Xps4madOJthdhTXdssnUqsBZqcAzMcsOAA4uH0J79ykpuqGBpgdAwC8TnxajkaO26jkjFyzo7guXz/pzvFS/Y5mJwHMdekwsxMAgMtw+xLu42NR/3b1zY4BAF7pcFy6npi8WTlWu9lRXFdQuDR8hhTa0OwkgDnqXyLVb292CgBwGW5fwiXpuksamB0BALzW+iNn9eKvO82O4dpqNpXumy751zA7CVD9Ot9tdgIAcCkeUcKvaVNPgX4e8VQAwC39uvWUPlt8wOwYrq1xV+mOHyWLr9lJgOrj4yd1udfsFADgUjyiuQYH+KpX67pmxwAAr/bZ4oP6detJs2O4tnY3Sje+b3YKoPq0vl4KY49FAPj/9u47vur63uP4++Sck71DEkJCCJuwl0xRZDgQkaEo4gIVV13VLle1vbVaW21ra2v1FkRUROuoXke13lprHWEKiGxkz5AB2Tnn/hHrtVVkJb/P7/zO6/l49EFxwEsIhHfyO9/vl3lihEvSmGJ+gwcAa9//03J9sGGfdYa7DZ4lDbnGugJwRr8LrQsAwHU8NMJz5PNZVwBAdKtrDOnKJxZp/Z4D1inudupPpG7jrSuAlpWUI3U53boCAFzHMyM8JzVevfPTrDMAIOqVV9drxuwS7TtQa53iXjEx0uRHpTb9rUuAltN7atM1fQCAf+OZES7xSDoAuMXm0ipdMXehauobrVPcKzax6cT0tELrEqBl9LvIugAAXMlbI5yrygDANRZvLtO3FyxVOBy2TnGv5Bxp+rNSHE9ywWPyB3I3OAAcgqdGeHFeqgoyEqwzAACfe3X5Tt37+qfWGe6W0006b64UE7QuAZoPB7IBwCF5aoRLPJIOAG7zyDsb9NSHm60z3K3DSGn8g9YVQPMIJko9p1hXAIBrMcIBAC3uzpdW6J01e6wz3K3/RdKIm60rgOPXY5IUn2pdAQCu5bkRPrhDplLiOYkTANykIRTWtU8u1qodFdYp7jbqDj6DiMg3aJZ1AQC4mudGeNAfo5O7ZFtnAAD+w4HaBs2cU6JdFTXWKe7l80kTfycVDrUuAY5N28FSm77WFQDgap4b4ZI0llPSAcCVdpTXaOacEh2sbbBOca9AnHT+U1JmR+sS4OjxWXAAOCxPjvCRXXMU9PusMwAAX2Pl9gpd9/QSNYa4uuyQEjObri5LyLQuAY5cSp7U/WzrCgBwPU+O8LSEII+kA4CLvf3pbt398krrDHfL6ihNe1ryx1mXAEdm4EzJz1V7AHA4nhzhkjSxX751AgDgG8x9/zM99u4G6wx3KxwiTXxYEk93weX8sdKAGdYVABARPDvCxxTnKiWOU9IBwM3ueXWV3li50zrD3XqdI4263boC+GY9JkvJPIUIAEfCsyM8PujXGb1aW2cAAL5BKCzdOH+plm0ps05xt5NukfpdZF0BHNpgDmQDgCPl2REu8Ug6AESC6vpGXfb4Qm3dX2Wd4m7jfyl1GGldAXxV/kApf4B1BQBEDE+P8KEdstQmLd46AwBwGHsP1GrG7BJV1NRbp7iXPyBNnStlF1uXAP9u8FXWBQAQUTw9wn0+n87q28Y6AwBwBNbuPqCr5y1SfWPIOsW94tOari5LzrUuAZqkF0o9JllXAEBE8fQIl6TJ/QqsEwAAR+i9dft06/PLrTPcLb2tNG2+FEy0LgGkYdc3PaUBADhinh/hXVunqGd+qnUGAOAIPbtoq37z9lrrDHfL7y9NeUzyef7dONwsKYcDAwHgGETFe++pA9taJwAAjsIv3lyjl5Zus85wt25nSqf+xLoC0WzI1VKQs3cA4GhFxQg/u0++4gJR8Z8KAJ4QDkvfee5jlWwqtU5xt6HXSIO4GgoG4tKkEy63rgCAiBQVyzQtMahTe3BnOABEkrqGkGbNXaiNew9ap7jb6fdKXU63rkC0OeEyKZ6X+wHAsYiKES5JUwdyQBsARJr9VfWaMfsjlR6ss05xrxi/dM4fpbw+1iWIFoEEacg11hUAELGiZoQP79hK+ekJ1hkAgKO0aV+VZs1dqNqGRusU94pNki5YIKXyAWc4oN+FUnK2dQUARKyoGeExMT5NGcAfTgAgEi38bL9uXrBM4XDYOsW9UlpL0xdIcTwijBYUE5CGX29dAQARLWpGuCSdO6BAPp91BQDgWLzy8Q7d/8Zq6wx3y+0hnTunaSgBLaHnOVJ6oXUFAES0qBrhbTMTdWKnVtYZAIBj9PDf1mv+R5utM9yt02jpzF9YV8CLYgLSyd+1rgCAiBdVI1ySZg5vb50AADgOt7+4Qu+u3WOd4W4DLpWG32hdAa/pM03K6mhdAQARL+pG+Miu2eqYnWSdAQA4Rg2hsK6Zt1ird1Zap7jbmLukHpOsK+AV/ljp5O9ZVwCAJ0TdCPf5fJp5Ip8NB4BIVlnboJlzSrS7ssY6xb18Pmni76W2g61L4AUDZkjpba0rAMATom6ES9KU/gXKSAxaZwAAjsO2smpd/vhCVddxddkhBeOl85+WMvjgM45DMFE66RbrCgDwjKgc4fFBvy4YzMmeABDpPt5aruueXqJQiKvLDikpS5r+rJSQYV2CSDX4Sik5x7oCADwjKke4JF0ytEix/qj9zwcAz3hr1S79+H8+sc5wt1adpfOebHpdL3A04tKk4TdYVwCAp0TtCs1Jjdf43nnWGQCAZjD7vU2a895G6wx3Kxounf1b6wpEmmHf4ikKAGhmUTvCJXFAGwB4yI9e+URvfbLLOsPdek+VRt5qXYFIkZglDbnaugIAPCeqR3jP/DQNbp9pnQEAaAahsHT9/CVasa3cOsXdRn5P6nOBdQUiwYk3SXEp1hUA4DlRPcIl6fIRHawTAADNpKquUTPnlGhbWbV1irtN+LVUNMK6Am6WUSQNutK6AgA8KepH+OhuOSrKSrTOAAA0k92VtZo5u0SVNfXWKe7lD0rnzZNadbUugVuN/ZEU4CA/AGgJUT/CY2J8mjGc14YDgJes3lWpa55crIbGkHWKeyWkS9MXSEnZ1iVwm3YnSt3Ptq4AAM+K+hEuSecOLFBqfMA6AwDQjN5du1e3v7jCOsPdMoqkac9IgQTrEriFL0Y6/R7rCgDwNEa4pMTYgKYNLrTOAAA0s/klW/Tw39ZZZ7hbwQBp8h+axhfQ5wIpr491BQB4Gu9xP3fpsCIFYnzWGQCAZnb/G6v18rLt1hnu1n1C02uAEd1ik6XRd1pXAIDnMcI/l5eWoHG98qwzAADNLByWbnl2mRZ9Vmqd4m7DrpMGXmZdAUsn3iil5FpXAIDnMcK/5PrRncQnwwHAe2obQrpi7iJ9tu+gdYq7jbtf6nyqdQUspBVKQ6+zrgCAqMAI/5JOOSk6u2++dQYAoAWUHqzTjNklKquqs05xrxi/dM5sKbeXdQmcNvYuKRhvXQEAUYER/h9uHNOZ14YDgEdt2HtQs+YuUl0DV5cdUlxy09VlKW2sS+CUwqFSzynWFQAQNRjh/6FdVpLOHVhgnQEAaCEfbSrVd59bZp3hbqltpAueaTqoC94WE5TGP2hdAQBRhRH+Na4b1VmxAX5oAMCrXly6XQ/8ZbV1hrvl9ZbOnSP5/NYlaElDr5Vyiq0rACCqsDS/Rpv0BF0wiHvDAcDLfv32Oj27cIt1hrt1HiuN+5l1BVpKeqF08vesKwAg6jDCD+GaUzoqIchH/wHAy259Ybn+uW6vdYa7nXC5NPRb1hVoCeN+IcUmWlcAQNRhhB9CTkq8Lh7azjoDANCC6hvDumreIq3bXWmd4m6n/pdUfJZ1BZpT8QSpC9fRAYAFRvg3uOrkjkqJC1hnAABaUEVNgy6dXaI9lbXWKe7l80mTH5XyB1qXoDnEpkhn3GddAQBRixH+DTKSYjXjxPbWGQCAFrZ1f7Uun7tQNfWN1inuFUyQps2X0nlKLOKNur3pBHwAgAlG+GFcPqK90hOD1hkAgBa2bEuZbpi/RKFQ2DrFvZKzpenPSvFp1iU4Vnl9pUFXWFcAQFRjhB9GanxQV4zoYJ0BAHDAGyt36Z5XV1lnuFt2V+m8eU33SyOy+GKa7gSP4eBZALDECD8CM4YXqVVyrHUGAMABj/1jo554f5N1hru1P0ma8JB1BY7W0Gul/P7WFQAQ9RjhRyAxNqCrR3ayzgAAOOSulz/R25/uss5wt77TuGM6krTqKp1yu3UFAECM8CN24ZBC5aXFW2cAABzQGArruqeWaMW2cusUdzvlVqn3edYVOByfX5r0OynIn2MAwA0Y4UcoLuDX9aM7W2cAABxysK5Rlz1eoh3l1dYp7jbhN1K74dYV+CYn3ijlD7CuAAB8jhF+FM4b2FY981OtMwAADtlVUasZs0t0oLbBOsW9ArFNB7Vl8bItV8rpIZ38fesKAMCXMMKPQkyMT3dP6Cmfz7oEAOCUT3dW6tonF6uRq8sOLTGz6eqyxCzrEnxZTLDpMfQAh8sCgJswwo/SgHYZmtyvwDoDAOCgd9bs0Z0vrbDOcLfMDtK0+VKA1x27xoibpbw+1hUAgP/ACD8GPxjXTSnxAesMAICDnvxws/7w9/XWGe7WdpA06feSeGTMXOve0km3WFcAAL4GI/wYtEqO001julhnAAAc9tPXPtVry3dYZ7hbj0nSmB9aV0Q3f2zTB0P8QesSAMDXYIQfo0uGFalb6xTrDACAg8Jh6aYFS7Vk837rFHc78Sap/yXWFdHrlNuk3B7WFQCAQ2CEHyN/jE93T+AdHABEm5r6kK6Yu1BbSqusU9ztzAekjqOtK6JPx1HS8BusKwAA34ARfhwGd8jShD5trDMAAA7be6BOl87+SOVV9dYp7uUPSOfOaboiC85IypEmPSKucQEAd2OEH6fbzixWUqzfOgMA4LD1ew7qynkLVdcQsk5xr/hUafoCKbm1dUkU8DW9Djw5xzoEAHAYjPDjlJsar+tHd7bOAAAY+GBDqb7//MfWGe6WViBd8IwUTLIu8bZh10mdePwfACIBI7wZzDyxvTpm84cLAIhGzy/epl++tcY6w93a9JXO+aPk48mxFpE/QBp9p3UFAOAIMcKbQdAfo7s4pA0AotYv31qr5xdvtc5wt66nS6ffa13hPXGp0pT/5joyAIggjPBmMqJzts7oyWveACBaff9Py/XBhn3WGe42eJY0+GrrCm8Z/6CU2d66AgBwFBjhzej28d2VEORROwCIRnWNIV35xCKt233AOsXdTrtH6nqmdYU39L1Q6nWOdQUA4CgxwptRfnqCrj2lo3UGAMBIeXW9Zs4p0b4DtdYp7hUTI015TGrTz7oksmUXS+N+Zl0BADgGjPBmduXJHdWjTap1BgDAyObSKl0+d6Fq6hutU9wrNlGa9oyUVmhdEpni0qTzn5RiORQWACIRI7yZBf0xemBqX8X6+aEFgGi1ZHOZvr1gqcLhsHWKe6XkNt0hHpdmXRJhfNLkR6QsnrwDgEjFUmwBXVun6Max3B0OANHs1eU7de9rn1pnuFtOsTT1cSmGk72P2EnfkbqeYV0BADgOjPAWcuVJHdWvMN06AwBg6JG/b9BTH262znC3jqc0nfCNw+t8qjTyB9YVAIDjxAhvIf4Yn35xbh/FB/khBoBodudLK/TOmj3WGe7W/yJpxM3WFe6W0V6a/GjTwXYAgIjG7+QtqEN2sr57WjfrDACAoYZQWNc+uVirdlRYp7jbqDuknlOsK9wpmNh0EFtCunUJAKAZMMJb2IzhRRrSIdM6AwBg6EBtg2bOKdGuihrrFPfy+aSJv5MKh1qXuM+Eh6TcHtYVAIBmwghvYT6fT/ef00fJcQHrFACAoR3lNZo5p0QHaxusU9wrECed/5SUycnfXxhyjdTrHOsKAEAzYoQ7oG1mom47s9g6AwBgbOX2Cl339BI1hri67JASM6Xpz0oJPEWmjqOksT+2rgAANDNGuEOmDSrUyK7Z1hkAAGNvf7pbd7+80jrD3bI6StOelvxx1iV2soulcx+X/DxJBwBewwh30H1TeistgbtQASDazX3/Mz327gbrDHcrHCJNfFiSz7rEeUk50vQFUnyqdQkAoAUwwh2UmxqvuydwsAoAQLrn1VV6Y+VO6wx363WONOo26wpnBRKangJIL7QuAQC0EEa4wyb2y9cZPVtbZwAAjIXC0o3zl2rZljLrFHc76TtS3wutKxzikyb9TioYaB0CAGhBjHAD/zWxp1olx1pnAACMVdc36rLHF2pLaZV1irud9Uup/cnWFS1v9B1Sj0nWFQCAFsYIN5CVHKefTu5tnQEAcIG9B2o1c06JyqvrrVPcyx+Uznui6bAyr+p7oTTiZusKAIADGOFGxnbP1ayTOlhnAABcYO3uA7p63iLVN4asU9wrPq3psLLkXOuS5lc0oumz/QCAqMAIN/Td07pqUBH3oAIApH+u36cfPL/cOsPd0gulafOlYKJ1SfNp1aXps/x+bk8BgGjBCDcU8MfoNxf0U3ZKFN+DCgD4wnOLtuqhv661znC3/P7SlMcknwf+CJNaIF30gpSQYV0CAHCQB96DRbac1Hg9NK2f/DFReA8qAOArHnhrjV5aus06w926nSmd+hPriuOTmNU0wNMKrEsAAA5jhLvAkA5Z+s5pXa0zAAAuEA5L33nuY5VsKrVOcbeh10iDZllXHJvYZGn6c1J2F+sSAIABRrhLXHVyR53a3YOHzQAAjlpdQ0iz5i7Uxr0HrVPc7fR7pS6nW1ccHX+cdP6TTY/VAwCiEiPcRX4+tY+Ksjx02AwA4Jjtr6rXjNkfqfRgnXWKe8X4pXP+KOX1sS45Mj5/0+vZO4y0LgEAGGKEu0hqfFC/u3CA4oP8tAAApE37qjRr7kLVNjRap7hXbJJ0wYKmQ87cbvyDUvcJ1hUAAGOsPZcpzkvVj8/uaZ0BAHCJhZ/t180LlikcDlunuFdK66Y7xONSrUsObfQPpQGXWFcAAFyAEe5C5w5sq/NPaGudAQBwiVc+3qH731htneFuuT2kc+dIMQHrkq8a+i1pxLetKwAALsEId6m7z+6hnvku/og+AMBRD/9tveZ/tNk6w906jZbO/IV1xb8bNEs6LcKvUwMANCtGuEvFBfz63fQBSksIWqcAAFzi9hdX6N21e6wz3G3ApdLwG6wrmpxwuTTufusKAIDLMMJdrG1moh48r498PusSAIAbNITCumbeYq3eWWmd4m5j7pa6T7RtGHiZNO7ntg0AAFdihLvcqG65uu6UTtYZAACXqKxt0Mw5JdpdUWOd4l4+nzTpEalgkM33P3Bm02PxfBQdAPA1GOER4KaxXTShTxvrDACAS2wrq9Zljy9UVV2DdYp7BeOlaU9LGUXOfr8DLpXOfIABDgA4JEZ4BPD5fLr/3N4a1D7TOgUA4BLLt5Xr+qeXKhTi6rJDSmolTX9OSshw5vvrf4k0/pcMcADAN2KER4i4gF+PXjRQHbOTrFMAAC7x1qpd+tErn1hnuFurztJ5T0r+2Jb9fvpfLJ31KwY4AOCwGOERJC0xqDkzBqlVcpx1CgDAJeb8c5Nmv7fROsPdioZLZ/+25b79fhdJZ/2aAQ4AOCKM8AjTNjNRf7x0oBKCfusUAIBL/PiVT/TmJ7usM9yt91Rp5K3N/+0Ovkqa8BADHABwxBjhEah3Qbp+Pa2fYnh/DwCQFApLN8xfohXbyq1T3G3k96Q+FzTft3fy96Uz7mOAAwCOCiM8Qo3tnqsfntXDOgMA4BJVdY2aOadE28qqrVPcbcKvpaIRx/mN+KTT75NO+UGzJAEAogsjPIJdMqxIl5/Y3joDAOASuytrNXN2iSpr6q1T3MsflM6bJ7Xqemz/vs8vTXxYGnJV83YBAKIGIzzC3XZmscb1am2dAQBwidW7KnXNk4vV0BiyTnGvhHRp+gIpKfvo/j1/nHTeE1LfZnykHQAQdRjhEc7n8+mBqX01oJ1Dd6ACAFzv3bV7dfuLK6wz3C2jSJo2XwokHNk/H5ssTX9W6nZmi2YBALyPEe4B8UG/Hr14oIqyEq1TAAAuMb9kix7+2zrrDHcrGChNfkTSYQ5WS8iQLv6z1OFkR7IAAN7GCPeIzKRYzZkxSJlJsdYpAACXuP+N1Xp52XbrDHfrfrY09keH/vup+dKM16SCAc41AQA8jRHuIUWtkvToxQMVF+CnFQAghcPSLc8u06LPSq1T3G349dLAmV/967m9pMvfknKKnW8CAHgWa81jBrTL0O8vGqBYPz+1AACptiGkK+Yu0mf7DlqnuNu4n0udxv7/1zuOkma+JqW2sWsCAHiSLxwOh60j0Pz+umqXrp63WHWcjgsAkNShVZKev2aY0hN52dIh1VZKfzxDatNHGv8ryR+wLgIAeBAj3MPeWLlT33pqseob+SkGAEiDijL1xOWDFBfwW6e4V025FJ9mXQEA8DCeWfaw03q01q/P76dAzGFOfQUARIWPNpXqu899LD7+/g0Y4ACAFsYI97gzeuXpl+f3lZ8hDgCQ9NLS7XrgzTXWGQAARC1GeBQY37uNHpjaR+xwAIAkPfT2Oi1YuMU6AwCAqMQIjxJn983X/ecwxAEATW57Ybn+uW6vdQYAAFGHER5Fpgwo0L1TesvHEAeAqFffGNZV8xZp3e5K6xQAAKIKIzzKTB3YVvdM6sUQBwCooqZBl84u0Z7KWusUAACiBiM8Ck0bVKgfn93TOgMA4AJb91fr8rkLVVPfaJ0CAEBUYIRHqQuHtNPdE3pYZwAAXGDZljLdMH+JQiGuLgMAoKUxwqPYJcOKdMf47tYZAAAXeGPlLt3z6irrDAAAPI8RHuUuO7G9bhtXbJ0BAHCBx/6xUU+8v8k6AwAAT/OFw2GePYOe/mizbnthuXgSEQCimz/Gp0cvHqBR3XKtUwAA8CRGOL7w2vIduuGZpaprCFmnAAAMJcX69cyVQ9UzP806BQAAz2GE49/8c91ezXpikQ7UNlinAAAM5abG6cVrhysvLcE6BQAAT+E14fg3wzq10tNXDFFWUqx1CgDA0K6KWs2YXcIHZQEAaGaMcHxFr4I0LbhqqPLT+ewHAESzT3dW6tonF6uhkZcpAQDQXBjh+Fods5P1p6uHqUtusnUKAMDQO2v26M4/r7TOAADAMxjhOKTWafF69qphGtw+0zoFAGDoqQ8365F31ltnAADgCYxwfKO0hKDmXjZI43vnWacAAAzd+/qnenX5DusMAAAiHqej44iEw2Hd8+oqPfruRusUAICRuECMnp41RP0LM6xTAACIWIxwHJXZ723Uj1/5RCHeagAgKrVKjtXL153I1WUAABwjHkfHUZkxvL0ent5fcQHedAAgGp3ZK085KfHWGQAARCw+E45jsnBTqWY9sUilB+usUwAADvDH+HTn+O66ZFiRdQoAABGNEY5jtq2sWlc9sUjLt5VbpwAAWlBKXEC/md5fJ3fJtk4BACDiMcJxXGrqG3XrC8v1/OJt1ikAgBZQkJGgP156grrkplinAADgCYxwNIs5723Uf/3PKjVwYhsAeEb/wnT94eKBapUcZ50CAIBnMMLRbD7csE/XPrVYew/wOnEAiHST+uXr3im9FBfwW6cAAOApjHA0qx3l1bpq3mIt21JmnQIAOAaxgRjdOb67LhzSzjoFAABPYoSj2dU2NOqOF1dowcKt1ikAgKPQNjNBD18wQL0K0qxTAADwLEY4Wsy8Dz7Tj17+RHWNIesUAMBhjCnO1S+m9lFaQtA6BQAAT2OEo0Ut+qxUV89brN2VtdYpAICvEYjx6ZbTuurKkzrI5/NZ5wAA4HmMcLS43RU1umreIi3eXGadAgD4ktzUOD00rb8Gtc+0TgEAIGowwuGIuoaQ7np5pZ76cLN1CgBA0vBOWfrV+f24fgwAAIcxwuGo+R9t1g//vFK1DbxOHAAs+HzSt07ppJvGdFFMDI+fAwDgNEY4HLdmV6VumL9Uq3ZUWKcAQFTJSAzqwfP6amTXHOsUAACiFiMcJuoaQvr5X1brsXc3KMRbIAC0uH6F6frtBf3VJj3BOgUAgKjGCIep99fv080Llmp7eY11CgB41ozhRbp1XLGC/hjrFAAAoh4jHObKq+t1x4sr9Odl261TAMBTMhKDumdSL53RK886BQAAfI4RDtd4aek23f7iClXWNFinAEDEO7V7rn4yqZeyUzj9HAAAN2GEw1W2lVXr5gVL9cGGUusUAIhI6YlB3XVWD03sl2+dAgAAvgYjHK4TCoX1h3c36IG/rFFdI1eZAcCRGlOco3sm9VJOarx1CgAAOARGOFxr5fZy3Th/qdbuPmCdAgCulhof0A/P6qEpAwqsUwAAwGEwwuFqNfWNuve1T/X4+5vEWyoAfNUpXbP108m91TqNz34DABAJGOGICH9fs0e3PLtMuytrrVMAwBVS4gK6Y3x3TT2hrXUKAAA4CoxwRIzy6nr97PVP9fRHmxXirRZAFBvRuZXum9JbbdITrFMAAMBRYoQj4izZvF+3vbBCn+yosE4BAEclxwV067hiXTC40DoFAAAcI0Y4IlJjKKzZ723Ug2+u0cG6RuscAGhxwztl6b4pvVWQkWidAgAAjgMjHBFtZ3mN7n55pV5bsdM6BQBaREZiUN85rZumDWorn89nnQMAAI4TIxye8L+rd+vOl1ZoS2m1dQoANAt/jE/TBxfq5rFdlZYYtM4BAADNhBEOz6ipb9RDb6/Vo3/fqLrGkHUOAByzwe0zddeEHirOS7VOAQAAzYwRDs9Zt7tSt72wQh9uLLVOAYCjkpcWr1vHFeusPm2sUwAAQAthhMOz/rRoq+55dZX2HayzTgGAbxQbiNEVI9rr2lM6KTE2YJ0DAABaECMcnlZeVa97X1+l+SVbxFs6ADcaU5yrO8d3V2EWp54DABANGOGICos379dPX12lkk37rVMAQJLUITtJd47vrpFdc6xTAACAgxjhiCp/XbVLP3t9tVbvqrROARClkuMCun50J80Y3l5Bf4x1DgAAcBgjHFEnFArr+SXb9OCba7StjCvNADjD55Mm9cvX98/oppyUeOscAABghBGOqFXb0Kgn3v9Mv/3fddpfVW+dA8DDhnTI1HdP76b+hRnWKQAAwBgjHFGvoqZef3hng/77HxtVXd9onQPAQwa2y9C3x3bRsE6trFMAAIBLMMKBz+2uqNGv/rpWz5RsUUOIXxYAjl3ftun69tguOqlLtnUKAABwGUY48B827j2on/9ltV5dvoNrzQAclV75abppbGeN6pZrnQIAAFyKEQ4cwsdby3Tf65/qvXX7rFMAuFxxXqpuHNNZp/VobZ0CAABcjhEOHMa7a/fo52+s1rKt5dYpAFymc06ybhrbRWf0bC2fz2edAwAAIgAjHDhC/1y/V79/Z4P+vmaPdQoAYx2yk3TD6M46q3cbxcQwvgEAwJFjhANHadWOCj3yznq98vEODnADoky7rERdP6qzJvbLl5/xDQAAjgEjHDhG28qq9di7G/RMyRZV1XG1GeBlXXNTdNmI9prcL18Bf4x1DgAAiGCMcOA4lVXV6Yn3P9Pj72/S3gN11jkAmonPJ43qmqOZJ7bXcO75BgAAzYQRDjSTmvpGPbdoqx57d4M27auyzgFwjJJi/Tp3YFtdMqxI7VslWecAAACPYYQDzSwUCuv1lTv1yDvrOVEdiCBtMxN0ydAiTT2hrVLjg9Y5AADAoxjhQAt6f/0+/f6d9XqHE9UB1xrUPlMzh7fXqd1zOekcAAC0OEY44IC1uyr19Edb9MKSrdpfVW+dA0S92ECMJvRpoxnDi9SjTZp1DgAAiCKMcMBBdQ0hvbFyp54p2aL31u8Vv/oAZ7VKjtOFQwp14ZB2apUcZ50DAACiECMcMLKltEoLFm7Rc4u2akd5jXUO4Fk+n3RCu0ydd0JbndWnjWIDXDEGAADsMMIBY42hsP6+Zo/ml2zWX1ftVkOIX5JAcyjKStSkfgWa3D9fbTMTrXMAAAAkMcIBV9lTWas/Ld6qBSVbtGHvQescIOKkJQQ1vneeJvcv0IB2GdY5AAAAX8EIB1zqww379EzJFr26Yodq6kPWOYBrBf0+jeyaoyn98zWqWy6PmwMAAFdjhAMuV1FTr5eWbteLS7Zp8eb9HOYGfK5P23RN6Z+vs3q3UUZSrHUOAADAEWGEAxFkd0WN3li5U6+v3KkPN5Ty+nFEnfz0BE3s10aT+xeoY3aydQ4AAMBRY4QDEWr/wTq9+ckuvb5yp/6xdq/qGnlkHd6UlRSrMcW5mtgvX0M6ZMrn81knAQAAHDNGOOABlTX1evvT3Xp9xU69s2aPquoarZOA49KtdYpGF+dodHGu+hakKyaG4Q0AALyBEQ54TE19o/62eo/eWLlTb63apcqaBusk4LBiAzEa2iFLY4pzNKo4V/npCdZJAAAALYIRDnhYfWNI763bq9dX7NSbn+zSvoN11knAF7JT4nRK12yNLs7ViM6tlBgbsE4CAABocYxwIEo0hsJauqVM763bq3+s26slm/ervpFf/nBW97zULz7b3acgjdd3AwCAqMMIB6JUVV2DPtxQqnfX7tV76/Zq9a5K6yR4UHJcQIPaZ2pUtxyNLs5RXhqPmQMAgOjGCAcgSdpdWaP31u3VB+tL9eHGfdq0r8o6CREoLSGoE4oyNLh9lgZ3yFSPNmnyc6gaAADAFxjhAL7WrooafbBhnz7cWKoPN+zT+j0HrZPgQllJsTqhKFODO2RqcPssdWudwknmAAAA34ARDuCI7Kms1UcbS1WyqVQrt5dr1Y5KHajl5PVo4o/xqUtuivoXpmtAuwz1L8xQUask6ywAAICIwggHcEzC4bA27j2oldsrtGJ7uT7ZXqGV2ytUygnsntEqOVa98tPUvzBD/dtlqG/bdCXFcYI5AADA8WCEA2hW28uqtWJbuVZur9DK7U1f7iivsc7CN0iND6hLboo656aoa26yurROUdfcFGUlx1mnAQAAeA4jHECL23eg9ovPmK/cXqFPtldoc2mVGkP89uOkhKBfnXKS1SU3RV1b/+vLFE4sBwAAcBAjHICJ+saQtpdVa3NplTaXVmlLabW2/Ov/769SWVW9dWLESo4LqCAjQZ1yktU1N+WLz2wXZiZyaBoAAIAxRjgAV6qoqdfmfVXaur/qK0N9a1m16hpC1okmUuMDyktLUOu0eOWlxat1Wrza/MfXU+KD1pkAAAA4BEY4gIgTCoW1q7JG2/ZXq/Rgncqq6lVW/a8v61X+5a9X1au8ut61J7n7fE2PiSfFBZQcF1BSnF85KU1jOi/18y/TEpSX3jSyE2M5GA0AACCSMcIBRIX6xtDng/z/x3lZdb3Kqup0sLZRjeGwwuGwGkNhNYbDCoXCCoWlxlBYoXDT/xpD+vyv//8/0xhW098PhRX0x3w+pv1KjP3XqG4a1kmxgS+GdmKc/4u/lxj084g4AABAFGGEAwAAAADgkBjrAAAAAAAAogUjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIcwwgEAAAAAcAgjHAAAAAAAhzDCAQAAAABwCCMcAAAAAACHMMIBAAAAAHAIIxwAAAAAAIf8Hx9K4Kr9se+MAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 410,
       "width": 496
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ratio of Presence of heart disease to the total count for males is:  0.10618461740904007\n",
      "The ratio of Presence of heart disease to the total count for females is:  0.06694675367241738\n",
      "\n",
      "\n",
      "In conclusion, for every 2 female patients there exists around 3 male patients with the same heart disease\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "%matplotlib inline\n",
    "all_heart_data = pd.read_csv('heart_data.csv')\n",
    "disease_gender_subset = all_heart_data[['HeartDisease','Sex']]\n",
    "disease_gender_subset = disease_gender_subset.reset_index(drop=True)\n",
    "disease_male_subset = disease_gender_subset[disease_gender_subset['Sex']=='Male']\n",
    "disease_female_subset = disease_gender_subset[disease_gender_subset['Sex']=='Female']\n",
    "ratio_male = disease_male_subset[disease_male_subset['HeartDisease']=='Yes'].count()/disease_male_subset['HeartDisease'].count()\n",
    "ratio_female = disease_female_subset[disease_female_subset['HeartDisease']=='Yes'].count()/disease_female_subset['HeartDisease'].count()\n",
    "ratio_col = [ratio_male[0],ratio_female[0]]\n",
    "#plt.plot(kind=\"bar\",title=\"Gender disease ratios\")\n",
    "plotdata = pd.DataFrame({'ratio':[100*ratio_male[0],100*ratio_female[0]]},index=['Male','Female'])\n",
    "plotdata.plot(kind=\"bar\",title=\"Gender disease ratios\",legend=None)\n",
    "plt.xlabel('Gender', rotation='horizontal', loc='right')\n",
    "plt.ylabel('Percent', loc='top', rotation='horizontal')\n",
    "plt.ylim([0,12])\n",
    "plt.show()\n",
    "print(\"\\n\\n\")\n",
    "\n",
    "plt.pie(ratio_col,autopct='%1.1f%%',startangle=90,explode=[0.2,0])\n",
    "plt.legend(title=\"Genders: \",labels=['Male','Female'], bbox_to_anchor=(1,1))\n",
    "plt.title(\"Male-Female head to head\")\n",
    "plt.show()\n",
    "print(\"The ratio of Presence of heart disease to the total count for males is: \",str(ratio_male[0]))\n",
    "print(\"The ratio of Presence of heart disease to the total count for females is: \",str(ratio_female[0]))\n",
    "print(\"\\n\\nIn conclusion, for every 2 female patients there exists around 3 male patients with the same heart disease\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "556c5532",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}